Look at PDF Abstract:Movie semantic segmentation is really a pivotal facet of online video representation Discovering. Nonetheless, major domain shifts current a problem in efficiently learning invariant spatio-temporal capabilities over the labeled resource domain and unlabeled focus on domain for online video semantic segmentation. To resolve the problem, we propose a novel DA-STC method for domain adaptive video semantic segmentation, which contains a bidirectional multi-stage spatio-temporal fusion module as well as a category-informed spatio-temporal feature alignment module to aid consistent Studying for domain-invariant options. Firstly, we execute bidirectional spatio-temporal fusion in the image sequence level and shallow element stage, bringing about the construction of two fused intermediate video clip domains. This prompts the online video semantic segmentation model to consistently master spatio-temporal features of shared patch sequences which might be affected by domain-unique contexts, therefore mitigating the characteristic gap amongst the supply and focus on domain.
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