2 papers
cs.CV2026
Decision-Aware Attention Propagation for Vision Transformer Explainability
Sehyeong Jo, Gangjae Jang, Haesol Park
Vision Transformers (ViTs) have become a dominant architecture in computer vision, yet their prediction process remains difficult to interpret because information is propagated thr…
cs.CV2025
GMAR: Gradient-Driven Multi-Head Attention Rollout for Vision Transformer Interpretability
Sehyeong Jo, Gangjae Jang, Haesol Park
The Vision Transformer (ViT) has made significant advancements in computer vision, utilizing self-attention mechanisms to achieve state-of-the-art performance across various tasks,…