MSU Defenses Video Quality Metrics Benchmark
Check your IQA/VQA metric robustness to adversarial attacks
Khaled Abud, Georgii Bychkov,
Ekaterina Shumitskaya, Vyacheslav Napadovsky
Anastasia Antsiferova, Sergey Lavrushkin
Key features of the Benchmark
- 20+ evaluated defense methods of different types (purification, adversarial training, certified robustness)
- 14 adversarial Wb and BB attacks including FGSM-based, Universal Adversarial Perturbation-based and Perceptual-aware attacks
- Automatic cloud-based pipeline for evaluation
What’s new
- 30.06.2024 Alpha-version of benchmark Benchmark Release
Dataset
Dataset can be found here.
Results
Non-adaptive leaderboard for adversarial purification defenses. Evaluated metrics are averaged across all images and attacks. Defense parameters’ values with the highest correlations for adversarial images are selected:
Methodology and dataset
Cite us
You can find the full text of our paper through the link and the supplementary material.
@article{guardians2024, title={Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality Metrics}, author={Alexander Gushchin, Khaled Abud, Georgii Bychkov, Ekaterina Shumitskaya, Anna Chistyakova, Sergey Lavrushkin, Bader Rasheed, Kirill Malyshev, Dmitriy Vatolin, Anastasia Antsiferova}, journal={arXiv preprint arXiv:2408.01541}, year={2024} }
Contacts
We would highly appreciate any suggestions and ideas on how to improve our benchmark. Please contact us via email: vqa@videoprocessing.ai.
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MSU Benchmark Collection
- Super-Resolution for Video Compression Benchmark
- Video Colorization Benchmark
- Defenses for Image Quality Metrics Benchmark
- Learning-Based Image Compression Benchmark
- Super-Resolution Quality Metrics Benchmark
- Video Saliency Prediction 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