Datasets:
Remove files no longer in the knowledge base (16000/26968)
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- records/sd1/paper/46fc729ee438cf32247f/output.webp +0 -3
- records/sd1/paper/46fc729ee438cf32247f/record.json +0 -64
- records/sd1/paper/471582a4d3775fe35093/measurements.json +0 -43
- records/sd1/paper/471582a4d3775fe35093/output.webp +0 -3
- records/sd1/paper/471582a4d3775fe35093/record.json +0 -64
- records/sd1/paper/4727e844c9f0be93c5e3/measurements.json +0 -43
- records/sd1/paper/4727e844c9f0be93c5e3/output.webp +0 -3
- records/sd1/paper/4727e844c9f0be93c5e3/record.json +0 -64
- records/sd1/paper/475660310c0594df2e41/interpretations.jsonl +0 -4
- records/sd1/paper/475660310c0594df2e41/measurements.json +0 -43
- records/sd1/paper/475660310c0594df2e41/output.webp +0 -3
- records/sd1/paper/475660310c0594df2e41/record.json +0 -64
- records/sd1/paper/4756ed3a8484271f52b5/measurements.json +0 -43
- records/sd1/paper/4756ed3a8484271f52b5/output.webp +0 -3
- records/sd1/paper/4756ed3a8484271f52b5/record.json +0 -64
- records/sd1/paper/475f6b2bbb36518cbd9c/measurements.json +0 -41
- records/sd1/paper/475f6b2bbb36518cbd9c/output.webp +0 -3
- records/sd1/paper/475f6b2bbb36518cbd9c/record.json +0 -64
- records/sd1/paper/4768dcece84273cb449b/measurements.json +0 -41
- records/sd1/paper/4768dcece84273cb449b/output.webp +0 -3
- records/sd1/paper/4768dcece84273cb449b/record.json +0 -64
- records/sd1/paper/47723d893810fb89e14e/measurements.json +0 -41
- records/sd1/paper/47723d893810fb89e14e/output.webp +0 -3
- records/sd1/paper/47723d893810fb89e14e/record.json +0 -64
- records/sd1/paper/477ea46f82eed5844f1d/measurements.json +0 -39
- records/sd1/paper/477ea46f82eed5844f1d/output.webp +0 -3
- records/sd1/paper/477ea46f82eed5844f1d/record.json +0 -63
- records/sd1/paper/4792bb20a934c11bbb59/interpretations.jsonl +0 -4
- records/sd1/paper/4792bb20a934c11bbb59/measurements.json +0 -41
- records/sd1/paper/4792bb20a934c11bbb59/output.webp +0 -3
- records/sd1/paper/4792bb20a934c11bbb59/record.json +0 -64
- records/sd1/paper/47ba896c6775fb503fe3/measurements.json +0 -43
- records/sd1/paper/47ba896c6775fb503fe3/output.webp +0 -3
- records/sd1/paper/47ba896c6775fb503fe3/record.json +0 -64
- records/sd1/paper/47bfad437e0c4d9d18c1/measurements.json +0 -41
- records/sd1/paper/47bfad437e0c4d9d18c1/output.webp +0 -3
- records/sd1/paper/47bfad437e0c4d9d18c1/record.json +0 -64
- records/sd1/paper/47d64b9ea6b6f30b6d9b/measurements.json +0 -41
- records/sd1/paper/47d64b9ea6b6f30b6d9b/output.webp +0 -3
- records/sd1/paper/47d64b9ea6b6f30b6d9b/record.json +0 -64
- records/sd1/paper/47d778a3762d4d6fddc0/measurements.json +0 -39
- records/sd1/paper/47d778a3762d4d6fddc0/output.webp +0 -3
- records/sd1/paper/47d778a3762d4d6fddc0/record.json +0 -63
- records/sd1/paper/47e33ba6b4fc0514804f/measurements.json +0 -41
- records/sd1/paper/47e33ba6b4fc0514804f/output.webp +0 -3
- records/sd1/paper/47e33ba6b4fc0514804f/record.json +0 -64
- records/sd1/paper/47e6cb516aaa678a9bc5/measurements.json +0 -43
- records/sd1/paper/47e6cb516aaa678a9bc5/output.webp +0 -3
- records/sd1/paper/47e6cb516aaa678a9bc5/record.json +0 -64
- records/sd1/paper/47e734668e4cfc4f23d9/measurements.json +0 -41
records/sd1/paper/46fc729ee438cf32247f/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/46fc729ee438cf32247f/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "46fc729ee438cf32247f",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:43:52Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "input_blocks.11.0.skip_connection",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.5
|
| 34 |
-
},
|
| 35 |
-
"group": "in.lo",
|
| 36 |
-
"kind": "skip",
|
| 37 |
-
"module_type": "Identity",
|
| 38 |
-
"container": "ResBlock",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "medium"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_noise_1/images/f07d1ef6d4f1557035056f13068ff2a3cc9dc8c4ed325b2bd45935d2fa8d84f6.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "f07d1ef6d4f1557035056f13068ff2a3cc9dc8c4ed325b2bd45935d2fa8d84f6",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Identity",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/471582a4d3775fe35093/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "471582a4d3775fe35093",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.115637,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.122703,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.098293,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.160021,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 63.845,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00407,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": true,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": [
|
| 35 |
-
"blob"
|
| 36 |
-
]
|
| 37 |
-
},
|
| 38 |
-
"mae_vs_baseline": {
|
| 39 |
-
"value": 13.747,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/471582a4d3775fe35093/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/471582a4d3775fe35093/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "471582a4d3775fe35093",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:44:31Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.2.0.out_layers.0",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.5
|
| 34 |
-
},
|
| 35 |
-
"group": "out.lo",
|
| 36 |
-
"kind": "res_branch",
|
| 37 |
-
"module_type": "GroupNorm",
|
| 38 |
-
"container": "ResBlock",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "medium"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_noise_1/images/b8bc7382d0bafac880f64e7a5dff0cd4e1ef5c0788fc1a1806521c39cf76ecd4.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "b8bc7382d0bafac880f64e7a5dff0cd4e1ef5c0788fc1a1806521c39cf76ecd4",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Sequential.GroupNorm",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/4727e844c9f0be93c5e3/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "4727e844c9f0be93c5e3",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.025589,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.047141,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.033577,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.016734,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 64.396,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00365,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": true,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": [
|
| 35 |
-
"blob"
|
| 36 |
-
]
|
| 37 |
-
},
|
| 38 |
-
"mae_vs_baseline": {
|
| 39 |
-
"value": 8.245,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/4727e844c9f0be93c5e3/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/4727e844c9f0be93c5e3/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "4727e844c9f0be93c5e3",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:40:49Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.9.1.proj_out",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 0.5
|
| 34 |
-
},
|
| 35 |
-
"group": "out.hi",
|
| 36 |
-
"kind": "proj",
|
| 37 |
-
"module_type": "Conv2d",
|
| 38 |
-
"container": "SpatialTransformer",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "damp"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_mult_3/images/ae0430e9149420257fa69efdbdfc7bb74b6e290bd974433d9ad878105f7918c8.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "ae0430e9149420257fa69efdbdfc7bb74b6e290bd974433d9ad878105f7918c8",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.Conv2d",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/475660310c0594df2e41/interpretations.jsonl
DELETED
|
@@ -1,4 +0,0 @@
|
|
| 1 |
-
{"target": {"record": "475660310c0594df2e41"}, "kind": "caption", "value": "Young woman with dark hair, more frontal gaze, black top, plain grey-green backdrop", "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T20:04:46Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "2bfc764f52f285fd"}
|
| 2 |
-
{"target": {"record": "475660310c0594df2e41"}, "kind": "change", "value": "Very similar portrait with a slightly altered, more frontal face and a cleaner backdrop with the print border mostly removed.", "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T20:04:46Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "28acae499b2e166e"}
|
| 3 |
-
{"target": {"record": "475660310c0594df2e41"}, "kind": "keywords", "value": ["portrait variation", "frontal gaze", "clean backdrop", "minor change"], "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T20:04:46Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "d00921b5da7396d1"}
|
| 4 |
-
{"target": {"record": "475660310c0594df2e41"}, "kind": "effect_tags", "value": ["subtle", "subject_kept", "framing"], "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T20:04:46Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "5ae2c9e0b1f63bde"}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/475660310c0594df2e41/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "475660310c0594df2e41",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.057072,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.06929,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.036542,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.028467,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 65.108,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00421,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": true,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": [
|
| 35 |
-
"blob"
|
| 36 |
-
]
|
| 37 |
-
},
|
| 38 |
-
"mae_vs_baseline": {
|
| 39 |
-
"value": 10.304,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/475660310c0594df2e41/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/475660310c0594df2e41/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "475660310c0594df2e41",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:46:22Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.6.1.transformer_blocks.0.attn1.to_q",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.5
|
| 34 |
-
},
|
| 35 |
-
"group": "out.mid",
|
| 36 |
-
"kind": "self_attn",
|
| 37 |
-
"module_type": "Linear",
|
| 38 |
-
"container": "CrossAttention",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "medium"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_noise_1/images/c11e9a5aaad946ae5bbd8d8f863808afe0cdfc302a0f5bb9d70d3e7eed3f8ce8.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "c11e9a5aaad946ae5bbd8d8f863808afe0cdfc302a0f5bb9d70d3e7eed3f8ce8",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.CrossAttention.Linear",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/4756ed3a8484271f52b5/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "4756ed3a8484271f52b5",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.218194,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.25998,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.128486,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.07082,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 65.856,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00574,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": true,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": [
|
| 35 |
-
"blob"
|
| 36 |
-
]
|
| 37 |
-
},
|
| 38 |
-
"mae_vs_baseline": {
|
| 39 |
-
"value": 24.541,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/4756ed3a8484271f52b5/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/4756ed3a8484271f52b5/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "4756ed3a8484271f52b5",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:36:59Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "input_blocks.10.0.out_layers.3",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 0
|
| 34 |
-
},
|
| 35 |
-
"group": "in.lo",
|
| 36 |
-
"kind": "res_branch",
|
| 37 |
-
"module_type": "Conv2d",
|
| 38 |
-
"container": "ResBlock",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "zero"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_mult_3/images/2a7082e00bae909b75feb9cd943d149dcdc1dd03263ea355660a29ffcc75a825.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "2a7082e00bae909b75feb9cd943d149dcdc1dd03263ea355660a29ffcc75a825",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Sequential.Conv2d",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/475f6b2bbb36518cbd9c/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "475f6b2bbb36518cbd9c",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.120878,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.113894,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.060101,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.055412,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 62.569,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00676,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": false,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": []
|
| 35 |
-
},
|
| 36 |
-
"mae_vs_baseline": {
|
| 37 |
-
"value": 14.928,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/475f6b2bbb36518cbd9c/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/475f6b2bbb36518cbd9c/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "475f6b2bbb36518cbd9c",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:42:22Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "input_blocks.2.1.transformer_blocks.0.attn1.to_out.0",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.1
|
| 34 |
-
},
|
| 35 |
-
"group": "in.hi",
|
| 36 |
-
"kind": "self_attn",
|
| 37 |
-
"module_type": "Linear",
|
| 38 |
-
"container": "CrossAttention",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "light"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_noise_1/images/32ac0891a8b91fa6fad8b56508079b65c2a1d46b28cc3bf676016cd75c32216d.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "32ac0891a8b91fa6fad8b56508079b65c2a1d46b28cc3bf676016cd75c32216d",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.CrossAttention.Sequential.Linear",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/4768dcece84273cb449b/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "4768dcece84273cb449b",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.0,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.0,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.0,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": -0.0,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 66.432,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00645,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": false,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": []
|
| 35 |
-
},
|
| 36 |
-
"mae_vs_baseline": {
|
| 37 |
-
"value": 0.0,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/4768dcece84273cb449b/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/4768dcece84273cb449b/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "4768dcece84273cb449b",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:48:33Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.10.0.h_upd",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.1
|
| 34 |
-
},
|
| 35 |
-
"group": "out.hi",
|
| 36 |
-
"kind": "res_branch",
|
| 37 |
-
"module_type": "Identity",
|
| 38 |
-
"container": "ResBlock",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "light"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_noise_1/images/dc9c0bd05af42afdfbc91916310defe88f9ba310a297cfd8661285e2d2b79723.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "dc9c0bd05af42afdfbc91916310defe88f9ba310a297cfd8661285e2d2b79723",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Identity",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47723d893810fb89e14e/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "47723d893810fb89e14e",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.148265,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.152815,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.097594,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.126808,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 65.457,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00664,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": false,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": []
|
| 35 |
-
},
|
| 36 |
-
"mae_vs_baseline": {
|
| 37 |
-
"value": 15.324,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47723d893810fb89e14e/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/47723d893810fb89e14e/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "47723d893810fb89e14e",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:45:25Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.4.1.transformer_blocks.0.norm2",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 1
|
| 34 |
-
},
|
| 35 |
-
"group": "out.lo",
|
| 36 |
-
"kind": "norm",
|
| 37 |
-
"module_type": "LayerNorm",
|
| 38 |
-
"container": "SpatialTransformer",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "heavy"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_noise_1/images/2dabdbe3a588866b8663f923a25ee4ff7a7d435da9f3c4da91d412e1a61c00d7.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "2dabdbe3a588866b8663f923a25ee4ff7a7d435da9f3c4da91d412e1a61c00d7",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.LayerNorm",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/477ea46f82eed5844f1d/measurements.json
DELETED
|
@@ -1,39 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "477ea46f82eed5844f1d",
|
| 3 |
-
"values": {
|
| 4 |
-
"std": {
|
| 5 |
-
"value": 53.862,
|
| 6 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 7 |
-
},
|
| 8 |
-
"hf_ratio": {
|
| 9 |
-
"value": 0.00584,
|
| 10 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 11 |
-
},
|
| 12 |
-
"degenerate": {
|
| 13 |
-
"value": true,
|
| 14 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 15 |
-
"reasons": [
|
| 16 |
-
"blob"
|
| 17 |
-
]
|
| 18 |
-
},
|
| 19 |
-
"mae_vs_baseline": {
|
| 20 |
-
"value": 46.004,
|
| 21 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 22 |
-
},
|
| 23 |
-
"lpips_distance": {
|
| 24 |
-
"value": 0.42509,
|
| 25 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 26 |
-
"model": "lpips/alex"
|
| 27 |
-
},
|
| 28 |
-
"dinov2_distance": {
|
| 29 |
-
"value": 0.529638,
|
| 30 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 31 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 32 |
-
},
|
| 33 |
-
"clip_distance": {
|
| 34 |
-
"value": 0.313785,
|
| 35 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 36 |
-
"model": "openai/clip-vit-base-patch32"
|
| 37 |
-
}
|
| 38 |
-
}
|
| 39 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/477ea46f82eed5844f1d/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/477ea46f82eed5844f1d/record.json
DELETED
|
@@ -1,63 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "477ea46f82eed5844f1d",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:51:01Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 123,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7.0,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.3.1.norm",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 0.0
|
| 34 |
-
},
|
| 35 |
-
"group": "out.lo",
|
| 36 |
-
"kind": "norm",
|
| 37 |
-
"start": 0.0,
|
| 38 |
-
"end": 1.0,
|
| 39 |
-
"window": "all",
|
| 40 |
-
"bucket": "zero",
|
| 41 |
-
"module_type": "GroupNorm",
|
| 42 |
-
"container": "SpatialTransformer"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "c9418495aefcf734c9e1"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "grid_seeds_out/grid_10_2_0.png",
|
| 53 |
-
"setup_from": "paper §4.2 (not in the PNG metadata)",
|
| 54 |
-
"citation": {
|
| 55 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 56 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 57 |
-
"arxiv": "2607.22428",
|
| 58 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 59 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 60 |
-
},
|
| 61 |
-
"module_type_from": "experiment_mult_3 layer metadata (same checkpoint)"
|
| 62 |
-
}
|
| 63 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/4792bb20a934c11bbb59/interpretations.jsonl
DELETED
|
@@ -1,4 +0,0 @@
|
|
| 1 |
-
{"target": {"record": "4792bb20a934c11bbb59"}, "kind": "caption", "value": "Young woman with short dark hair in black collar against grey-green framed backdrop", "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:54:17Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "32f30041d0a26f20"}
|
| 2 |
-
{"target": {"record": "4792bb20a934c11bbb59"}, "kind": "change", "value": "Almost no visible change; the result is essentially identical to the original.", "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:54:17Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "96d4e0ab166a596a"}
|
| 3 |
-
{"target": {"record": "4792bb20a934c11bbb59"}, "kind": "keywords", "value": ["portrait", "identical", "no change", "short hair woman"], "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:54:17Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "792d14f324d5ec18"}
|
| 4 |
-
{"target": {"record": "4792bb20a934c11bbb59"}, "kind": "effect_tags", "value": ["subtle", "subject_kept"], "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:54:17Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "bd2d5971cb11bcb6"}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/4792bb20a934c11bbb59/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "4792bb20a934c11bbb59",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.0,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.0,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.0,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": -0.0,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 66.432,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00645,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": false,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": []
|
| 35 |
-
},
|
| 36 |
-
"mae_vs_baseline": {
|
| 37 |
-
"value": 0.0,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/4792bb20a934c11bbb59/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/4792bb20a934c11bbb59/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "4792bb20a934c11bbb59",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:47:57Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.9.0.h_upd",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 2
|
| 34 |
-
},
|
| 35 |
-
"group": "out.hi",
|
| 36 |
-
"kind": "res_branch",
|
| 37 |
-
"module_type": "Identity",
|
| 38 |
-
"container": "ResBlock",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "extreme"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_noise_1/images/18a994380cef41919e86fbd8954cb6ebeaf4d70486fb30aef31df35e49c47a0d.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "18a994380cef41919e86fbd8954cb6ebeaf4d70486fb30aef31df35e49c47a0d",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Identity",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47ba896c6775fb503fe3/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "47ba896c6775fb503fe3",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.071468,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.100055,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.063226,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.053199,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 66.046,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00467,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": true,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": [
|
| 35 |
-
"blob"
|
| 36 |
-
]
|
| 37 |
-
},
|
| 38 |
-
"mae_vs_baseline": {
|
| 39 |
-
"value": 10.655,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47ba896c6775fb503fe3/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/47ba896c6775fb503fe3/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "47ba896c6775fb503fe3",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:41:34Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.11.1.transformer_blocks.0.ff.net.2",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 0.5
|
| 34 |
-
},
|
| 35 |
-
"group": "out.hi",
|
| 36 |
-
"kind": "ff",
|
| 37 |
-
"module_type": "Linear",
|
| 38 |
-
"container": "SpatialTransformer",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "damp"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_mult_3/images/f752a5292bf39eb1968d6a9a24d31d6e9e450111fd1b812d226c91979e7d1771.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "f752a5292bf39eb1968d6a9a24d31d6e9e450111fd1b812d226c91979e7d1771",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.FeedForward.Sequential.Linear",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47bfad437e0c4d9d18c1/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "47bfad437e0c4d9d18c1",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.000131,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.000262,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.000185,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.000299,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 66.3,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00643,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": false,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": []
|
| 35 |
-
},
|
| 36 |
-
"mae_vs_baseline": {
|
| 37 |
-
"value": 1.353,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47bfad437e0c4d9d18c1/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/47bfad437e0c4d9d18c1/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "47bfad437e0c4d9d18c1",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:42:02Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "input_blocks.1.1.transformer_blocks.0.attn1.to_k",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.05
|
| 34 |
-
},
|
| 35 |
-
"group": "in.hi",
|
| 36 |
-
"kind": "self_attn",
|
| 37 |
-
"module_type": "Linear",
|
| 38 |
-
"container": "CrossAttention",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "light"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_noise_1/images/06ab97a18e92dcfb80921e16876861fa4310ad0d44299bf5d0e9735ed22f0101.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "06ab97a18e92dcfb80921e16876861fa4310ad0d44299bf5d0e9735ed22f0101",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.CrossAttention.Linear",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47d64b9ea6b6f30b6d9b/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "47d64b9ea6b6f30b6d9b",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.080981,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.075939,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.035248,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.067104,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 64.921,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00626,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": false,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": []
|
| 35 |
-
},
|
| 36 |
-
"mae_vs_baseline": {
|
| 37 |
-
"value": 10.401,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47d64b9ea6b6f30b6d9b/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/47d64b9ea6b6f30b6d9b/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "47d64b9ea6b6f30b6d9b",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:39:34Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.7.0.emb_layers.0",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 1.5
|
| 34 |
-
},
|
| 35 |
-
"group": "out.mid",
|
| 36 |
-
"kind": "res_branch",
|
| 37 |
-
"module_type": "SiLU",
|
| 38 |
-
"container": "ResBlock",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "boost"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_mult_3/images/cce721429caf428b2f92ff90ab083fa21cb337135eaf2395b79aa4aa8d67bb3a.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "cce721429caf428b2f92ff90ab083fa21cb337135eaf2395b79aa4aa8d67bb3a",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Sequential.SiLU",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47d778a3762d4d6fddc0/measurements.json
DELETED
|
@@ -1,39 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "47d778a3762d4d6fddc0",
|
| 3 |
-
"values": {
|
| 4 |
-
"std": {
|
| 5 |
-
"value": 69.63,
|
| 6 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 7 |
-
},
|
| 8 |
-
"hf_ratio": {
|
| 9 |
-
"value": 0.00553,
|
| 10 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 11 |
-
},
|
| 12 |
-
"degenerate": {
|
| 13 |
-
"value": true,
|
| 14 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 15 |
-
"reasons": [
|
| 16 |
-
"blob"
|
| 17 |
-
]
|
| 18 |
-
},
|
| 19 |
-
"mae_vs_baseline": {
|
| 20 |
-
"value": 37.328,
|
| 21 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 22 |
-
},
|
| 23 |
-
"lpips_distance": {
|
| 24 |
-
"value": 0.319727,
|
| 25 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 26 |
-
"model": "lpips/alex"
|
| 27 |
-
},
|
| 28 |
-
"dinov2_distance": {
|
| 29 |
-
"value": 0.207045,
|
| 30 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 31 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 32 |
-
},
|
| 33 |
-
"clip_distance": {
|
| 34 |
-
"value": 0.251027,
|
| 35 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 36 |
-
"model": "openai/clip-vit-base-patch32"
|
| 37 |
-
}
|
| 38 |
-
}
|
| 39 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47d778a3762d4d6fddc0/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/47d778a3762d4d6fddc0/record.json
DELETED
|
@@ -1,63 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "47d778a3762d4d6fddc0",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:51:29Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 786,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7.0,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "input_blocks.1.0.out_layers.2",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 1.5
|
| 34 |
-
},
|
| 35 |
-
"group": "in.hi",
|
| 36 |
-
"kind": "res_branch",
|
| 37 |
-
"start": 0.0,
|
| 38 |
-
"end": 1.0,
|
| 39 |
-
"window": "all",
|
| 40 |
-
"bucket": "boost",
|
| 41 |
-
"module_type": "Dropout",
|
| 42 |
-
"container": "ResBlock"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "bf0726ee79d520e2e457"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "grid_seeds_out/grid_2_5_2.png",
|
| 53 |
-
"setup_from": "paper §4.2 (not in the PNG metadata)",
|
| 54 |
-
"citation": {
|
| 55 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 56 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 57 |
-
"arxiv": "2607.22428",
|
| 58 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 59 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 60 |
-
},
|
| 61 |
-
"module_type_from": "experiment_mult_3 layer metadata (same checkpoint)"
|
| 62 |
-
}
|
| 63 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47e33ba6b4fc0514804f/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "47e33ba6b4fc0514804f",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.108671,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.102077,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.051453,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.040721,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 65.495,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00634,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": false,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": []
|
| 35 |
-
},
|
| 36 |
-
"mae_vs_baseline": {
|
| 37 |
-
"value": 12.297,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47e33ba6b4fc0514804f/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/47e33ba6b4fc0514804f/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "47e33ba6b4fc0514804f",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:37:22Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "middle_block.1.norm",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 1.5
|
| 34 |
-
},
|
| 35 |
-
"group": "mid",
|
| 36 |
-
"kind": "norm",
|
| 37 |
-
"module_type": "GroupNorm",
|
| 38 |
-
"container": "SpatialTransformer",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "boost"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_mult_3/images/a79bc4481f5d22da446f33621edc92e6ccdafedd4df5a49e2f78a52305b400d3.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "a79bc4481f5d22da446f33621edc92e6ccdafedd4df5a49e2f78a52305b400d3",
|
| 55 |
-
"type_path": "UNetModel.TimestepEmbedSequential.SpatialTransformer.GroupNorm",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47e6cb516aaa678a9bc5/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "47e6cb516aaa678a9bc5",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.196169,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.227604,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.162775,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.173453,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 50.085,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00524,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": true,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": [
|
| 35 |
-
"blob"
|
| 36 |
-
]
|
| 37 |
-
},
|
| 38 |
-
"mae_vs_baseline": {
|
| 39 |
-
"value": 26.34,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47e6cb516aaa678a9bc5/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/47e6cb516aaa678a9bc5/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "47e6cb516aaa678a9bc5",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:38:33Z",
|
| 6 |
-
"license": "CC0-1.0",
|
| 7 |
-
"consent": {
|
| 8 |
-
"prompt": true,
|
| 9 |
-
"input_image": false
|
| 10 |
-
},
|
| 11 |
-
"model": {
|
| 12 |
-
"checkpoint": "realisticVisionV51_v51VAE.safetensors",
|
| 13 |
-
"arch": "sd15",
|
| 14 |
-
"family": "sd1"
|
| 15 |
-
},
|
| 16 |
-
"setup": {
|
| 17 |
-
"route": "txt2img",
|
| 18 |
-
"seed": 42,
|
| 19 |
-
"sampler": "dpmpp_2m",
|
| 20 |
-
"scheduler": "karras",
|
| 21 |
-
"steps": 20,
|
| 22 |
-
"cfg": 7,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "Analog style portrait of a person",
|
| 26 |
-
"prompt_key": "06c4f921bb597b72"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.4.1.transformer_blocks.0.norm3",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 0
|
| 34 |
-
},
|
| 35 |
-
"group": "out.lo",
|
| 36 |
-
"kind": "norm",
|
| 37 |
-
"module_type": "LayerNorm",
|
| 38 |
-
"container": "SpatialTransformer",
|
| 39 |
-
"start": 0.0,
|
| 40 |
-
"end": 1.0,
|
| 41 |
-
"window": "all",
|
| 42 |
-
"bucket": "zero"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "7ec9ab4cf7747daa1f30"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "experiment_mult_3/images/a9e28fa1450ce86a154b2db7c04106c101b83a6e4e40e639b1cdf5eeafac2585.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "a9e28fa1450ce86a154b2db7c04106c101b83a6e4e40e639b1cdf5eeafac2585",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.LayerNorm",
|
| 56 |
-
"citation": {
|
| 57 |
-
"title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
|
| 58 |
-
"authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
|
| 59 |
-
"arxiv": "2607.22428",
|
| 60 |
-
"url": "https://arxiv.org/abs/2607.22428",
|
| 61 |
-
"venue": "Explainable AI for the Arts (Springer), submitted 2026"
|
| 62 |
-
}
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/47e734668e4cfc4f23d9/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "47e734668e4cfc4f23d9",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.14654,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.148197,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.055803,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.049589,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 65.458,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00673,
|
| 29 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 30 |
-
},
|
| 31 |
-
"degenerate": {
|
| 32 |
-
"value": false,
|
| 33 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 34 |
-
"reasons": []
|
| 35 |
-
},
|
| 36 |
-
"mae_vs_baseline": {
|
| 37 |
-
"value": 17.639,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|