View PDF Summary:Video clip semantic segmentation can be a pivotal aspect of video clip representation Studying. Nonetheless, substantial domain shifts current a problem in properly Finding out invariant spatio-temporal attributes throughout the labeled resource domain and unlabeled focus on domain for video clip semantic segmentation. To resolve the problem, we suggest a novel DA-STC method for domain adaptive video semantic segmentation, which incorporates a bidirectional multi-level spatio-temporal fusion module as well as a category-informed spatio-temporal feature alignment module to facilitate regular learning for domain-invariant capabilities. For starters, we conduct bidirectional spatio-temporal fusion on the impression sequence stage and shallow feature level, bringing about the development of two fused intermediate video clip domains. This prompts the online video semantic segmentation model to continually study spatio-temporal features of shared patch sequences that happen to be motivated by domain-particular contexts, therefore mitigating the aspect hole concerning the resource and focus on domain.

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