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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 β€’ Paper β€’ Code


πŸ“ Dataset Structure

PST50/
β”œβ”€β”€ video/            # Content videos in log color space
β”œβ”€β”€ content_709/      # Content images in Rec.709 color space
β”œβ”€β”€ content_log/      # Content image in log color space
β”œβ”€β”€ paired_gt/        # Ground truth stylized outputs for paired evaluation
β”œβ”€β”€ paired style/     # Style references for paired evaluation
└── unpaired_style/   # Style references for unpaired evaluation

πŸ§ͺ 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.

πŸ“œ License: cc-by-4.0

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