Watch PDF Summary:Online video semantic segmentation is a pivotal element of movie representation Finding out. Nevertheless, considerable domain shifts existing a challenge in proficiently Studying invariant spatio-temporal features across the labeled supply domain and unlabeled concentrate on domain for video clip semantic segmentation. To unravel the challenge, we suggest a novel DA-STC method for domain adaptive video semantic segmentation, which includes a bidirectional multi-stage spatio-temporal fusion module along with a category-conscious spatio-temporal feature alignment module to facilitate constant Discovering for domain-invariant characteristics. Firstly, we conduct bidirectional spatio-temporal fusion with the picture sequence level and shallow function stage, resulting in the construction of two fused intermediate online video domains. This prompts the video clip semantic segmentation product to persistently learn spatio-temporal options of shared patch sequences which might be motivated by domain-specific contexts, thus mitigating the attribute hole involving the supply and concentrate on domain.
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