Watch PDF Abstract:Video semantic segmentation is really a pivotal facet of online video representation Mastering. On the other hand, significant domain shifts present a obstacle in correctly Understanding invariant spatio-temporal attributes over the labeled resource domain and unlabeled target domain for movie semantic segmentation. To solve the obstacle, we suggest a novel DA-STC system for domain adaptive video semantic segmentation, which contains a bidirectional multi-amount spatio-temporal fusion module and also a category-conscious spatio-temporal characteristic alignment module to facilitate reliable learning for domain-invariant features. Firstly, we complete bidirectional spatio-temporal fusion on the image sequence amount and shallow attribute amount, resulting in the construction of two fused intermediate movie domains. This prompts the movie semantic segmentation product to constantly study spatio-temporal characteristics of shared patch sequences that are influenced by domain-certain contexts, thereby mitigating the function gap concerning the resource and focus on domain.

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