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Video object segmentation using space-time multi-level association with Miao

Video object segmentation using space-time multi-level association with Miao


Spatial-Temporal Multi-level Association for Video Object Segmentation



Existing semi-supervised video object segmentation methods either focus on temporal feature matching or spatial-temporal feature modeling.


However, they do not address ... sufficient target interaction and efficient parallel processing simultaneously, thereby constraining the learning of dynamic, target-aware features.


... proposes a spatial-temporal multi-level association ... jointly associates reference frame, test frame, and object features to achieve ... interaction and parallel target ID association with a spatial-temporal memory bank for ... segmentation.


... construct a spatial-temporal multi-level feature association module to learn ... target-aware features, which formulates feature extraction and interaction as ... operations of object self-attention, reference object enhancement, and test reference correlation.


... propose a spatial-temporal memory to assist feature association and temporal ID assignment and correlation.


... favorable performance against the state-of-the-art methods demonstrates the effectiveness of ... approach ...



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