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cs.CV2026
Test-Time Adaptation via Dual Distillation for Videos Under Severe Distribution Shifts
André Sacilotti, Samuel Felipe dos Santos, Jurandy Almeida
Deep learning models have achieved state-of-the-art performance in several computer vision tasks. However, they experience severe performance degradation when applied to real-world…
cs.CV2024
Transferable-guided Attention Is All You Need for Video Domain Adaptation
André Sacilotti, Samuel Felipe dos Santos, Nicu Sebe +1
Unsupervised domain adaptation (UDA) in videos is a challenging task that remains not well explored compared to image-based UDA techniques. Although vision transformers (ViT) achie…