Datasets:
| task_categories: | |
| - image-to-image | |
| license: cc-by-4.0 | |
| # PST50: Benchmark for Photorealistic Style Transfer | |
| **PST50** is the first benchmark dataset designed for rigorous evaluation of **Photorealistic Style Transfer (PST)**. It includes high-resolution, professionally curated content-style pairs with ground truth stylizations, suitable for both **paired** and **unpaired** evaluation protocols. | |
| This dataset is introduced in the paper: | |
| **SA-LUT: Spatial Adaptive 4D Look-Up Table for Photorealistic Style Transfer** | |
| [Project Page](https://github.com/Ry3nG/SA-LUT) • [Paper](https://huggingface.co/papers/2506.13465) • [Code](https://github.com/Ry3nG/SA-LUT) | |
| --- | |
| ## 📁 Dataset Structure | |
| ```bash | |
| PST50/ | |
| ├── video/ # Content videos in log color space | |
| ├── content_709/ # Content images in Rec.709 color space | |
| ├── content_log/ # Content image in log color space | |
| ├── paired_gt/ # Ground truth stylized outputs for paired evaluation | |
| ├── paired style/ # Style references for paired evaluation | |
| └── unpaired_style/ # Style references for unpaired evaluation | |
| ``` | |
| ## 🧪 Evaluation Protocol | |
| - Paired: Compare stylized outputs against `paired_gt` using metrics like LPIPS, PSNR, SSIM, and H-Corr. | |
| - Unpaired: Use `unpaired_style` with stylized outputs for qualitative or perceptual studies. | |
| - Video: Apply models to video sequences to test temporal consistency and real-time stylization. | |
| --- | |
| 📜 License: cc-by-4.0 | |
| --- |