See PDF Summary:Video clip semantic segmentation is often a pivotal facet of online video representation Finding out. Nevertheless, important domain shifts existing a challenge in proficiently Finding out invariant spatio-temporal capabilities over the labeled supply domain and unlabeled goal domain for movie semantic segmentation. To unravel the problem, we suggest a novel DA-STC strategy for domain adaptive video semantic segmentation, which contains a bidirectional multi-amount spatio-temporal fusion module in addition to a classification-informed spatio-temporal function alignment module to aid steady Finding out for domain-invariant attributes. Firstly, we complete bidirectional spatio-temporal fusion within the picture sequence degree and shallow attribute amount, resulting in the construction of two fused intermediate video domains. This prompts the video semantic segmentation design to constantly find out spatio-temporal functions of shared patch sequences which might be affected by domain-unique contexts, thereby mitigating the function gap among the resource and focus on domain.
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