Perspective PDF Summary:Video semantic segmentation is really a pivotal aspect of online video representation Finding out. On the other hand, significant domain shifts present a challenge in efficiently learning invariant spatio-temporal capabilities across the labeled resource domain and unlabeled target domain for movie semantic segmentation. To resolve the problem, we propose a novel DA-STC method for domain adaptive online video semantic segmentation, which includes a bidirectional multi-level spatio-temporal fusion module and a category-mindful spatio-temporal feature alignment module to facilitate dependable learning for domain-invariant features. First of all, we carry out bidirectional spatio-temporal fusion within the image sequence stage and shallow element level, resulting in the construction of two fused intermediate online video domains. This prompts the online video semantic segmentation model to regularly understand spatio-temporal attributes of shared patch sequences which can be influenced by domain-precise contexts, thus mitigating the aspect hole among the supply and concentrate on domain.
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