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- README.md +99 -5
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README.md
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<<<<<<< HEAD
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# Data Directory
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This directory contains datasets and annotations for the SynSpill project.
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## Structure
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- `synthetic/` - Generated synthetic spill images and annotations
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- `real/` - Real-world industrial CCTV footage (test set)
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- `annotations/` - Ground truth labels and bounding boxes
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## Synthetic Data
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The synthetic dataset is generated using our AnomalInfusion pipeline:
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- Stable Diffusion XL for base image generation
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- IP adapters for style conditioning
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- Inpainting for precise spill placement
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## Citation
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If you use this data in your research, please cite our ICCV 2025 paper.
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=======
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# SynSpill Data Directory
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This directory contains datasets, annotations, and workflow configurations for the SynSpill project - a comprehensive dataset for industrial spill detection and synthesis.
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## Directory Structure
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```text
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data/
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├── README.md # This file
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├── generation_workflow.json # ComfyUI workflow for synthetic image generation
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├── inpainting_workflow.json # ComfyUI workflow for inpainting operations
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├── release/ # Full dataset release
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│ ├── annotation_masks/ # Binary masks for spill regions (PNG format)
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│ ├── annotations/ # Ground truth annotations and metadata
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│ └── generated_images/ # Complete set of synthetic spill images
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└── samples/ # Sample data for preview and testing
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├── annotation_masks/ # Sample binary masks
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├── generated_images/ # Sample synthetic images
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└── inpainted_images/ # Sample inpainted results
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```
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## Dataset Contents
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### Release Dataset (`release/`)
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- **Generated Images**: High-quality synthetic industrial spill scenarios
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- **Annotation Masks**: Pixel-perfect binary masks identifying spill regions
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- **Annotations**: Structured metadata including bounding boxes, class labels, and scene descriptions
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### Sample Dataset (`samples/`)
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A subset of the full dataset for quick evaluation and testing purposes, containing:
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- Representative examples from each category
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- Various spill types and industrial environments
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- Both generated and inpainted image samples
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### Workflow Configurations
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- **`generation_workflow.json`**: ComfyUI workflow for generating base synthetic images using Stable Diffusion XL
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- **`inpainting_workflow.json`**: ComfyUI workflow for precise spill placement and inpainting operations
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## Synthetic Data Generation
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The synthetic dataset is created using our AnomalInfusion pipeline:
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1. **Base Generation**: Stable Diffusion XL creates industrial environment images
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2. **Style Conditioning**: IP adapters ensure consistent visual style across scenes
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3. **Spill Synthesis**: Controlled inpainting places realistic spills in specified locations
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4. **Mask Generation**: Automated creation of precise segmentation masks
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## Usage
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The data is organized for direct use with computer vision frameworks:
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- Images are in standard formats (PNG/JPG)
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- Masks are binary images (0 = background, 255 = spill)
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- Annotations follow standard object detection formats
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## Citation
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If you use this dataset in your research, please cite our ICCV 2025 paper:
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```bibtex
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@inproceedings{baranwal2025synspill,
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title={SynSpill: Improved Industrial Spill Detection With Synthetic Data},
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author={Baranwal, Aaditya and Bhatia, Guneet and Mueez, Abdul and Voelker, Jason and Vyas, Shruti},
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booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision - Workshops (ICCV-W)},
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year={2025}
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}
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```
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## License
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Please refer to the `LICENSE.md` file in the root directory for licensing information.
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