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  1. README.md +50 -0
  2. metadata.csv +0 -0
  3. synthetic/ltx23/latino_f_18-29/ltx23__latino__f__18-29__g000.json +71 -0
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README.md ADDED
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1
+ ---
2
+ license: other
3
+ license_name: research-only
4
+ pretty_name: FairDeep-Fake Bench (controlled synthetic)
5
+ task_categories:
6
+ - video-classification
7
+ tags:
8
+ - deepfake-detection
9
+ - fairness
10
+ - synthetic
11
+ - ai-generated
12
+ size_categories:
13
+ - 1K<n<10K
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+ configs:
15
+ - config_name: default
16
+ data_files:
17
+ - split: train
18
+ path: metadata.csv
19
+ ---
20
+
21
+ # FairDeep-Fake Bench: controlled synthetic videos
22
+
23
+ Fully AI-generated talking-head clips for **evaluating the demographic fairness of deepfake detectors**.
24
+ Every person depicted is synthetic: no real identities, no identity LoRAs, no face-swap of real people.
25
+
26
+ ## Design
27
+ - 56 demographic cells (FairFace-compatible): 7 perceived race × 2 gender × 4 age bands
28
+ (18-29, 30-44, 45-59, 60+). Labels are the **intended perceived presentation**,
29
+ not self-identification.
30
+ - **Counterfactual groups**: each group fixes scene, lighting, behaviour, attire slot, camera,
31
+ duration and seed, and renders it once per cell. Every cell therefore sees an identical
32
+ distribution of confounds.
33
+ - Main run `synthetic/ltx23/`: LTX 2.3 22B dev (bf16), 36 groups × 56 cells = **2,016 clips**,
34
+ 1280×704, 24 fps, ~6 s, with generated audio, 20 steps, cfg 3.0.
35
+
36
+ ## Files
37
+ - `synthetic/<model>/<race>_<gender>_<age>/<prompt_id>.mp4`: clip
38
+ - `....json` next to each clip: full spec, rendered prompt, generation and provenance record
39
+ - `metadata.csv`: one row per clip (demographics, scene, seed, prompt, technical QC columns `qc_*`)
40
+
41
+ ## Technical QC
42
+ `qc_pass` covers container conformance, frozen/black/stalled frames and letter/pillarboxing
43
+ (1,885 / 2,016 pass). Model-based gates (FairFace/MiVOLO compliance, ArcFace identity
44
+ leakage) are not applied yet.
45
+
46
+ ## Generation code
47
+ Private GitHub repo `fairdeep-datagen` (ComfyUI-based, reproducible from the sidecar seeds).
48
+
49
+ ## Intended use
50
+ Research on deepfake-detector fairness only. Not for training generators to impersonate people.
metadata.csv ADDED
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synthetic/ltx23/latino_f_18-29/ltx23__latino__f__18-29__g000.json ADDED
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1
+ {
2
+ "prompt_id": "ltx23__latino__f__18-29__g000",
3
+ "model": "ltx23",
4
+ "cell": "latino__f__18-29",
5
+ "counterfactual_group": 0,
6
+ "demographic": {
7
+ "race": "latino",
8
+ "race_phrase": "Hispanic",
9
+ "article": "a",
10
+ "gender": "f",
11
+ "gender_word": "woman",
12
+ "age_band": "18-29",
13
+ "age_phrase": "in her early twenties",
14
+ "age_detail": "smooth youthful skin, no wrinkles",
15
+ "age_tier": "young"
16
+ },
17
+ "appearance": {
18
+ "hair": "long wavy dark brown hair",
19
+ "attire": "a plain knit sweater"
20
+ },
21
+ "scene": {
22
+ "setting_key": "office",
23
+ "setting": "a modern open-plan office, softly blurred behind the subject",
24
+ "lighting_key": "overcast",
25
+ "lighting": "flat even overcast daylight"
26
+ },
27
+ "camera": {
28
+ "key": "static",
29
+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
30
+ },
31
+ "action": {
32
+ "key": "smile",
33
+ "behavior": "beginning with a neutral expression, then breaking into a wide smile as the cheeks lift and the eyes crease, followed by two clear nods and a small head tilt",
34
+ "audio": "quiet room tone"
35
+ },
36
+ "seed": 1191460415117186840,
37
+ "width": 1280,
38
+ "height": 704,
39
+ "length": 145,
40
+ "fps": 24,
41
+ "duration_s": 6.04,
42
+ "ai_generated": true,
43
+ "prompt_rendered": {
44
+ "positive": "Photorealistic documentary video portrait of a Hispanic woman in her early twenties, smooth youthful skin, no wrinkles, with long wavy dark brown hair, wearing a plain knit sweater. She is beginning with a neutral expression, then breaking into a wide smile as the cheeks lift and the eyes crease, followed by two clear nods and a small head tilt. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a modern open-plan office, softly blurred behind the subject. Lighting: flat even overcast daylight. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
45
+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
46
+ },
47
+ "generation": {
48
+ "steps": 20,
49
+ "cfg": 3.0,
50
+ "sampler": "euler",
51
+ "scheduler": "simple",
52
+ "wall_seconds": 174.2,
53
+ "host": "127.0.0.1:8188",
54
+ "generated_utc": "2026-08-06T20:48:05Z",
55
+ "comfyui_version": "0.30.0",
56
+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
57
+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
58
+ "text_encoder": "gemma_3_12B_it.safetensors",
59
+ "precision": "bf16"
60
+ },
61
+ "provenance": {
62
+ "ai_generated": true,
63
+ "synthetic_identity": true,
64
+ "real_person_depicted": false,
65
+ "project": "FairDeep-Fake Bench",
66
+ "purpose": "deepfake detector fairness evaluation (research only)"
67
+ },
68
+ "qc": {
69
+ "status": "pending"
70
+ }
71
+ }
synthetic/ltx23/latino_f_18-29/ltx23__latino__f__18-29__g012.json ADDED
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1
+ {
2
+ "prompt_id": "ltx23__latino__f__18-29__g012",
3
+ "model": "ltx23",
4
+ "cell": "latino__f__18-29",
5
+ "counterfactual_group": 12,
6
+ "demographic": {
7
+ "race": "latino",
8
+ "race_phrase": "Hispanic",
9
+ "article": "a",
10
+ "gender": "f",
11
+ "gender_word": "woman",
12
+ "age_band": "18-29",
13
+ "age_phrase": "in her early twenties",
14
+ "age_detail": "smooth youthful skin, no wrinkles",
15
+ "age_tier": "young"
16
+ },
17
+ "appearance": {
18
+ "hair": "long wavy dark brown hair",
19
+ "attire": "a plain button-down shirt"
20
+ },
21
+ "scene": {
22
+ "setting_key": "library",
23
+ "setting": "a quiet library with blurred shelves behind the subject",
24
+ "lighting_key": "backlit",
25
+ "lighting": "strong backlight from a window behind, face in shadow with rim light"
26
+ },
27
+ "camera": {
28
+ "key": "slowsway",
29
+ "framing": "near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred"
30
+ },
31
+ "action": {
32
+ "key": "listen",
33
+ "behavior": "nodding twice, then tilting the head to one side as the eyebrows lift, blinking slowly, then straightening up with a small smile",
34
+ "audio": "quiet room tone"
35
+ },
36
+ "seed": 8641208527533709,
37
+ "width": 1280,
38
+ "height": 704,
39
+ "length": 121,
40
+ "fps": 24,
41
+ "duration_s": 5.04,
42
+ "ai_generated": true,
43
+ "prompt_rendered": {
44
+ "positive": "Photorealistic documentary video portrait of a Hispanic woman in her early twenties, smooth youthful skin, no wrinkles, with long wavy dark brown hair, wearing a plain button-down shirt. She is nodding twice, then tilting the head to one side as the eyebrows lift, blinking slowly, then straightening up with a small smile. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a quiet library with blurred shelves behind the subject. Lighting: strong backlight from a window behind, face in shadow with rim light. near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
45
+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
46
+ },
47
+ "generation": {
48
+ "steps": 20,
49
+ "cfg": 3.0,
50
+ "sampler": "euler",
51
+ "scheduler": "simple",
52
+ "wall_seconds": 141.1,
53
+ "host": "127.0.0.1:8189",
54
+ "generated_utc": "2026-08-07T03:58:03Z",
55
+ "comfyui_version": "0.30.0",
56
+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
57
+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
58
+ "text_encoder": "gemma_3_12B_it.safetensors",
59
+ "precision": "bf16"
60
+ },
61
+ "provenance": {
62
+ "ai_generated": true,
63
+ "synthetic_identity": true,
64
+ "real_person_depicted": false,
65
+ "project": "FairDeep-Fake Bench",
66
+ "purpose": "deepfake detector fairness evaluation (research only)"
67
+ },
68
+ "qc": {
69
+ "status": "pending"
70
+ }
71
+ }
synthetic/ltx23/latino_f_18-29/ltx23__latino__f__18-29__g014.json ADDED
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1
+ {
2
+ "prompt_id": "ltx23__latino__f__18-29__g014",
3
+ "model": "ltx23",
4
+ "cell": "latino__f__18-29",
5
+ "counterfactual_group": 14,
6
+ "demographic": {
7
+ "race": "latino",
8
+ "race_phrase": "Hispanic",
9
+ "article": "a",
10
+ "gender": "f",
11
+ "gender_word": "woman",
12
+ "age_band": "18-29",
13
+ "age_phrase": "in her late twenties",
14
+ "age_detail": "smooth youthful skin, no wrinkles",
15
+ "age_tier": "young"
16
+ },
17
+ "appearance": {
18
+ "hair": "long wavy dark brown hair",
19
+ "attire": "a plain button-down shirt"
20
+ },
21
+ "scene": {
22
+ "setting_key": "livingroom",
23
+ "setting": "a simple living room with a sofa softly blurred behind",
24
+ "lighting_key": "warmlamp",
25
+ "lighting": "warm indoor lamplight from above"
26
+ },
27
+ "camera": {
28
+ "key": "static",
29
+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
30
+ },
31
+ "action": {
32
+ "key": "smile",
33
+ "behavior": "beginning with a neutral expression, then breaking into a wide smile as the cheeks lift and the eyes crease, followed by two clear nods and a small head tilt",
34
+ "audio": "quiet room tone"
35
+ },
36
+ "seed": 6826372820867822914,
37
+ "width": 1280,
38
+ "height": 704,
39
+ "length": 121,
40
+ "fps": 24,
41
+ "duration_s": 5.04,
42
+ "ai_generated": true,
43
+ "prompt_rendered": {
44
+ "positive": "Photorealistic documentary video portrait of a Hispanic woman in her late twenties, smooth youthful skin, no wrinkles, with long wavy dark brown hair, wearing a plain button-down shirt. She is beginning with a neutral expression, then breaking into a wide smile as the cheeks lift and the eyes crease, followed by two clear nods and a small head tilt. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a simple living room with a sofa softly blurred behind. Lighting: warm indoor lamplight from above. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
45
+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
46
+ },
47
+ "generation": {
48
+ "steps": 20,
49
+ "cfg": 3.0,
50
+ "sampler": "euler",
51
+ "scheduler": "simple",
52
+ "wall_seconds": 144.1,
53
+ "host": "127.0.0.1:8189",
54
+ "generated_utc": "2026-08-07T05:04:06Z",
55
+ "comfyui_version": "0.30.0",
56
+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
57
+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
58
+ "text_encoder": "gemma_3_12B_it.safetensors",
59
+ "precision": "bf16"
60
+ },
61
+ "provenance": {
62
+ "ai_generated": true,
63
+ "synthetic_identity": true,
64
+ "real_person_depicted": false,
65
+ "project": "FairDeep-Fake Bench",
66
+ "purpose": "deepfake detector fairness evaluation (research only)"
67
+ },
68
+ "qc": {
69
+ "status": "pending"
70
+ }
71
+ }
synthetic/ltx23/latino_f_18-29/ltx23__latino__f__18-29__g020.json ADDED
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1
+ {
2
+ "prompt_id": "ltx23__latino__f__18-29__g020",
3
+ "model": "ltx23",
4
+ "cell": "latino__f__18-29",
5
+ "counterfactual_group": 20,
6
+ "demographic": {
7
+ "race": "latino",
8
+ "race_phrase": "Hispanic",
9
+ "article": "a",
10
+ "gender": "f",
11
+ "gender_word": "woman",
12
+ "age_band": "18-29",
13
+ "age_phrase": "in her late twenties",
14
+ "age_detail": "smooth youthful skin, no wrinkles",
15
+ "age_tier": "young"
16
+ },
17
+ "appearance": {
18
+ "hair": "long wavy dark brown hair",
19
+ "attire": "a plain blouse"
20
+ },
21
+ "scene": {
22
+ "setting_key": "corridor",
23
+ "setting": "a plain indoor corridor, softly blurred behind",
24
+ "lighting_key": "softwindow",
25
+ "lighting": "soft natural light from a window to one side"
26
+ },
27
+ "camera": {
28
+ "key": "static",
29
+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
30
+ },
31
+ "action": {
32
+ "key": "speak",
33
+ "behavior": "talking continuously to the camera, mouth opening and closing on every word, eyebrows rising and falling with emphasis, head shifting slightly with each phrase",
34
+ "audio": "a calm neutral voice speaking quietly"
35
+ },
36
+ "seed": 5738652775539366523,
37
+ "width": 1280,
38
+ "height": 704,
39
+ "length": 145,
40
+ "fps": 24,
41
+ "duration_s": 6.04,
42
+ "ai_generated": true,
43
+ "prompt_rendered": {
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+ {
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+ "prompt_id": "ltx23__latino__f__18-29__g034",
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+ "model": "ltx23",
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+ "cell": "latino__f__18-29",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "f",
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+ "gender_word": "woman",
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+ "age_band": "18-29",
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+ "age_phrase": "in her mid twenties",
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+ "age_detail": "smooth youthful skin, no wrinkles",
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+ "age_tier": "young"
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+ },
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+ "appearance": {
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+ "hair": "long wavy dark brown hair",
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+ "attire": "a plain casual shirt"
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+ },
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+ "scene": {
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+ "setting_key": "office",
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+ "setting": "a modern open-plan office, softly blurred behind the subject",
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+ "lighting_key": "warmlamp",
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+ "lighting": "warm indoor lamplight from above"
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+ },
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+ "camera": {
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+ "key": "static",
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+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
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+ },
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+ "action": {
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+ "key": "smile",
33
+ "behavior": "beginning with a neutral expression, then breaking into a wide smile as the cheeks lift and the eyes crease, followed by two clear nods and a small head tilt",
34
+ "audio": "quiet room tone"
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+ },
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+ "seed": 1607301218697427286,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 145,
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+ "fps": 24,
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+ "duration_s": 6.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic woman in her mid twenties, smooth youthful skin, no wrinkles, with long wavy dark brown hair, wearing a plain casual shirt. She is beginning with a neutral expression, then breaking into a wide smile as the cheeks lift and the eyes crease, followed by two clear nods and a small head tilt. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a modern open-plan office, softly blurred behind the subject. Lighting: warm indoor lamplight from above. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 171.1,
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+ "host": "127.0.0.1:8188",
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+ "generated_utc": "2026-08-07T17:45:40Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g002.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g002",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 2,
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+ "race": "latino",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late seventies",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
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+ "age_tier": "old"
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+ },
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+ "appearance": {
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+ "hair": "thin grey hair",
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+ "attire": "a plain button-down shirt"
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+ },
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+ "scene": {
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+ "setting_key": "lobby",
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+ "setting": "a quiet building lobby, softly blurred behind",
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+ "lighting_key": "lowlight",
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+ "lighting": "dim low-key indoor lighting, deep shadows"
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+ },
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+ "camera": {
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+ "key": "static",
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+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
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+ },
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+ "action": {
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+ "key": "think",
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+ "behavior": "looking up and away as the brow furrows, holding the thought, then turning back to the camera and raising the eyebrows",
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+ "audio": "quiet room tone"
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+ },
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+ "seed": 2294985737181818132,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 145,
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+ "fps": 24,
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+ "duration_s": 6.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late seventies, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with thin grey hair, wearing a plain button-down shirt. He is looking up and away as the brow furrows, holding the thought, then turning back to the camera and raising the eyebrows. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a quiet building lobby, softly blurred behind. Lighting: dim low-key indoor lighting, deep shadows. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 177.2,
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+ "host": "127.0.0.1:8192",
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+ "generated_utc": "2026-08-06T22:09:42Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g003.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g003",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 3,
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+ "demographic": {
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+ "race": "latino",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late sixties",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
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+ "age_tier": "old"
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+ },
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+ "appearance": {
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+ "hair": "short white hair",
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+ "attire": "a plain knit sweater"
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+ },
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+ "scene": {
22
+ "setting_key": "classroom",
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+ "setting": "an empty classroom, softly blurred behind the subject",
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+ "lighting_key": "overcast",
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+ "lighting": "flat even overcast daylight"
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+ },
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+ "camera": {
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+ "key": "static",
29
+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
30
+ },
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+ "action": {
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+ "key": "turn",
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+ "behavior": "turning the head steadily to one side, pausing briefly, then turning back to face the camera as the hair shifts with the movement",
34
+ "audio": "quiet room tone"
35
+ },
36
+ "seed": 2911807116390783005,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 121,
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+ "fps": 24,
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+ "duration_s": 5.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late sixties, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with short white hair, wearing a plain knit sweater. He is turning the head steadily to one side, pausing briefly, then turning back to face the camera as the hair shifts with the movement. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: an empty classroom, softly blurred behind the subject. Lighting: flat even overcast daylight. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 141.2,
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+ "host": "127.0.0.1:8188",
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+ "generated_utc": "2026-08-06T22:42:56Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g005",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 5,
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+ "demographic": {
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+ "race": "latino",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late seventies",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
15
+ "age_tier": "old"
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+ },
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+ "appearance": {
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+ "hair": "short white hair",
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+ "attire": "a plain casual shirt"
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+ },
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+ "scene": {
22
+ "setting_key": "livingroom",
23
+ "setting": "a simple living room with a sofa softly blurred behind",
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+ "lighting_key": "backlit",
25
+ "lighting": "strong backlight from a window behind, face in shadow with rim light"
26
+ },
27
+ "camera": {
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+ "key": "slowsway",
29
+ "framing": "near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred"
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+ },
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+ "action": {
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+ "key": "think",
33
+ "behavior": "looking up and away as the brow furrows, holding the thought, then turning back to the camera and raising the eyebrows",
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+ "audio": "quiet room tone"
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+ },
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+ "seed": 8967203816314732722,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 121,
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+ "fps": 24,
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+ "duration_s": 5.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late seventies, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with short white hair, wearing a plain casual shirt. He is looking up and away as the brow furrows, holding the thought, then turning back to the camera and raising the eyebrows. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a simple living room with a sofa softly blurred behind. Lighting: strong backlight from a window behind, face in shadow with rim light. near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 141.1,
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+ "host": "127.0.0.1:8190",
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+ "generated_utc": "2026-08-06T23:56:51Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
63
+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g016.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g016",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 16,
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his seventies",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
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+ "age_tier": "old"
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+ },
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+ "appearance": {
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+ "hair": "thin grey hair",
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+ "attire": "a plain zip-up jacket"
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+ },
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+ "scene": {
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+ "setting_key": "classroom",
23
+ "setting": "an empty classroom, softly blurred behind the subject",
24
+ "lighting_key": "softwindow",
25
+ "lighting": "soft natural light from a window to one side"
26
+ },
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+ "camera": {
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+ "key": "slowsway",
29
+ "framing": "near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred"
30
+ },
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+ "action": {
32
+ "key": "speak",
33
+ "behavior": "talking continuously to the camera, mouth opening and closing on every word, eyebrows rising and falling with emphasis, head shifting slightly with each phrase",
34
+ "audio": "a calm neutral voice speaking quietly"
35
+ },
36
+ "seed": 622803870826921775,
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+ "width": 1280,
38
+ "height": 704,
39
+ "length": 145,
40
+ "fps": 24,
41
+ "duration_s": 6.04,
42
+ "ai_generated": true,
43
+ "prompt_rendered": {
44
+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his seventies, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with thin grey hair, wearing a plain zip-up jacket. He is talking continuously to the camera, mouth opening and closing on every word, eyebrows rising and falling with emphasis, head shifting slightly with each phrase. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: an empty classroom, softly blurred behind the subject. Lighting: soft natural light from a window to one side. near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: a calm neutral voice speaking quietly.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
49
+ "cfg": 3.0,
50
+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 177.2,
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+ "host": "127.0.0.1:8192",
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+ "generated_utc": "2026-08-07T06:17:44Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g017.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g017",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 17,
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+ "race": "latino",
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+ "race_phrase": "Hispanic",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late seventies",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
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+ "age_tier": "old"
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+ },
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+ "appearance": {
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+ "hair": "short white hair",
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+ "attire": "a simple t-shirt"
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+ },
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+ "scene": {
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+ "setting_key": "studio",
23
+ "setting": "a plain seamless studio backdrop",
24
+ "lighting_key": "backlit",
25
+ "lighting": "strong backlight from a window behind, face in shadow with rim light"
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+ },
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+ "camera": {
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+ "key": "static",
29
+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
30
+ },
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+ "action": {
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+ "key": "think",
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+ "behavior": "looking up and away as the brow furrows, holding the thought, then turning back to the camera and raising the eyebrows",
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+ "audio": "quiet room tone"
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+ },
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+ "seed": 859084369414440753,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 121,
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+ "fps": 24,
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+ "duration_s": 5.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late seventies, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with short white hair, wearing a simple t-shirt. He is looking up and away as the brow furrows, holding the thought, then turning back to the camera and raising the eyebrows. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a plain seamless studio backdrop. Lighting: strong backlight from a window behind, face in shadow with rim light. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 141.1,
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+ "host": "127.0.0.1:8192",
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+ "generated_utc": "2026-08-07T06:51:31Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g018.json ADDED
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+ {
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+ "prompt_id": "ltx23__latino__m__60+__g018",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late sixties",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
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+ "age_tier": "old"
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+ },
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+ "appearance": {
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+ "hair": "thin grey hair",
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+ "attire": "a simple t-shirt"
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+ },
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+ "scene": {
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+ "setting_key": "library",
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+ "setting": "a quiet library with blurred shelves behind the subject",
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+ "lighting_key": "backlit",
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+ "lighting": "strong backlight from a window behind, face in shadow with rim light"
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+ },
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+ "camera": {
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+ "key": "static",
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+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
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+ },
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+ "action": {
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+ "key": "laugh",
33
+ "behavior": "laughing out loud with the shoulders shaking and the head tipping back, then settling forward into a broad smile",
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+ "audio": "a soft quiet laugh"
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+ },
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+ "seed": 7385123252750445313,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 145,
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+ "fps": 24,
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+ "duration_s": 6.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late sixties, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with thin grey hair, wearing a simple t-shirt. He is laughing out loud with the shoulders shaking and the head tipping back, then settling forward into a broad smile. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a quiet library with blurred shelves behind the subject. Lighting: strong backlight from a window behind, face in shadow with rim light. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: a soft quiet laugh.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 177.2,
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+ "host": "127.0.0.1:8192",
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+ "generated_utc": "2026-08-07T07:31:58Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g019.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g019",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his seventies",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
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+ "age_tier": "old"
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+ },
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+ "appearance": {
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+ "hair": "short white hair",
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+ "attire": "a simple t-shirt"
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+ },
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+ "scene": {
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+ "setting_key": "plainwall",
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+ "setting": "a plain neutral grey wall directly behind the subject",
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+ "lighting_key": "overcast",
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+ "lighting": "flat even overcast daylight"
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+ },
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+ "camera": {
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+ "key": "static",
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+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
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+ },
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+ "action": {
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+ "key": "read",
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+ "behavior": "reading aloud continuously, lips and jaw moving on every syllable, eyes tracking left to right across the line, blinking between lines",
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+ "audio": "a steady quiet reading voice"
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+ },
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+ "seed": 4609965142600848011,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 145,
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+ "fps": 24,
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+ "duration_s": 6.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his seventies, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with short white hair, wearing a simple t-shirt. He is reading aloud continuously, lips and jaw moving on every syllable, eyes tracking left to right across the line, blinking between lines. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a plain neutral grey wall directly behind the subject. Lighting: flat even overcast daylight. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: a steady quiet reading voice.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 177.1,
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+ "host": "127.0.0.1:8192",
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+ "generated_utc": "2026-08-07T08:13:34Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g020.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g020",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 20,
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+ "demographic": {
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+ "race": "latino",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late seventies",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
15
+ "age_tier": "old"
16
+ },
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+ "appearance": {
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+ "hair": "thin grey hair",
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+ "attire": "a plain blouse"
20
+ },
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+ "scene": {
22
+ "setting_key": "corridor",
23
+ "setting": "a plain indoor corridor, softly blurred behind",
24
+ "lighting_key": "softwindow",
25
+ "lighting": "soft natural light from a window to one side"
26
+ },
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+ "camera": {
28
+ "key": "static",
29
+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
30
+ },
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+ "action": {
32
+ "key": "speak",
33
+ "behavior": "talking continuously to the camera, mouth opening and closing on every word, eyebrows rising and falling with emphasis, head shifting slightly with each phrase",
34
+ "audio": "a calm neutral voice speaking quietly"
35
+ },
36
+ "seed": 5738652775539366523,
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+ "width": 1280,
38
+ "height": 704,
39
+ "length": 145,
40
+ "fps": 24,
41
+ "duration_s": 6.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late seventies, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with thin grey hair, wearing a plain blouse. He is talking continuously to the camera, mouth opening and closing on every word, eyebrows rising and falling with emphasis, head shifting slightly with each phrase. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a plain indoor corridor, softly blurred behind. Lighting: soft natural light from a window to one side. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: a calm neutral voice speaking quietly.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
49
+ "cfg": 3.0,
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+ "sampler": "euler",
51
+ "scheduler": "simple",
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+ "wall_seconds": 180.2,
53
+ "host": "127.0.0.1:8192",
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+ "generated_utc": "2026-08-07T08:55:12Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
63
+ "synthetic_identity": true,
64
+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g021.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g021",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 21,
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+ "demographic": {
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+ "race": "latino",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late sixties",
14
+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
15
+ "age_tier": "old"
16
+ },
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+ "appearance": {
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+ "hair": "short white hair",
19
+ "attire": "a plain blouse"
20
+ },
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+ "scene": {
22
+ "setting_key": "kitchen",
23
+ "setting": "a tidy domestic kitchen, softly blurred behind",
24
+ "lighting_key": "overcast",
25
+ "lighting": "flat even overcast daylight"
26
+ },
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+ "camera": {
28
+ "key": "static",
29
+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
30
+ },
31
+ "action": {
32
+ "key": "pause",
33
+ "behavior": "taking a visible breath so the shoulders rise and fall, glancing down and then back up at the camera, then breaking into a brief smile",
34
+ "audio": "quiet room tone"
35
+ },
36
+ "seed": 3877835949079018343,
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+ "width": 1280,
38
+ "height": 704,
39
+ "length": 121,
40
+ "fps": 24,
41
+ "duration_s": 5.04,
42
+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late sixties, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with short white hair, wearing a plain blouse. He is taking a visible breath so the shoulders rise and fall, glancing down and then back up at the camera, then breaking into a brief smile. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a tidy domestic kitchen, softly blurred behind. Lighting: flat even overcast daylight. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
49
+ "cfg": 3.0,
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+ "sampler": "euler",
51
+ "scheduler": "simple",
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+ "wall_seconds": 141.3,
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+ "host": "127.0.0.1:8189",
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+ "generated_utc": "2026-08-07T09:28:53Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g023.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g023",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 23,
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+ "demographic": {
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+ "race": "latino",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late seventies",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
15
+ "age_tier": "old"
16
+ },
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+ "appearance": {
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+ "hair": "short white hair",
19
+ "attire": "a plain casual shirt"
20
+ },
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+ "scene": {
22
+ "setting_key": "cafe",
23
+ "setting": "a small cafe interior, softly blurred behind the subject",
24
+ "lighting_key": "warmlamp",
25
+ "lighting": "warm indoor lamplight from above"
26
+ },
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+ "camera": {
28
+ "key": "slowsway",
29
+ "framing": "near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred"
30
+ },
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+ "action": {
32
+ "key": "read",
33
+ "behavior": "reading aloud continuously, lips and jaw moving on every syllable, eyes tracking left to right across the line, blinking between lines",
34
+ "audio": "a steady quiet reading voice"
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+ },
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+ "seed": 2574566453348130910,
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+ "width": 1280,
38
+ "height": 704,
39
+ "length": 121,
40
+ "fps": 24,
41
+ "duration_s": 5.04,
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+ "ai_generated": true,
43
+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late seventies, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with short white hair, wearing a plain casual shirt. He is reading aloud continuously, lips and jaw moving on every syllable, eyes tracking left to right across the line, blinking between lines. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a small cafe interior, softly blurred behind the subject. Lighting: warm indoor lamplight from above. near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: a steady quiet reading voice.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
49
+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 144.2,
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+ "host": "127.0.0.1:8189",
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+ "generated_utc": "2026-08-07T10:43:08Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
66
+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g024.json ADDED
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+ {
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+ "prompt_id": "ltx23__latino__m__60+__g024",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late sixties",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
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+ "age_tier": "old"
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+ },
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+ "appearance": {
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+ "hair": "thin grey hair",
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+ "attire": "a plain blouse"
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+ },
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+ "scene": {
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+ "setting_key": "plainwall",
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+ "setting": "a plain neutral grey wall directly behind the subject",
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+ "lighting_key": "lowlight",
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+ "lighting": "dim low-key indoor lighting, deep shadows"
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+ },
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+ "camera": {
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+ "key": "slowsway",
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+ "framing": "near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred"
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+ },
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+ "action": {
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+ "key": "read",
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+ "behavior": "reading aloud continuously, lips and jaw moving on every syllable, eyes tracking left to right across the line, blinking between lines",
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+ "audio": "a steady quiet reading voice"
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+ },
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+ "seed": 6176782957567462515,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 145,
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+ "fps": 24,
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+ "duration_s": 6.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late sixties, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with thin grey hair, wearing a plain blouse. He is reading aloud continuously, lips and jaw moving on every syllable, eyes tracking left to right across the line, blinking between lines. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a plain neutral grey wall directly behind the subject. Lighting: dim low-key indoor lighting, deep shadows. near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: a steady quiet reading voice.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 177.2,
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+ "host": "127.0.0.1:8189",
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+ "generated_utc": "2026-08-07T11:23:56Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
63
+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
66
+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g027.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g027",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 27,
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+ "demographic": {
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+ "race": "latino",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his late sixties",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
15
+ "age_tier": "old"
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+ },
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+ "appearance": {
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+ "hair": "short white hair",
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+ "attire": "a plain zip-up jacket"
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+ },
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+ "scene": {
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+ "setting_key": "plainwall",
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+ "setting": "a plain neutral grey wall directly behind the subject",
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+ "lighting_key": "softwindow",
25
+ "lighting": "soft natural light from a window to one side"
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+ },
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+ "camera": {
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+ "key": "slowsway",
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+ "framing": "near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred"
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+ },
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+ "action": {
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+ "key": "pause",
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+ "behavior": "taking a visible breath so the shoulders rise and fall, glancing down and then back up at the camera, then breaking into a brief smile",
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+ "audio": "quiet room tone"
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+ },
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+ "seed": 3499867003966621144,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 145,
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+ "fps": 24,
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+ "duration_s": 6.04,
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+ "ai_generated": true,
43
+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his late sixties, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with short white hair, wearing a plain zip-up jacket. He is taking a visible breath so the shoulders rise and fall, glancing down and then back up at the camera, then breaking into a brief smile. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a plain neutral grey wall directly behind the subject. Lighting: soft natural light from a window to one side. near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 177.2,
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+ "host": "127.0.0.1:8192",
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+ "generated_utc": "2026-08-07T13:19:31Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/latino_m_60+/ltx23__latino__m__60+__g028.json ADDED
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1
+ {
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+ "prompt_id": "ltx23__latino__m__60+__g028",
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+ "model": "ltx23",
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+ "cell": "latino__m__60+",
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+ "counterfactual_group": 28,
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+ "demographic": {
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+ "race": "latino",
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+ "race_phrase": "Hispanic",
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+ "article": "a",
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+ "gender": "m",
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+ "gender_word": "man",
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+ "age_band": "60+",
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+ "age_phrase": "in his seventies",
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+ "age_detail": "clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin",
15
+ "age_tier": "old"
16
+ },
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+ "appearance": {
18
+ "hair": "thin grey hair",
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+ "attire": "a plain zip-up jacket"
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+ },
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+ "scene": {
22
+ "setting_key": "library",
23
+ "setting": "a quiet library with blurred shelves behind the subject",
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+ "lighting_key": "lowlight",
25
+ "lighting": "dim low-key indoor lighting, deep shadows"
26
+ },
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+ "camera": {
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+ "key": "slowsway",
29
+ "framing": "near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred"
30
+ },
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+ "action": {
32
+ "key": "laugh",
33
+ "behavior": "laughing out loud with the shoulders shaking and the head tipping back, then settling forward into a broad smile",
34
+ "audio": "a soft quiet laugh"
35
+ },
36
+ "seed": 8203969998666776477,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 121,
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+ "fps": 24,
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+ "duration_s": 5.04,
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+ "ai_generated": true,
43
+ "prompt_rendered": {
44
+ "positive": "Photorealistic documentary video portrait of a Hispanic man in his seventies, clearly elderly, deeply wrinkled and creased skin, age spots, sagging jawline, hooded eyelids, thinning skin, with thin grey hair, wearing a plain zip-up jacket. He is laughing out loud with the shoulders shaking and the head tipping back, then settling forward into a broad smile. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a quiet library with blurred shelves behind the subject. Lighting: dim low-key indoor lighting, deep shadows. near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: a soft quiet laugh.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
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+ "cfg": 3.0,
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+ "sampler": "euler",
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+ "scheduler": "simple",
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+ "wall_seconds": 144.1,
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+ "host": "127.0.0.1:8192",
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+ "generated_utc": "2026-08-07T13:53:15Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
synthetic/ltx23/mena_f_45-59/ltx23__mena__f__45-59__g000.json ADDED
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+ {
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+ "prompt_id": "ltx23__mena__f__45-59__g000",
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+ "model": "ltx23",
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+ "cell": "mena__f__45-59",
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+ "counterfactual_group": 0,
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+ "demographic": {
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+ "race_phrase": "Middle Eastern",
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+ "article": "a",
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+ "gender": "f",
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+ "gender_word": "woman",
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+ "age_band": "45-59",
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+ "age_phrase": "in her late forties",
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+ "age_detail": "visible fine lines around the eyes and mouth, middle-aged features",
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+ "age_tier": "mid"
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+ },
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+ "appearance": {
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+ "hair": "dark wavy hair with grey strands",
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+ "attire": "a plain knit sweater"
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+ },
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+ "scene": {
22
+ "setting_key": "office",
23
+ "setting": "a modern open-plan office, softly blurred behind the subject",
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+ "lighting_key": "overcast",
25
+ "lighting": "flat even overcast daylight"
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+ },
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+ "camera": {
28
+ "key": "static",
29
+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
30
+ },
31
+ "action": {
32
+ "key": "smile",
33
+ "behavior": "beginning with a neutral expression, then breaking into a wide smile as the cheeks lift and the eyes crease, followed by two clear nods and a small head tilt",
34
+ "audio": "quiet room tone"
35
+ },
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+ "seed": 1191460415117186840,
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+ "width": 1280,
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+ "height": 704,
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+ "length": 145,
40
+ "fps": 24,
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+ "duration_s": 6.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
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+ "positive": "Photorealistic documentary video portrait of a Middle Eastern woman in her late forties, visible fine lines around the eyes and mouth, middle-aged features, with dark wavy hair with grey strands, wearing a plain knit sweater. She is beginning with a neutral expression, then breaking into a wide smile as the cheeks lift and the eyes crease, followed by two clear nods and a small head tilt. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a modern open-plan office, softly blurred behind the subject. Lighting: flat even overcast daylight. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
49
+ "cfg": 3.0,
50
+ "sampler": "euler",
51
+ "scheduler": "simple",
52
+ "wall_seconds": 174.2,
53
+ "host": "127.0.0.1:8189",
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+ "generated_utc": "2026-08-06T20:42:48Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
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1
+ {
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+ "prompt_id": "ltx23__mena__f__45-59__g001",
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+ "model": "ltx23",
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+ "cell": "mena__f__45-59",
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+ "counterfactual_group": 1,
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+ "demographic": {
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+ "race": "mena",
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+ "race_phrase": "Middle Eastern",
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+ "article": "a",
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+ "gender": "f",
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+ "gender_word": "woman",
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+ "age_band": "45-59",
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+ "age_phrase": "in her early fifties",
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+ "age_detail": "visible fine lines around the eyes and mouth, middle-aged features",
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+ "age_tier": "mid"
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+ },
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+ "appearance": {
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+ "hair": "greying shoulder-length hair",
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+ "attire": "a plain zip-up jacket"
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+ },
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+ "scene": {
22
+ "setting_key": "cafe",
23
+ "setting": "a small cafe interior, softly blurred behind the subject",
24
+ "lighting_key": "backlit",
25
+ "lighting": "strong backlight from a window behind, face in shadow with rim light"
26
+ },
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+ "camera": {
28
+ "key": "slowsway",
29
+ "framing": "near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred"
30
+ },
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+ "action": {
32
+ "key": "listen",
33
+ "behavior": "nodding twice, then tilting the head to one side as the eyebrows lift, blinking slowly, then straightening up with a small smile",
34
+ "audio": "quiet room tone"
35
+ },
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+ "seed": 2333834421354273654,
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+ "width": 1280,
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+ "height": 704,
39
+ "length": 145,
40
+ "fps": 24,
41
+ "duration_s": 6.04,
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+ "ai_generated": true,
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+ "prompt_rendered": {
44
+ "positive": "Photorealistic documentary video portrait of a Middle Eastern woman in her early fifties, visible fine lines around the eyes and mouth, middle-aged features, with greying shoulder-length hair, wearing a plain zip-up jacket. She is nodding twice, then tilting the head to one side as the eyebrows lift, blinking slowly, then straightening up with a small smile. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a small cafe interior, softly blurred behind the subject. Lighting: strong backlight from a window behind, face in shadow with rim light. near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ },
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+ "generation": {
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+ "steps": 20,
49
+ "cfg": 3.0,
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+ "sampler": "euler",
51
+ "scheduler": "simple",
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+ "wall_seconds": 177.2,
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+ "host": "127.0.0.1:8190",
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+ "generated_utc": "2026-08-06T21:24:45Z",
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+ "comfyui_version": "0.30.0",
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+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
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+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
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+ "text_encoder": "gemma_3_12B_it.safetensors",
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+ "precision": "bf16"
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+ },
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+ "provenance": {
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+ "ai_generated": true,
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+ "synthetic_identity": true,
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+ "real_person_depicted": false,
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ },
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+ "qc": {
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+ "status": "pending"
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+ }
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+ }
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1
+ {
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+ "prompt_id": "ltx23__mena__f__45-59__g004",
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+ "model": "ltx23",
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+ "cell": "mena__f__45-59",
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+ "counterfactual_group": 4,
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+ "demographic": {
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+ "race": "mena",
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+ "race_phrase": "Middle Eastern",
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+ "article": "a",
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+ "gender": "f",
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+ "gender_word": "woman",
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+ "age_band": "45-59",
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+ "age_phrase": "in her early fifties",
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+ "age_detail": "visible fine lines around the eyes and mouth, middle-aged features",
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+ "age_tier": "mid"
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+ },
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+ "appearance": {
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+ "hair": "dark wavy hair with grey strands",
19
+ "attire": "a plain casual shirt"
20
+ },
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+ "scene": {
22
+ "setting_key": "kitchen",
23
+ "setting": "a tidy domestic kitchen, softly blurred behind",
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+ "lighting_key": "lowlight",
25
+ "lighting": "dim low-key indoor lighting, deep shadows"
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+ "key": "laugh",
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+ "audio": "a soft quiet laugh"
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+ "precision": "bf16"
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+ "project": "FairDeep-Fake Bench",
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+ "purpose": "deepfake detector fairness evaluation (research only)"
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+ "status": "pending"
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+ "setting": "a small cafe interior, softly blurred behind the subject",
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+ "lighting_key": "warmlamp",
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+ "lighting": "warm indoor lamplight from above"
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+ "attire": "a plain blouse"
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+ "setting": "a plain neutral grey wall directly behind the subject",
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+ "lighting_key": "lowlight",
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+ "lighting": "dim low-key indoor lighting, deep shadows"
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+ "attire": "a plain zip-up jacket"
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+ "scene": {
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+ "setting_key": "studio",
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+ "setting": "a plain seamless studio backdrop",
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+ "lighting_key": "softwindow",
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+ "behavior": "beginning with a neutral expression, then breaking into a wide smile as the cheeks lift and the eyes crease, followed by two clear nods and a small head tilt",
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+ {
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+ "hair": "dark wavy hair with grey strands",
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+ "attire": "a simple t-shirt"
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+ "scene": {
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+ "setting_key": "lobby",
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+ "setting": "a quiet building lobby, softly blurred behind",
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+ "lighting_key": "harsh",
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+ "lighting": "harsh direct overhead lighting casting hard shadows"
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+ "camera": {
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+ "key": "slowsway",
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+ "action": {
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+ "key": "think",
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+ "behavior": "looking up and away as the brow furrows, holding the thought, then turning back to the camera and raising the eyebrows",
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+ "audio": "quiet room tone"
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+ "seed": 8687792789997445898,
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+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
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+ {
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+ "appearance": {
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+ "hair": "greying shoulder-length hair",
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+ "attire": "a plain zip-up jacket"
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+ },
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+ "scene": {
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+ "setting_key": "plainwall",
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+ "setting": "a plain neutral grey wall directly behind the subject",
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+ "lighting_key": "softwindow",
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+ "lighting": "soft natural light from a window to one side"
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+ },
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+ "camera": {
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+ "key": "slowsway",
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+ "framing": "near-static handheld camera with a slight natural sway, head-and-shoulders portrait framing, face centred"
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+ },
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+ "action": {
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+ "key": "pause",
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+ "behavior": "taking a visible breath so the shoulders rise and fall, glancing down and then back up at the camera, then breaking into a brief smile",
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+ "audio": "quiet room tone"
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+ }
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+ }
synthetic/ltx23/mena_f_45-59/ltx23__mena__f__45-59__g035.json ADDED
@@ -0,0 +1,71 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "prompt_id": "ltx23__mena__f__45-59__g035",
3
+ "model": "ltx23",
4
+ "cell": "mena__f__45-59",
5
+ "counterfactual_group": 35,
6
+ "demographic": {
7
+ "race": "mena",
8
+ "race_phrase": "Middle Eastern",
9
+ "article": "a",
10
+ "gender": "f",
11
+ "gender_word": "woman",
12
+ "age_band": "45-59",
13
+ "age_phrase": "in her mid fifties",
14
+ "age_detail": "visible fine lines around the eyes and mouth, middle-aged features",
15
+ "age_tier": "mid"
16
+ },
17
+ "appearance": {
18
+ "hair": "greying shoulder-length hair",
19
+ "attire": "a plain knit sweater"
20
+ },
21
+ "scene": {
22
+ "setting_key": "lobby",
23
+ "setting": "a quiet building lobby, softly blurred behind",
24
+ "lighting_key": "warmlamp",
25
+ "lighting": "warm indoor lamplight from above"
26
+ },
27
+ "camera": {
28
+ "key": "static",
29
+ "framing": "static camera, head-and-shoulders portrait framing, face centred"
30
+ },
31
+ "action": {
32
+ "key": "turn",
33
+ "behavior": "turning the head steadily to one side, pausing briefly, then turning back to face the camera as the hair shifts with the movement",
34
+ "audio": "quiet room tone"
35
+ },
36
+ "seed": 9128081135982619855,
37
+ "width": 1280,
38
+ "height": 704,
39
+ "length": 145,
40
+ "fps": 24,
41
+ "duration_s": 6.04,
42
+ "ai_generated": true,
43
+ "prompt_rendered": {
44
+ "positive": "Photorealistic documentary video portrait of a Middle Eastern woman in her mid fifties, visible fine lines around the eyes and mouth, middle-aged features, with greying shoulder-length hair, wearing a plain knit sweater. She is turning the head steadily to one side, pausing briefly, then turning back to face the camera as the hair shifts with the movement. Continuous natural movement throughout the entire shot, with repeated eye blinks, shifting gaze and small involuntary head motion; the face is never still. Background: a quiet building lobby, softly blurred behind. Lighting: warm indoor lamplight from above. static camera, head-and-shoulders portrait framing, face centred. Single person alone in the frame, nobody else visible, sharp natural focus on the face, realistic skin texture with pores and fine detail, natural colour, shot on a full-frame camera. Audio: quiet room tone.",
45
+ "negative": "multiple people, crowd, background people, extra faces, second person, reflection of a person, poster of a face, deformed face, distorted facial features, asymmetric eyes, extra fingers, malformed hands, text, caption, subtitles, watermark, logo, cartoon, anime, illustration, painting, 3d render, cgi, plastic waxy skin, oversaturated, overexposed, low quality, blurry, static frozen image, still photograph, motionless, rigid face, frozen expression, unmoving head, slideshow, single held pose"
46
+ },
47
+ "generation": {
48
+ "steps": 20,
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+ "cfg": 3.0,
50
+ "sampler": "euler",
51
+ "scheduler": "simple",
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+ "wall_seconds": 177.2,
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+ "host": "127.0.0.1:8190",
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+ "generated_utc": "2026-08-07T18:22:07Z",
55
+ "comfyui_version": "0.30.0",
56
+ "checkpoint": "ltx-2.3-22b-dev.safetensors",
57
+ "checkpoint_hash": "sha256head64m:d09febf771ac0acf2ccdb753dddf45f4462a7b04938f691aa924c37c81257ffd",
58
+ "text_encoder": "gemma_3_12B_it.safetensors",
59
+ "precision": "bf16"
60
+ },
61
+ "provenance": {
62
+ "ai_generated": true,
63
+ "synthetic_identity": true,
64
+ "real_person_depicted": false,
65
+ "project": "FairDeep-Fake Bench",
66
+ "purpose": "deepfake detector fairness evaluation (research only)"
67
+ },
68
+ "qc": {
69
+ "status": "pending"
70
+ }
71
+ }