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
arXiv paper abstract https://arxiv.org/abs/2404.06265
arXiv PDF paper https://arxiv.org/pdf/2404.06265.pdf
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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