Adversarial Stress Testing of Outlier Detection in Subjective Image Quality Assessment

arXiv:2509.06554 · eess.IV, cs.LG, cs.MM · Submitted 2025-09-08 · Read on arXiv

eess.IV, cs.LG, cs.MM

Submitted: 2025-09-08

Updated: 2026-09-02

Code: https://github.com/UniStuttgart-VISUS/AdversarialAttacksForOutlierDetection

Terminology

• Robustness — 18× in this paper · explained in 5 episodes
• Adversarial Attacks — 17× in this paper · explained in 1 episode
• Accuracy — 15× in this paper · explained in 1 episode
• Reconstruction Error — 4× in this paper · explained in 2 episodes
• Combinatorial Optimization — 3× in this paper · explained in 2 episodes
• Data Compression Conference — 2× in this paper
• Ablation — 1× in this paper · explained in 1 episode
• Ablation study — 1× in this paper · explained in 1 episode
• International Conference on Image Processing — 1× in this paper
• Regularization — 1× in this paper · explained in 3 episodes

Related papers

• Revisiting Integration of Image and Metadata for DICOM Series Classification: Cross-Attention and Dictionary Learning
• VesselSDF: Distance Field Priors for Vascular Network Reconstruction
• cSVR: Convolutional Slice-to-Volume Reconstruction
• NAIMA: Semantics Aware RGB Guided Depth Super-Resolution
• AneumoBench: A Source-Linked Benchmark for Synthetic-Geometry Transfer in Aneurysm CFD
• RETO: A Rotary-Enhanced Transformer Operator for High-Fidelity Prediction of Automotive Aerodynamics