See PDF Abstract:Video clip semantic segmentation is actually a pivotal facet of video illustration Mastering. Nonetheless, substantial domain shifts present a obstacle in correctly learning invariant spatio-temporal attributes across the labeled supply domain and unlabeled concentrate on domain for video semantic segmentation. To resolve the problem, we suggest a novel DA-STC system for domain adaptive video semantic segmentation, which incorporates a bidirectional multi-amount spatio-temporal fusion module plus a classification-conscious spatio-temporal element alignment module to aid dependable Finding out for domain-invariant features. First of all, we execute bidirectional spatio-temporal fusion within the graphic sequence level and shallow attribute level, bringing about the construction of two fused intermediate video clip domains. This prompts the movie semantic segmentation design to consistently learn spatio-temporal functions of shared patch sequences which happen to be affected by domain-certain contexts, thereby mitigating the feature gap amongst the source and concentrate on domain.
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