Perspective PDF Abstract:Video semantic segmentation is often a pivotal facet of video illustration Finding out. Having said that, major domain shifts existing a obstacle in correctly Understanding invariant spatio-temporal options over the labeled resource domain and unlabeled goal domain for video semantic segmentation. To solve the problem, we suggest a novel DA-STC technique for domain adaptive video semantic segmentation, which includes a bidirectional multi-degree spatio-temporal fusion module along with a classification-knowledgeable spatio-temporal characteristic alignment module to aid dependable Finding out for domain-invariant capabilities. To start with, we perform bidirectional spatio-temporal fusion at the picture sequence amount and shallow function level, bringing about the construction of two fused intermediate video clip domains. This prompts the online video semantic segmentation model to regularly learn spatio-temporal capabilities of shared patch sequences that happen to be influenced by domain-precise contexts, thereby mitigating the characteristic gap involving the resource and concentrate on domain.

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