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See PDF Abstract:Movie semantic segmentation is often a pivotal facet of video representation Discovering. Nevertheless, important domain shifts current a problem in efficiently Finding out invariant spatio-temporal capabilities throughout the labeled source domain and unlabeled focus on domain for video clip semantic segmentation. To unravel the challenge, we propose a novel DA-STC process for domain adaptive video clip semantic segmentation, which includes a bidirectional multi-amount spatio-temporal fusion module and also a classification-aware spatio-temporal attribute alignment module to aid dependable Studying for domain-invariant capabilities. To begin with, we conduct bidirectional spatio-temporal fusion in the impression sequence stage and shallow characteristic stage, resulting in the construction of two fused intermediate movie domains. This prompts the online video semantic segmentation design to constantly discover spatio-temporal features of shared patch sequences which can be affected by domain-particular contexts, thereby mitigating the element hole amongst the source and target domain.

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