See PDF Abstract:Online video semantic segmentation is really a pivotal element of movie illustration Understanding. Having said that, significant domain shifts existing a obstacle in successfully Discovering invariant spatio-temporal features across the labeled resource domain and unlabeled concentrate on domain for movie semantic segmentation. To resolve the challenge, we propose a novel DA-STC strategy for domain adaptive video clip semantic segmentation, which includes a bidirectional multi-degree spatio-temporal fusion module as well as a group-conscious spatio-temporal characteristic alignment module to facilitate dependable Discovering for domain-invariant capabilities. Firstly, we complete bidirectional spatio-temporal fusion with the image sequence amount and shallow attribute amount, resulting in the development of two fused intermediate video domains. This prompts the video semantic segmentation product to continuously learn spatio-temporal capabilities of shared patch sequences that are motivated by domain-unique contexts, thereby mitigating the feature gap between the supply and goal domain.
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