Datasets:
Konpat Preechakul
Fix task_categories: remove invalid scene-understanding, add mask-generation
dcb7db6
| language: | |
| - en | |
| pretty_name: Visual Jenga Datasets | |
| tags: | |
| - scene-understanding | |
| - object-removal | |
| - computer-vision | |
| - scene-graph | |
| - coco | |
| - nyu-depth | |
| task_categories: | |
| - image-segmentation | |
| - object-detection | |
| - mask-generation | |
| size_categories: | |
| - 1K<n<10K | |
| license: other | |
| # Visual Jenga Datasets | |
| This directory contains the original datasets for [Visual Jenga: Discovering Object Dependencies via Counterfactual Inpainting](https://visualjenga.github.io/). Visual Jenga is a novel scene understanding task that involves progressively removing objects from a single image one at a time while keeping the rest of the scene stable. This process reveals object dependencies and provides a new way to evaluate grounded scene understanding by systematically exploring which objects can be removed while preserving scene coherence in both physical and geometric sense. | |
| ## Datasets Overview | |
| ### 1. ClutteredParse | |
| - **Directory**: `clutteredparse/` | |
| - **Samples**: 40 scenes | |
| - **Structure**: Each subdirectory contains: | |
| - `img.*` - Original scene image (various formats: jpg, jpeg, webp) | |
| - `A.png` - Mask showing objects to remove (before) | |
| - `B.png` - Mask showing objects after removal (after) | |
| - **Visualization**: [dataset_clutteredparse.html](dataset_clutteredparse.html) | |
| ### 2. COCO | |
| - **Directory**: `coco/` | |
| - **Samples**: 200 scenes | |
| - **Structure**: Each subdirectory (numbered 000-199) contains: | |
| - `img.*` - Original scene image (jpeg format) | |
| - `A.png` - Mask showing objects to remove (before) | |
| - `B.png` - Mask showing objects after removal (after) | |
| - **Visualization**: [dataset_coco.html](dataset_coco.html) | |
| ### 3. Full Scene Decom | |
| - **Directory**: `full_scene_decom/` | |
| - **Samples**: 56 images | |
| - **Structure**: Flat directory with sequentially numbered images (00-55) in various formats (jpg, png, jpeg, webp, avif) | |
| - **Purpose**: Scene decomposition visualization showing progressive scene breakdown | |
| - **Visualization**: [dataset_full_scene_decom.html](dataset_full_scene_decom.html) | |
| ### 4. NYU | |
| - **Directory**: `nyu/` | |
| - **Samples**: 668 scenes | |
| - **Structure**: Each subdirectory contains: | |
| - `img.*` - Original scene image (jpg format) | |
| - `A.png` - Mask showing objects to remove (before) | |
| - `B.png` - Mask showing objects after removal (after) | |
| - `scene_graph.jpg` or `scene_graph.png` - Scene graph visualization | |
| - **Visualization**: [dataset_nyu.html](dataset_nyu.html) | |
| ## File Structure | |
| ``` | |
| originals/ | |
| ├── clutteredparse/ # ClutteredParse dataset | |
| │ ├── 01/ | |
| │ │ ├── img.jpg | |
| │ │ ├── A.png | |
| │ │ └── B.png | |
| │ ├── 02/ | |
| │ └── ... | |
| ├── coco/ # COCO dataset | |
| │ ├── 000/ | |
| │ │ ├── img.jpeg | |
| │ │ ├── A.png | |
| │ │ └── B.png | |
| │ ├── 001/ | |
| │ └── ... | |
| ├── full_scene_decom/ # Full Scene Decom dataset | |
| │ ├── 00.jpg | |
| │ ├── 01.png | |
| │ └── ... | |
| ├── nyu/ # NYU dataset | |
| │ ├── 10_0/ | |
| │ │ ├── img.jpg | |
| │ │ ├── A.png | |
| │ │ ├── B.png | |
| │ │ └── scene_graph.jpg | |
| │ └── ... | |
| ├── dataset_clutteredparse.html | |
| ├── dataset_coco.html | |
| ├── dataset_full_scene_decom.html | |
| ├── dataset_nyu.html | |
| └── README.md | |
| ``` | |
| ## Visualizations | |
| Interactive HTML visualizations are available for each dataset: | |
| - **[ClutteredParse Visualization](dataset_clutteredparse.html)** - Browse all 40 scenes with before/after masks | |
| - **[COCO Visualization](dataset_coco.html)** - Browse all 200 scenes with before/after masks | |
| - **[Full Scene Decom Visualization](dataset_full_scene_decom.html)** - Browse all 56 scene decomposition images | |
| - **[NYU Visualization](dataset_nyu.html)** - Browse all 668 scenes with before/after masks and scene graphs | |
| ## Dataset Statistics | |
| | Dataset | Scenes | Total Files | Image Formats | | |
| |---------|--------|-------------|---------------| | |
| | ClutteredParse | 40 | 120 | jpg, jpeg, webp, png | | |
| | COCO | 200 | 600 | jpeg, png | | |
| | Full Scene Decom | 56 | 56 | jpg, png, jpeg, webp, avif | | |
| | NYU | 668 | 2,672 | jpg, png | | |
| ## License | |
| This dataset combines images and annotations from multiple sources with different licensing terms. Users must comply with the original licenses of each source: | |
| ### Source Licenses | |
| 1. **COCO Dataset** | |
| - Licensed under [Creative Commons Attribution 4.0 (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/) | |
| - **Reference**: [COCO Dataset](https://cocodataset.org/) | |
| 2. **NYU Depth V2 Dataset** | |
| - **Reference**: [NYU Depth Dataset V2](https://cs.nyu.edu/~silberman/datasets/nyu_depth_v2.html) | |
| - **Citation**: Please cite: "Indoor Segmentation and Support Inference from RGBD Images" (ECCV 2012) by Silberman et al. | |
| 3. **ClutteredParse & Full Scene Decom** | |
| - Images sourced from the internet with no guaranteed license | |
| - These images may be subject to copyright protection | |
| **Disclaimer**: This dataset is provided "as-is" without warranty. Users are solely responsible for ensuring their use complies with all applicable licenses and copyright laws. | |