Leaderboard of the MSU Metrics Robustness Benchmark
General comparison table
General comparison of metric robustness, stability scores are averaged over all adversarial attacks. Absolute gain, relative gain, energy distance and Wasserstein score are better when lower. Robustness score is better when higher.
UAP attack type
Iterative attack type
Stability score vs proxy metric chart
See Also
PSNR and SSIM: application areas and criticism
Learn about limits and applicability of the most popular metrics
Video Saliency Prediction Benchmark
Explore the best video saliency prediction (VSP) algorithms
LEHA-CVQAD Video Quality Metrics Benchmark
Explore newest Full- and No-Reference Video Quality Metrics and find the most appropriate for you.
Learning-Based Image Compression Benchmark
The First extensive comparison of Learned Image Compression algorithms
Super-Resolution for Video Compression Benchmark
Learn about the best SR methods for compressed videos and choose the best model to use with your codec
Video Colorization Benchmark
Explore the best video colorization algorithms
Site structure
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MSU Benchmark Collection
- Video Saliency Prediction Benchmark
- LEHA-CVQAD Video Quality Metrics Benchmark
- Learning-Based Image Compression Benchmark
- Super-Resolution for Video Compression Benchmark
- Video Colorization Benchmark
- Defenses for Image Quality Metrics Benchmark
- Super-Resolution Quality Metrics Benchmark
- Deinterlacer Benchmark
- Metrics Robustness Benchmark
- Video Upscalers Benchmark
- Video Deblurring Benchmark
- Video Frame Interpolation Benchmark
- HDR Video Reconstruction Benchmark
- No-Reference Video Quality Metrics Benchmark
- Full-Reference Video Quality Metrics Benchmark
- Video Alignment and Retrieval Benchmark
- Mobile Video Codecs Benchmark
- Video Super-Resolution Benchmark
- Shot Boundary Detection Benchmark
- The VideoMatting Project
- Video Completion
- Codecs Comparisons & Optimization
- VQMT
- MSU Datasets Collection
- Metrics Research
- Video Quality Measurement Tool 3D
- Video Filters
- Other Projects