HaoliangHan commited on
Commit ·
ef6b6be
1
Parent(s): a11d951
Initial upload: 44 3DGS models with provenance graph labels across 5 scenes
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +1 -0
- README.md +99 -0
- bonsai/bicycle_blue.ply +3 -0
- bonsai/bicycle_blue_trans.ply +3 -0
- bonsai/bicycle_blue_trans_rotate.ply +3 -0
- bonsai/bonsai.ply +3 -0
- bonsai/bonsai_blue.ply +3 -0
- bonsai/bonsai_blue_color.ply +3 -0
- bonsai/bonsai_blue_opacity.ply +3 -0
- bonsai/bonsai_crop.ply +3 -0
- bonsai/bonsai_scale.ply +3 -0
- bonsai/labels.json +24 -0
- counter/counter.ply +3 -0
- counter/counter_color.ply +3 -0
- counter/counter_color_rotate.ply +3 -0
- counter/counter_scale.ply +3 -0
- counter/labels.json +22 -0
- counter/table_green.ply +3 -0
- counter/table_green_crop.ply +3 -0
- counter/table_green_opacity.ply +3 -0
- counter/table_green_trans.ply +3 -0
- drjohnson/drjohnson.ply +3 -0
- drjohnson/drjohnson_opacity.ply +3 -0
- drjohnson/drjohnson_opacity_rotate_noise.ply +3 -0
- drjohnson/drjohnson_rabbit.ply +3 -0
- drjohnson/drjohnson_rabbit_color.ply +3 -0
- drjohnson/drjohnson_rotate.ply +3 -0
- drjohnson/drjohnson_scale.ply +3 -0
- drjohnson/drjohnson_trans.ply +3 -0
- drjohnson/drjohnson_trans_rotate.ply +3 -0
- drjohnson/labels.json +26 -0
- drjohnson/rabbit.ply +3 -0
- face/face.ply +3 -0
- face/face_trans.ply +3 -0
- face/hulk.ply +3 -0
- face/hulk_color.ply +3 -0
- face/hulk_rotate.ply +3 -0
- face/labels.json +22 -0
- face/old_lady.ply +3 -0
- face/skin_tone.ply +3 -0
- face/skin_tone_opacity.ply +3 -0
- playroom/labels.json +24 -0
- playroom/playroom.ply +3 -0
- playroom/playroom_opacity.ply +3 -0
- playroom/playroom_opacity_scale.ply +3 -0
- playroom/playroom_rotate_noise.ply +3 -0
- playroom/playroom_teddybear.ply +3 -0
- playroom/playroom_teddybear_color.ply +3 -0
- playroom/playroom_trans.ply +3 -0
- playroom/playroom_trans_rotate.ply +3 -0
.gitattributes
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@@ -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
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README.md
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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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# 3DGS Provenance Dataset
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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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## Description
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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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Each scene contains an original 3DGS model and multiple derived versions obtained through common editing operations:
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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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## Scenes
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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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## Structure
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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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## Label Format
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Each `labels.json` contains a directed provenance graph:
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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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- **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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## Citation
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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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## License
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For research purposes only.
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bonsai/bicycle_blue.ply
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bonsai/bicycle_blue_trans.ply
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bonsai/bicycle_blue_trans_rotate.ply
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bonsai/bonsai.ply
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bonsai/bonsai_blue.ply
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bonsai/bonsai_blue_color.ply
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bonsai/bonsai_crop.ply
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bonsai/labels.json
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{
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"scene": "bonsai",
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"nodes": [
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"bonsai",
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"bonsai_crop",
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"bonsai_scale",
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"bonsai_blue",
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"bonsai_blue_color",
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"bonsai_blue_opacity",
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"bicycle_blue",
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"bicycle_blue_trans",
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"bicycle_blue_trans_rotate"
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],
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"edges": [
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{"source": "bonsai", "target": "bonsai_crop"},
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{"source": "bonsai", "target": "bonsai_scale"},
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{"source": "bonsai", "target": "bicycle_blue"},
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{"source": "bonsai_blue", "target": "bonsai_blue_color"},
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{"source": "bonsai_blue", "target": "bonsai_blue_opacity"},
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{"source": "bicycle_blue", "target": "bicycle_blue_trans"},
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{"source": "bicycle_blue_trans", "target": "bicycle_blue_trans_rotate"}
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"nodes": [
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"table_green_crop",
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"table_green_trans"
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],
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"edges": [
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{"source": "counter", "target": "counter_color"},
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{"source": "counter_color", "target": "counter_color_rotate"},
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{"source": "counter", "target": "counter_scale"},
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{"source": "counter", "target": "table_green"},
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{"source": "table_green", "target": "table_green_crop"},
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{"source": "table_green", "target": "table_green_opacity"},
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drjohnson/labels.json
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face/labels.json
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playroom/labels.json
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