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Aug, 2021
像素对比一致性半监督语义分割
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation
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Yuanyi Zhong, Bodi Yuan, Hong Wu, Zhiqiang Yuan, Jian Peng...
TL;DR
提出一种新型半监督语义分割方法,结合像素级 L2 损失和像素对比损失以实现两个分割模型规则:图像增强之间的标签空间一致性性质和不同像素之间的特征空间对比性质,采用 DeepLab-v3+ 结构和多个数据集进行了广泛的实验,表现出最先进的性能。
Abstract
We present a novel
semi-supervised
semantic segmentation
method which jointly achieves two desiderata of segmentation model regularities: the label-space consistency property between image augmentations and the f
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