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Initial upload: 44 3DGS models with provenance graph labels across 5 scenes

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  1. .gitattributes +1 -0
  2. README.md +99 -0
  3. bonsai/bicycle_blue.ply +3 -0
  4. bonsai/bicycle_blue_trans.ply +3 -0
  5. bonsai/bicycle_blue_trans_rotate.ply +3 -0
  6. bonsai/bonsai.ply +3 -0
  7. bonsai/bonsai_blue.ply +3 -0
  8. bonsai/bonsai_blue_color.ply +3 -0
  9. bonsai/bonsai_blue_opacity.ply +3 -0
  10. bonsai/bonsai_crop.ply +3 -0
  11. bonsai/bonsai_scale.ply +3 -0
  12. bonsai/labels.json +24 -0
  13. counter/counter.ply +3 -0
  14. counter/counter_color.ply +3 -0
  15. counter/counter_color_rotate.ply +3 -0
  16. counter/counter_scale.ply +3 -0
  17. counter/labels.json +22 -0
  18. counter/table_green.ply +3 -0
  19. counter/table_green_crop.ply +3 -0
  20. counter/table_green_opacity.ply +3 -0
  21. counter/table_green_trans.ply +3 -0
  22. drjohnson/drjohnson.ply +3 -0
  23. drjohnson/drjohnson_opacity.ply +3 -0
  24. drjohnson/drjohnson_opacity_rotate_noise.ply +3 -0
  25. drjohnson/drjohnson_rabbit.ply +3 -0
  26. drjohnson/drjohnson_rabbit_color.ply +3 -0
  27. drjohnson/drjohnson_rotate.ply +3 -0
  28. drjohnson/drjohnson_scale.ply +3 -0
  29. drjohnson/drjohnson_trans.ply +3 -0
  30. drjohnson/drjohnson_trans_rotate.ply +3 -0
  31. drjohnson/labels.json +26 -0
  32. drjohnson/rabbit.ply +3 -0
  33. face/face.ply +3 -0
  34. face/face_trans.ply +3 -0
  35. face/hulk.ply +3 -0
  36. face/hulk_color.ply +3 -0
  37. face/hulk_rotate.ply +3 -0
  38. face/labels.json +22 -0
  39. face/old_lady.ply +3 -0
  40. face/skin_tone.ply +3 -0
  41. face/skin_tone_opacity.ply +3 -0
  42. playroom/labels.json +24 -0
  43. playroom/playroom.ply +3 -0
  44. playroom/playroom_opacity.ply +3 -0
  45. playroom/playroom_opacity_scale.ply +3 -0
  46. playroom/playroom_rotate_noise.ply +3 -0
  47. playroom/playroom_teddybear.ply +3 -0
  48. playroom/playroom_teddybear_color.ply +3 -0
  49. playroom/playroom_trans.ply +3 -0
  50. playroom/playroom_trans_rotate.ply +3 -0
.gitattributes CHANGED
@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ *.ply filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ language:
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+ - en
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+ task_categories:
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+ - graph-ml
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+ - image-feature-extraction
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+ tags:
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+ - 3d-gaussian-splatting
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+ - 3dgs
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+ - provenance
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+ - forensics
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+ - graph
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ # 3DGS Provenance Dataset
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+
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+ This dataset accompanies the paper **GaussTrace: Provenance Analysis of 3D Gaussian Splatting Models with Evidence-based LLM Reasoning** (ICML 2026).
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+
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+ ## Description
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+
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+ A dataset of **44 3DGS models** across 5 scenes with ground-truth directed provenance graphs, designed for evaluating 3DGS provenance analysis methods.
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+
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+ Each scene contains an original 3DGS model and multiple derived versions obtained through common editing operations:
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+
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+ - **Semantic edits**: appearance change (e.g., turn into Hulk, old lady, skin tone)
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+ - **Geometric edits**: translation, rotation, scale, crop
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+ - **Attribute edits**: color noise, opacity noise, rotation noise
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+ - **Merge**: combining two 3DGS models
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+ - **Composite edits**: multiple operations applied sequentially
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+
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+ ## Scenes
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+
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+ | Scene | Source | # Models | # Edges |
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+ |-------|--------|----------|---------|
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+ | bonsai | Mip-NeRF360 | 9 | 8 |
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+ | counter | Mip-NeRF360 | 8 | 7 |
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+ | face | Instruct-NeRF2NeRF | 8 | 7 |
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+ | playroom | Deep Blending | 9 | 8 |
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+ | drjohnson | Deep Blending | 10 | 9 |
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+ | **Total** | | **44** | **39** |
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+
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+ ## Structure
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+
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+ ```
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+ 3DGS_Provenance/
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+ ├── bonsai/
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+ │ ├── labels.json # Ground-truth provenance graph
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+ │ ├── bonsai.ply # Original model
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+ │ ├── bonsai_crop.ply # Cropped version
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+ │ └── ...
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+ ├── counter/
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+ │ ├── labels.json
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+ │ └── ...
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+ ├── face/
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+ │ ├── labels.json
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+ │ └── ...
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+ ├── playroom/
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+ │ ├── labels.json
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+ │ └── ...
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+ └── drjohnson/
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+ ├── labels.json
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+ └── ...
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+ ```
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+
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+ ## Label Format
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+
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+ Each `labels.json` contains a directed provenance graph:
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+
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+ ```json
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+ {
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+ "scene": "bonsai",
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+ "nodes": ["bonsai", "bonsai_crop", ...],
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+ "edges": [
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+ {"source": "bonsai", "target": "bonsai_crop"},
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+ ...
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+ ]
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+ }
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+ ```
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+
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+ - **nodes**: list of model IDs (file path is `{id}.ply`)
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+ - **edges**: directed edges where `source` is the parent model and `target` is the derived model. Merge operations (e.g., playroom + teddybear → playroom_teddybear) have two incoming edges.
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @inproceedings{han2026gausstrace,
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+ author = {Haoliang Han and Ziyuan Luo and Renjie Wan},
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+ title = {GaussTrace: Provenance Analysis of 3D Gaussian Splatting
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+ Models with Evidence-based LLM Reasoning},
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+ booktitle = {International Conference on Machine Learning (ICML)},
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+ year = {2026},
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+ }
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+ ```
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+
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+ ## License
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+
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+ For research purposes only.
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+ "playroom",
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+ "playroom_trans",
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+ "playroom_trans_rotate",
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+ "playroom_opacity_scale",
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+ "playroom_rotate_noise",
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+ "teddybear",
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+ "playroom_teddybear",
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+ "playroom_teddybear_color"
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+ ],
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+ "edges": [
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+ {"source": "playroom_trans", "target": "playroom_trans_rotate"},
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+ {"source": "playroom", "target": "playroom_opacity"},
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+ {"source": "playroom_opacity", "target": "playroom_opacity_scale"},
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+ {"source": "playroom", "target": "playroom_rotate_noise"},
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+ {"source": "playroom", "target": "playroom_teddybear"},
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+ {"source": "teddybear", "target": "playroom_teddybear"},
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+ {"source": "playroom_teddybear", "target": "playroom_teddybear_color"}
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+ ]
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playroom/playroom.ply ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 430184068
playroom/playroom_opacity.ply ADDED
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+ size 430184068
playroom/playroom_opacity_scale.ply ADDED
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+ size 430184068
playroom/playroom_rotate_noise.ply ADDED
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+ size 430184068
playroom/playroom_teddybear.ply ADDED
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+ size 483978136
playroom/playroom_teddybear_color.ply ADDED
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+ size 476295948
playroom/playroom_trans.ply ADDED
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+ size 430184068
playroom/playroom_trans_rotate.ply ADDED
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