Look at PDF Abstract:Online video semantic segmentation can be a pivotal facet of video illustration Finding out. Nevertheless, considerable domain shifts current a problem in effectively Understanding invariant spatio-temporal characteristics through the labeled source domain and unlabeled focus on domain for movie semantic segmentation. To solve the challenge, we suggest a novel DA-STC process for domain adaptive video clip semantic segmentation, which includes a bidirectional multi-stage spatio-temporal fusion module as well as a classification-conscious spatio-temporal element alignment module to aid consistent Understanding for domain-invariant features. To begin with, we conduct bidirectional spatio-temporal fusion within the graphic sequence level and shallow element degree, resulting in the development of two fused intermediate video domains. This prompts the online video semantic segmentation design to continually master spatio-temporal characteristics of shared patch sequences that happen to be affected by domain-certain contexts, therefore mitigating the element hole in between the source and target domain.
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