NucleiMix: Realistic data augmentation for nuclei instance segmentation

Jiamu Wang

doi:10.1016/j.compbiomed.2025.110901

2025-08-18

Jiamu Wang

Jin Tae Kwak *

DOI：10.1016/j.compbiomed.2025.110901

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摘要

En 中文

• 提出NucleiMix，一种两步数据增强方法用于真实的细胞核合成。 • 引入上下文感知采样以匹配具有相似局部环境的细胞核。 • 引入渐进式修复以无缝将细胞核融入新环境。 • 在三个数据集和两个模型上评估，超越现有的数据增强方法。

Keyword:

Data augmentation

Diffusion model

Nuclei instance segmentation

Pathology

期刊

Computers in Biology and Medicine

IF:

6.3

论文数:

8.3K

被引数:

3.3W

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