See PDF Summary:Movie semantic segmentation is actually a pivotal aspect of online video representation Discovering. Even so, substantial domain shifts existing a problem in successfully Understanding invariant spatio-temporal functions throughout the labeled resource domain and unlabeled goal domain for movie semantic segmentation. To unravel the obstacle, we suggest a novel DA-STC approach for domain adaptive video clip semantic segmentation, which includes a bidirectional multi-level spatio-temporal fusion module plus a group-knowledgeable spatio-temporal aspect alignment module to aid regular Understanding for domain-invariant features. First of all, we conduct bidirectional spatio-temporal fusion on the image sequence stage and shallow aspect level, leading to the construction of two fused intermediate video domains. This prompts the movie semantic segmentation design to continually master spatio-temporal features of shared patch sequences which can be influenced by domain-certain contexts, therefore mitigating the attribute hole involving the source and target domain.
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