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Feb, 2024
ConSept:基于适配器的视觉Transformer的持续语义分割
ConSept: Continual Semantic Segmentation via Adapter-based Vision Transformer
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Bowen Dong, Guanglei Yang, Wangmeng Zuo, Lei Zhang
TL;DR
通过向vanilla ViTs集成轻量级的adapter,提出了ConSept用于不断的语义分割,在旧类别和新类别的分割能力上取得了显著提升,并通过确定性的旧类别边界进行蒸馏以提高抗灾性遗忘能力并改善整体分割性能。
Abstract
In this paper, we delve into the realm of
vision transformers
for
continual semantic segmentation
, a problem that has not been sufficiently explored in previous literature. Empirical investigations on the adaptat
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