Look at PDF Abstract:Movie semantic segmentation can be a pivotal aspect of movie representation Understanding. Nonetheless, sizeable domain shifts existing a problem in effectively Studying invariant spatio-temporal capabilities across the labeled supply domain and unlabeled target domain for video semantic segmentation. To resolve the challenge, we suggest a novel DA-STC strategy for domain adaptive video clip semantic segmentation, which contains a bidirectional multi-amount spatio-temporal fusion module and a class-informed spatio-temporal aspect alignment module to facilitate constant Studying for domain-invariant functions. To begin with, we accomplish bidirectional spatio-temporal fusion at the image sequence level and shallow element stage, bringing about the development of two fused intermediate video clip domains. This prompts the movie semantic segmentation model to persistently discover spatio-temporal options of shared patch sequences which happen to be influenced by domain-distinct contexts, thereby mitigating the attribute hole between the source and goal domain.
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