Perspective PDF Abstract:Online video semantic segmentation is often a pivotal facet of video clip illustration Understanding. Nonetheless, sizeable domain shifts existing a problem in successfully Mastering invariant spatio-temporal characteristics throughout the labeled source domain and unlabeled target domain for video semantic segmentation. To resolve the obstacle, we propose a novel DA-STC approach for domain adaptive online video semantic segmentation, which contains a bidirectional multi-stage spatio-temporal fusion module in addition to a group-knowledgeable spatio-temporal aspect alignment module to facilitate reliable Studying for domain-invariant functions. First of all, we conduct bidirectional spatio-temporal fusion at the image sequence level and shallow attribute amount, resulting in the construction of two fused intermediate video clip domains. This prompts the online video semantic segmentation model to persistently discover spatio-temporal options of shared patch sequences that happen to be influenced by domain-specific contexts, thereby mitigating the feature gap concerning the source and focus on domain.
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