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cs.CV2025
RobIA: Robust Instance-aware Continual Test-time Adaptation for Deep Stereo
Jueun Ko, Hyewon Park, Hyesong Choi +1
Stereo Depth Estimation in real-world environments poses significant challenges due to dynamic domain shifts, sparse or unreliable supervision, and the high cost of acquiring dense…
cs.CV2025
TADFormer : Task-Adaptive Dynamic Transformer for Efficient Multi-Task Learning
Seungmin Baek, Soyul Lee, Hayeon Jo +2
Transfer learning paradigm has driven substantial advancements in various vision tasks. However, as state-of-the-art models continue to grow, classical full fine-tuning often becom…