Datasets:
Remove files no longer in the knowledge base (26000/26968)
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- records/sd1/paper/d56da4dbf90aeb429810/measurements.json +0 -41
- records/sd1/paper/d56da4dbf90aeb429810/output.webp +0 -3
- records/sd1/paper/d56da4dbf90aeb429810/record.json +0 -64
- records/sd1/paper/d574673cdf1e121a8b17/measurements.json +0 -41
- records/sd1/paper/d574673cdf1e121a8b17/output.webp +0 -3
- records/sd1/paper/d574673cdf1e121a8b17/record.json +0 -64
- records/sd1/paper/d5866abb74882a53db72/measurements.json +0 -43
- records/sd1/paper/d5866abb74882a53db72/output.webp +0 -3
- records/sd1/paper/d5866abb74882a53db72/record.json +0 -64
- records/sd1/paper/d587c2014a3a9ec5b22c/measurements.json +0 -37
- records/sd1/paper/d587c2014a3a9ec5b22c/output.webp +0 -3
- records/sd1/paper/d587c2014a3a9ec5b22c/record.json +0 -63
- records/sd1/paper/d58a2560ee1d443204cf/measurements.json +0 -41
- records/sd1/paper/d58a2560ee1d443204cf/output.webp +0 -3
- records/sd1/paper/d58a2560ee1d443204cf/record.json +0 -64
- records/sd1/paper/d599a35da1070beda004/measurements.json +0 -43
- records/sd1/paper/d599a35da1070beda004/output.webp +0 -3
- records/sd1/paper/d599a35da1070beda004/record.json +0 -64
- records/sd1/paper/d5b28f829e37809f2080/measurements.json +0 -43
- records/sd1/paper/d5b28f829e37809f2080/output.webp +0 -3
- records/sd1/paper/d5b28f829e37809f2080/record.json +0 -64
- records/sd1/paper/d5b581a3edacfe003522/measurements.json +0 -41
- records/sd1/paper/d5b581a3edacfe003522/output.webp +0 -3
- records/sd1/paper/d5b581a3edacfe003522/record.json +0 -64
- records/sd1/paper/d5bab353e665cdbd3b0d/measurements.json +0 -39
- records/sd1/paper/d5bab353e665cdbd3b0d/output.webp +0 -3
- records/sd1/paper/d5bab353e665cdbd3b0d/record.json +0 -63
- records/sd1/paper/d5c34c253c77f2df06ea/interpretations.jsonl +0 -4
- records/sd1/paper/d5c34c253c77f2df06ea/measurements.json +0 -41
- records/sd1/paper/d5c34c253c77f2df06ea/output.webp +0 -3
- records/sd1/paper/d5c34c253c77f2df06ea/record.json +0 -64
- records/sd1/paper/d5ce6a03a301e5feff90/measurements.json +0 -41
- records/sd1/paper/d5ce6a03a301e5feff90/output.webp +0 -3
- records/sd1/paper/d5ce6a03a301e5feff90/record.json +0 -64
- records/sd1/paper/d5d8fdbef650c5a0ba8d/measurements.json +0 -43
- records/sd1/paper/d5d8fdbef650c5a0ba8d/output.webp +0 -3
- records/sd1/paper/d5d8fdbef650c5a0ba8d/record.json +0 -64
- records/sd1/paper/d5ea9c2667d06201e8c9/measurements.json +0 -41
- records/sd1/paper/d5ea9c2667d06201e8c9/output.webp +0 -3
- records/sd1/paper/d5ea9c2667d06201e8c9/record.json +0 -64
- records/sd1/paper/d60f6f7091784e1fdb7c/measurements.json +0 -41
- records/sd1/paper/d60f6f7091784e1fdb7c/output.webp +0 -3
- records/sd1/paper/d60f6f7091784e1fdb7c/record.json +0 -64
- records/sd1/paper/d612606aeb1286b4da15/measurements.json +0 -41
- records/sd1/paper/d612606aeb1286b4da15/output.webp +0 -3
- records/sd1/paper/d612606aeb1286b4da15/record.json +0 -64
- records/sd1/paper/d6162bc170b03fa64ef9/measurements.json +0 -43
- records/sd1/paper/d6162bc170b03fa64ef9/output.webp +0 -3
- records/sd1/paper/d6162bc170b03fa64ef9/record.json +0 -64
- records/sd1/paper/d623d8c3a7c5aadb09fe/measurements.json +0 -43
records/sd1/paper/d56da4dbf90aeb429810/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d56da4dbf90aeb429810",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.00264,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.003497,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.002423,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.00164,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 65.971,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00641,
|
| 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": 2.985,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d56da4dbf90aeb429810/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d56da4dbf90aeb429810/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d56da4dbf90aeb429810",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:42:51Z",
|
| 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.5.0.emb_layers.0",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.05
|
| 34 |
-
},
|
| 35 |
-
"group": "in.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": "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/d499df49e61b781986fa89e358dbdefd550d992eb9fd96f2d1008fa314ff4822.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "d499df49e61b781986fa89e358dbdefd550d992eb9fd96f2d1008fa314ff4822",
|
| 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/d574673cdf1e121a8b17/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d574673cdf1e121a8b17",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.001697,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.001905,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.001538,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.0009,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 66.325,
|
| 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": 2.847,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d574673cdf1e121a8b17/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d574673cdf1e121a8b17/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d574673cdf1e121a8b17",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:44:48Z",
|
| 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.3.1.transformer_blocks.0.attn2.to_k",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.1
|
| 34 |
-
},
|
| 35 |
-
"group": "out.lo",
|
| 36 |
-
"kind": "cross_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/f9e53fd718fdfb48e2499e414224883496be434d22064eed0f6c8c13bf2f9458.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "f9e53fd718fdfb48e2499e414224883496be434d22064eed0f6c8c13bf2f9458",
|
| 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/d5866abb74882a53db72/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d5866abb74882a53db72",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.100352,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.100941,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.04059,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.086726,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 64.188,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00381,
|
| 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": 13.722,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d5866abb74882a53db72/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d5866abb74882a53db72/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d5866abb74882a53db72",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:40:29Z",
|
| 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": 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.out_layers.0",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 2
|
| 34 |
-
},
|
| 35 |
-
"group": "out.hi",
|
| 36 |
-
"kind": "res_branch",
|
| 37 |
-
"module_type": "GroupNorm",
|
| 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/243807498b15c1bd6da6aadd47b5d989997a34bcc15b0cafb9f126d8bd6f2847.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "243807498b15c1bd6da6aadd47b5d989997a34bcc15b0cafb9f126d8bd6f2847",
|
| 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/d587c2014a3a9ec5b22c/measurements.json
DELETED
|
@@ -1,37 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d587c2014a3a9ec5b22c",
|
| 3 |
-
"values": {
|
| 4 |
-
"std": {
|
| 5 |
-
"value": 64.857,
|
| 6 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 7 |
-
},
|
| 8 |
-
"hf_ratio": {
|
| 9 |
-
"value": 0.01058,
|
| 10 |
-
"method": "share of luminance FFT power above radius 0.25 at 256 px"
|
| 11 |
-
},
|
| 12 |
-
"degenerate": {
|
| 13 |
-
"value": false,
|
| 14 |
-
"method": "pixel guard: noise, blob or flat output",
|
| 15 |
-
"reasons": []
|
| 16 |
-
},
|
| 17 |
-
"mae_vs_baseline": {
|
| 18 |
-
"value": 45.407,
|
| 19 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 20 |
-
},
|
| 21 |
-
"lpips_distance": {
|
| 22 |
-
"value": 0.513461,
|
| 23 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 24 |
-
"model": "lpips/alex"
|
| 25 |
-
},
|
| 26 |
-
"dinov2_distance": {
|
| 27 |
-
"value": 0.339903,
|
| 28 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 29 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 30 |
-
},
|
| 31 |
-
"clip_distance": {
|
| 32 |
-
"value": 0.309243,
|
| 33 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 34 |
-
"model": "openai/clip-vit-base-patch32"
|
| 35 |
-
}
|
| 36 |
-
}
|
| 37 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d587c2014a3a9ec5b22c/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d587c2014a3a9ec5b22c/record.json
DELETED
|
@@ -1,63 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d587c2014a3a9ec5b22c",
|
| 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": 2
|
| 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_3.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/d58a2560ee1d443204cf/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d58a2560ee1d443204cf",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.080429,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.090204,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.027763,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.039632,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 65.767,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00631,
|
| 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": 9.879,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d58a2560ee1d443204cf/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d58a2560ee1d443204cf/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d58a2560ee1d443204cf",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:38:20Z",
|
| 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.attn1.to_q",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 2
|
| 34 |
-
},
|
| 35 |
-
"group": "out.lo",
|
| 36 |
-
"kind": "self_attn",
|
| 37 |
-
"module_type": "Linear",
|
| 38 |
-
"container": "CrossAttention",
|
| 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/d17697306dcfdc2705fede8d0349d5da038b48fa541648c687a4b029aebd9f09.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "d17697306dcfdc2705fede8d0349d5da038b48fa541648c687a4b029aebd9f09",
|
| 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/d599a35da1070beda004/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d599a35da1070beda004",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.355294,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.44344,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.155113,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.093362,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 64.192,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00426,
|
| 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": 43.139,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d599a35da1070beda004/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d599a35da1070beda004/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d599a35da1070beda004",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:43:24Z",
|
| 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.8.0.in_layers.0",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 2
|
| 34 |
-
},
|
| 35 |
-
"group": "in.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": "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/274ad5a738e788f19a061f287f411db95a96bc868e69845386578524df6ad90a.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "274ad5a738e788f19a061f287f411db95a96bc868e69845386578524df6ad90a",
|
| 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/d5b28f829e37809f2080/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d5b28f829e37809f2080",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.124562,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.149091,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.11831,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.102602,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 64.319,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00546,
|
| 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": 20.054,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d5b28f829e37809f2080/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d5b28f829e37809f2080/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d5b28f829e37809f2080",
|
| 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": 2
|
| 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": "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/fa003aec286b4de024b296c99438d25d3ea23125716ab13e166476728e45ab3b.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "fa003aec286b4de024b296c99438d25d3ea23125716ab13e166476728e45ab3b",
|
| 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/d5b581a3edacfe003522/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d5b581a3edacfe003522",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.252223,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.243787,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.269745,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.111118,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 62.988,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.0079,
|
| 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": 38.825,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d5b581a3edacfe003522/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d5b581a3edacfe003522/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d5b581a3edacfe003522",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:42:34Z",
|
| 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": "input_blocks.4.0.emb_layers.0",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 2
|
| 34 |
-
},
|
| 35 |
-
"group": "in.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": "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/f183a4a1bc8d702b10677311fc27fbcb7d60b4d19880606449e3708eae7e29fb.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "f183a4a1bc8d702b10677311fc27fbcb7d60b4d19880606449e3708eae7e29fb",
|
| 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/d5bab353e665cdbd3b0d/measurements.json
DELETED
|
@@ -1,39 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d5bab353e665cdbd3b0d",
|
| 3 |
-
"values": {
|
| 4 |
-
"std": {
|
| 5 |
-
"value": 63.612,
|
| 6 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 7 |
-
},
|
| 8 |
-
"hf_ratio": {
|
| 9 |
-
"value": 0.00069,
|
| 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": 15.174,
|
| 21 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 22 |
-
},
|
| 23 |
-
"lpips_distance": {
|
| 24 |
-
"value": 0.131638,
|
| 25 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 26 |
-
"model": "lpips/alex"
|
| 27 |
-
},
|
| 28 |
-
"dinov2_distance": {
|
| 29 |
-
"value": 0.110358,
|
| 30 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 31 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 32 |
-
},
|
| 33 |
-
"clip_distance": {
|
| 34 |
-
"value": 0.014876,
|
| 35 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 36 |
-
"model": "openai/clip-vit-base-patch32"
|
| 37 |
-
}
|
| 38 |
-
}
|
| 39 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d5bab353e665cdbd3b0d/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d5bab353e665cdbd3b0d/record.json
DELETED
|
@@ -1,63 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d5bab353e665cdbd3b0d",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:52:48Z",
|
| 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": 7.0,
|
| 23 |
-
"width": 512,
|
| 24 |
-
"height": 512,
|
| 25 |
-
"prompt": "A red apple on a white background",
|
| 26 |
-
"prompt_key": "c1147b988a48760e"
|
| 27 |
-
},
|
| 28 |
-
"bends": [
|
| 29 |
-
{
|
| 30 |
-
"path": "output_blocks.3.1.norm",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 1.5
|
| 34 |
-
},
|
| 35 |
-
"group": "out.lo",
|
| 36 |
-
"kind": "norm",
|
| 37 |
-
"start": 0.0,
|
| 38 |
-
"end": 1.0,
|
| 39 |
-
"window": "all",
|
| 40 |
-
"bucket": "boost",
|
| 41 |
-
"module_type": "GroupNorm",
|
| 42 |
-
"container": "SpatialTransformer"
|
| 43 |
-
}
|
| 44 |
-
],
|
| 45 |
-
"outputs": {
|
| 46 |
-
"image": "output.webp",
|
| 47 |
-
"baseline_id": "e9692560512fc152db9d"
|
| 48 |
-
},
|
| 49 |
-
"provenance": {
|
| 50 |
-
"producer": "agentic_comfy",
|
| 51 |
-
"importer": "kb_import_experiments",
|
| 52 |
-
"original_path": "grid_prompts_out/grid_10_1_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/d5c34c253c77f2df06ea/interpretations.jsonl
DELETED
|
@@ -1,4 +0,0 @@
|
|
| 1 |
-
{"target": {"record": "d5c34c253c77f2df06ea"}, "kind": "caption", "value": "Sharper, more contemporary portrait of a dark-haired woman with longer hair, head turned slightly", "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:56:55Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "459338d512f18d35"}
|
| 2 |
-
{"target": {"record": "d5c34c253c77f2df06ea"}, "kind": "change", "value": "Same pose and setup, but she now reads as a different, older-looking woman with longer, looser hair, crisper detail and a cleaner modern-photo look.", "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:56:55Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "5df66a3ddde026e5"}
|
| 3 |
-
{"target": {"record": "d5c34c253c77f2df06ea"}, "kind": "keywords", "value": ["identity change", "modern portrait", "sharper detail", "longer hair", "new face"], "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:56:55Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "aa3f2ba7fbf6d2f6"}
|
| 4 |
-
{"target": {"record": "d5c34c253c77f2df06ea"}, "kind": "effect_tags", "value": ["subject_kept", "fine_detail", "high_contrast", "style_change"], "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:56:55Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "b2ab7590a4e11bd6"}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d5c34c253c77f2df06ea/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d5c34c253c77f2df06ea",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.212379,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.193362,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.097709,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.102754,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 68.534,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00693,
|
| 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": 19.984,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d5c34c253c77f2df06ea/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d5c34c253c77f2df06ea/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d5c34c253c77f2df06ea",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:44:45Z",
|
| 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.3.1.transformer_blocks.0.ff.net.0.proj",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.5
|
| 34 |
-
},
|
| 35 |
-
"group": "out.lo",
|
| 36 |
-
"kind": "ff",
|
| 37 |
-
"module_type": "Linear",
|
| 38 |
-
"container": "SpatialTransformer",
|
| 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/af1c2ded54f5dd7faee5b0771e556c65466b79fc857d52e5bb88a34b7109d5be.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "af1c2ded54f5dd7faee5b0771e556c65466b79fc857d52e5bb88a34b7109d5be",
|
| 55 |
-
"type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.FeedForward.Sequential.GEGLU.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/d5ce6a03a301e5feff90/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d5ce6a03a301e5feff90",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.796342,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.812426,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.91056,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.465731,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 6.104,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.02868,
|
| 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": 74.638,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d5ce6a03a301e5feff90/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d5ce6a03a301e5feff90/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d5ce6a03a301e5feff90",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:33:49Z",
|
| 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": "input_blocks.1.0.in_layers.1",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 0
|
| 34 |
-
},
|
| 35 |
-
"group": "in.hi",
|
| 36 |
-
"kind": "res_branch",
|
| 37 |
-
"module_type": "SiLU",
|
| 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/de244eff38319e618178e59d464c3d1fe537f9d6f3852bdad77a22d7028bd546.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "de244eff38319e618178e59d464c3d1fe537f9d6f3852bdad77a22d7028bd546",
|
| 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/d5d8fdbef650c5a0ba8d/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d5d8fdbef650c5a0ba8d",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.106649,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.116055,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.061662,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.107051,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 64.717,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00495,
|
| 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": 13.325,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d5d8fdbef650c5a0ba8d/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d5d8fdbef650c5a0ba8d/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d5d8fdbef650c5a0ba8d",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:42:45Z",
|
| 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.4.1.transformer_blocks.0.attn2.to_v",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.5
|
| 34 |
-
},
|
| 35 |
-
"group": "in.mid",
|
| 36 |
-
"kind": "cross_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/af55c9f3254874c60e14f1226f021ea64ebc3afb9cf486e0e6f577c1b73f5bb4.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "af55c9f3254874c60e14f1226f021ea64ebc3afb9cf486e0e6f577c1b73f5bb4",
|
| 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/d5ea9c2667d06201e8c9/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d5ea9c2667d06201e8c9",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.00202,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.001457,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.000808,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.001031,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 66.567,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00639,
|
| 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": 2.459,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d5ea9c2667d06201e8c9/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d5ea9c2667d06201e8c9/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d5ea9c2667d06201e8c9",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:49:34Z",
|
| 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.attn2.to_k",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.1
|
| 34 |
-
},
|
| 35 |
-
"group": "out.hi",
|
| 36 |
-
"kind": "cross_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/89718b33d36c59297af682b661028bdfeaeca68a183dd99891a2400eb10615ee.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "89718b33d36c59297af682b661028bdfeaeca68a183dd99891a2400eb10615ee",
|
| 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/d60f6f7091784e1fdb7c/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d60f6f7091784e1fdb7c",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.122136,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.129278,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.049083,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.080832,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 66.214,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00822,
|
| 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": 21.014,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d60f6f7091784e1fdb7c/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d60f6f7091784e1fdb7c/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d60f6f7091784e1fdb7c",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:35:50Z",
|
| 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.5.1.transformer_blocks.0.norm3",
|
| 31 |
-
"op": "multiply",
|
| 32 |
-
"args": {
|
| 33 |
-
"scalar": 1.5
|
| 34 |
-
},
|
| 35 |
-
"group": "in.mid",
|
| 36 |
-
"kind": "norm",
|
| 37 |
-
"module_type": "LayerNorm",
|
| 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/244a35882bb974e6bad2a645734ffcf835e0ed27c22250abd13b608d05316dac.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "244a35882bb974e6bad2a645734ffcf835e0ed27c22250abd13b608d05316dac",
|
| 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/d612606aeb1286b4da15/measurements.json
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d612606aeb1286b4da15",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.017462,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.016677,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.007963,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.019415,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 66.314,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00622,
|
| 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": 4.726,
|
| 38 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 39 |
-
}
|
| 40 |
-
}
|
| 41 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d612606aeb1286b4da15/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d612606aeb1286b4da15/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d612606aeb1286b4da15",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:43:50Z",
|
| 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.out_layers.1",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 0.05
|
| 34 |
-
},
|
| 35 |
-
"group": "in.lo",
|
| 36 |
-
"kind": "res_branch",
|
| 37 |
-
"module_type": "SiLU",
|
| 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/03202b0b4f729a577623a3083ff6c8c86440ebb83aec33b6fc1b1aa2ec202ec9.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "03202b0b4f729a577623a3083ff6c8c86440ebb83aec33b6fc1b1aa2ec202ec9",
|
| 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/d6162bc170b03fa64ef9/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d6162bc170b03fa64ef9",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.125756,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.148494,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.090063,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.067823,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 64.875,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00557,
|
| 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": 14.502,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
records/sd1/paper/d6162bc170b03fa64ef9/output.webp
DELETED
Git LFS Details
|
records/sd1/paper/d6162bc170b03fa64ef9/record.json
DELETED
|
@@ -1,64 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"id": "d6162bc170b03fa64ef9",
|
| 3 |
-
"schema_version": "1.0",
|
| 4 |
-
"source": "paper",
|
| 5 |
-
"created": "2026-10-01T18:45:20Z",
|
| 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.attn2.to_q",
|
| 31 |
-
"op": "add_noise",
|
| 32 |
-
"args": {
|
| 33 |
-
"noise_std": 2
|
| 34 |
-
},
|
| 35 |
-
"group": "out.lo",
|
| 36 |
-
"kind": "cross_attn",
|
| 37 |
-
"module_type": "Linear",
|
| 38 |
-
"container": "CrossAttention",
|
| 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/80669c50852b8937118912d3e9df80e5146aede9ebd6a9ddc73f2c1aac710808.png",
|
| 53 |
-
"batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
|
| 54 |
-
"lookup_key": "80669c50852b8937118912d3e9df80e5146aede9ebd6a9ddc73f2c1aac710808",
|
| 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/d623d8c3a7c5aadb09fe/measurements.json
DELETED
|
@@ -1,43 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"record": "d623d8c3a7c5aadb09fe",
|
| 3 |
-
"values": {
|
| 4 |
-
"cosine_distance": {
|
| 5 |
-
"value": 0.079,
|
| 6 |
-
"method": "1 - cosine similarity of the final latent vs the baseline's"
|
| 7 |
-
},
|
| 8 |
-
"lpips_distance": {
|
| 9 |
-
"value": 0.078123,
|
| 10 |
-
"method": "LPIPS vs the baseline at 256 px",
|
| 11 |
-
"model": "lpips/alex"
|
| 12 |
-
},
|
| 13 |
-
"dinov2_distance": {
|
| 14 |
-
"value": 0.123309,
|
| 15 |
-
"method": "1 - cosine of CLS embeddings vs the baseline's",
|
| 16 |
-
"model": "facebookresearch/dinov2:dinov2_vitb14"
|
| 17 |
-
},
|
| 18 |
-
"clip_distance": {
|
| 19 |
-
"value": 0.069183,
|
| 20 |
-
"method": "1 - cosine of image embeddings vs the baseline's",
|
| 21 |
-
"model": "openai/clip-vit-base-patch32"
|
| 22 |
-
},
|
| 23 |
-
"std": {
|
| 24 |
-
"value": 64.494,
|
| 25 |
-
"method": "luminance standard deviation at 256 px, 0-255"
|
| 26 |
-
},
|
| 27 |
-
"hf_ratio": {
|
| 28 |
-
"value": 0.00388,
|
| 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": 11.895,
|
| 40 |
-
"method": "mean absolute RGB difference vs the baseline, 0-255"
|
| 41 |
-
}
|
| 42 |
-
}
|
| 43 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|