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2026-02-25 16:22:21
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RMem: Restricted Memory Banks Improve Video Object Segmentation RMem: Restricted Memory Banks Improve Video Object Segmentation Junbao Zhou * , Ziqi Pang * , Yuxiong Wang University of Illinois Urabana-Champaign CVPR 2024 * Indicates Equal Contribution Paper Code arXiv Abstract With recent video object segmentation (VOS) benchmarks evolving to challenging scenarios, we revisit a simple but overlooked strategy: restricting the size of memory banks. This diverges from the prevalent practice of expanding memory banks to accommodate extensive historical information. Our specially designed "memory deciphering" study offers a pivotal insight underpinning such a strategy: expanding memory banks, while seemingly beneficial, actually increases the difficulty for VOS modules to decode relevant features due to the confusion from redundant information. By restricting memory banks to a limite...
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