See PDF Abstract:Video semantic segmentation is really a pivotal aspect of video representation Understanding. However, sizeable domain shifts existing a obstacle in correctly learning invariant spatio-temporal features through the labeled supply domain and unlabeled goal domain for online video semantic segmentation. To solve the obstacle, we suggest a novel DA-STC strategy for domain adaptive video semantic segmentation, which incorporates a bidirectional multi-degree spatio-temporal fusion module and a category-knowledgeable spatio-temporal feature alignment module to facilitate reliable Mastering for domain-invariant capabilities. To start with, we complete bidirectional spatio-temporal fusion on the graphic sequence stage and shallow characteristic amount, resulting in the development of two fused intermediate video clip domains. This prompts the online video semantic segmentation product to continually find out spatio-temporal capabilities of shared patch sequences that are influenced by domain-certain contexts, thus mitigating the feature gap in between the resource and focus on domain.

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