Universal Perturbation Attack on Differentiable No-Reference Image- and Video-Quality Metrics. - Ekaterina Shumitskaya; Anastasia Antsiferova; Dmitriy S. Vatolin (BMVC, 2022)

Fast Adversarial CNN-based Perturbation Attack on No-Reference Image- and Video-Quality Metrics. - Ekaterina Shumitskaya; Anastasia Antsiferova; Dmitriy S. Vatolin (Tiny Papers @ ICLR, 2023)

Comparing the robustness of modern no-reference image- and video-quality metrics to adversarial attacks. - Anastasia Antsiferova; Khaled Abud; Aleksandr Gushchin; Sergey Lavrushkin; Ekaterina Shumitskaya; Maksim Velikanov; Dmitriy S. Vatolin (CoRR, 2023)

Comparing the Robustness of Modern No-Reference Image- and Video-Quality Metrics to Adversarial Attacks. - Anastasia Antsiferova; Khaled Abud; Aleksandr Gushchin; Ekaterina Shumitskaya; Sergey Lavrushkin; Dmitriy S. Vatolin (AAAI, 2024)

IOI: Invisible One-Iteration Adversarial Attack on No-Reference Image- and Video-Quality Metrics. - Ekaterina Shumitskaya; Anastasia Antsiferova; Dmitriy S. Vatolin (ICML, 2024)

Ti-Patch: Tiled Physical Adversarial Patch for no-reference video quality metrics. - Victoria Leonenkova; Ekaterina Shumitskaya; Anastasia Antsiferova; Dmitriy S. Vatolin (CoRR, 2024)

Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality Metrics. - Alexander Gushchin; Khaled Abud; Georgii Bychkov; Ekaterina Shumitskaya; Anna Chistyakova; Sergey Lavrushkin; Bader Rasheed; Kirill Malyshev; Dmitriy S. Vatolin; Anastasia Antsiferova (CoRR, 2024)

Towards adversarial robustness verification of no-reference image- and video-quality metrics. - Ekaterina Shumitskaya; Anastasia Antsiferova; Dmitriy S. Vatolin (Comput. Vis. Image Underst., 2024)

Cross-Modal Transferable Image-to-Video Attack on Video Quality Metrics. - Georgii Gotin; Ekaterina Shumitskaya; Anastasia Antsiferova; Dmitriy S. Vatolin (VISIGRAPP (3): VISAPP, 2025)

Stochastic BIQA: Median randomized smoothing for certified blind image quality assessment. - Ekaterina Shumitskaya; Mikhail Pautov; Dmitriy S. Vatolin; Anastasia Antsiferova (Comput. Vis. Image Underst., 2025)

FS-IQA: Certified Feature Smoothing for Robust Image Quality Assessment. - Ekaterina Shumitskaya; Dmitriy S. Vatolin; Anastasia Antsiferova (CoRR, 2025)