Check out PDF Summary:Video clip semantic segmentation is really a pivotal element of video representation Finding out. Having said that, major domain shifts present a obstacle in effectively Discovering invariant spatio-temporal functions across the labeled source domain and unlabeled target domain for movie semantic segmentation. To solve the challenge, we propose a novel DA-STC strategy for domain adaptive video clip semantic segmentation, which includes a bidirectional multi-stage spatio-temporal fusion module and a class-informed spatio-temporal aspect alignment module to facilitate consistent learning for domain-invariant attributes. To begin with, we accomplish bidirectional spatio-temporal fusion at the graphic sequence amount and shallow aspect degree, bringing about the construction of two fused intermediate movie domains. This prompts the online video semantic segmentation product to continually learn spatio-temporal characteristics of shared patch sequences that are motivated by domain-certain contexts, therefore mitigating the attribute gap concerning the source and focus on domain.
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