View PDF Abstract:Video semantic segmentation is often a pivotal aspect of video illustration Finding out. However, sizeable domain shifts current a obstacle in efficiently Mastering invariant spatio-temporal characteristics throughout the labeled source domain and unlabeled concentrate on domain for video clip semantic segmentation. To resolve the challenge, we propose a novel DA-STC method for domain adaptive movie semantic segmentation, which includes a bidirectional multi-stage spatio-temporal fusion module in addition to a classification-aware spatio-temporal feature alignment module to facilitate dependable Understanding for domain-invariant capabilities. Firstly, we accomplish bidirectional spatio-temporal fusion on the picture sequence amount and shallow function degree, resulting in the construction of two fused intermediate online video domains. This prompts the movie semantic segmentation product to persistently learn spatio-temporal capabilities of shared patch sequences that happen to be motivated by domain-unique contexts, thus mitigating the characteristic hole concerning the supply and concentrate on domain.
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