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Dynamically Instance-Guided Adaptation: A Backward-free Approach for Test-Time Domain Adaptive Semantic Segmentation

Wang, WeiThe University of Western Ontario2025

… domains due to domain shifts. Test-Time Domain Adaptation for Semantic Segmentation (TTDA-Seg) aims to adapt models efficiently during inference without target labels, but existing methods struggle with efficiency (requiring backward optimization) or effectiveness (often inadequately addressing …

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