Look at PDF Abstract:Video clip semantic segmentation is really a pivotal element of video illustration learning. Nevertheless, major domain shifts existing a obstacle in proficiently Mastering invariant spatio-temporal characteristics over the labeled supply domain and unlabeled target domain for video semantic segmentation. To unravel the challenge, we suggest a novel DA-STC method for domain adaptive video clip semantic segmentation, which includes a bidirectional multi-degree spatio-temporal fusion module along with a group-conscious spatio-temporal element alignment module to aid steady Discovering for domain-invariant characteristics. To start with, we conduct bidirectional spatio-temporal fusion within the picture sequence level and shallow attribute degree, bringing about the construction of two fused intermediate online video domains. This prompts the video semantic segmentation design to constantly understand spatio-temporal capabilities of shared patch sequences which are influenced by domain-specific contexts, thus mitigating the attribute gap between the resource and focus on domain.
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