See PDF Summary:Online video semantic segmentation is a pivotal aspect of video illustration Understanding. Nonetheless, substantial domain shifts current a challenge in proficiently Discovering invariant spatio-temporal capabilities through the labeled supply domain and unlabeled focus on domain for video clip semantic segmentation. To unravel the problem, we suggest a novel DA-STC process for domain adaptive movie semantic segmentation, which contains a bidirectional multi-level spatio-temporal fusion module and also a class-conscious spatio-temporal attribute alignment module to aid steady Discovering for domain-invariant characteristics. To begin with, we carry out bidirectional spatio-temporal fusion on the picture sequence degree and shallow feature degree, resulting in the construction of two fused intermediate video domains. This prompts the video semantic segmentation design to persistently learn spatio-temporal features of shared patch sequences which can be influenced by domain-certain contexts, therefore mitigating the function hole in between the source and concentrate on domain.
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