Search Results for author: Zhiming Cheng

Found 4 papers, 1 papers with code

Accurate Segmentation of Optic Disc And Cup from Multiple Pseudo-labels by Noise-aware Learning

1 code implementation30 Nov 2023 Tengjin Weng, Yang shen, Zhidong Zhao, Zhiming Cheng, Shuai Wang

Optic disc and cup segmentation plays a crucial role in automating the screening and diagnosis of optic glaucoma.

Denoising Segmentation

PMP-Swin: Multi-Scale Patch Message Passing Swin Transformer for Retinal Disease Classification

no code implementations20 Nov 2023 Zhihan Yang, Zhiming Cheng, Tengjin Weng, Shucheng He, Yaqi Wang, Xin Ye, Shuai Wang

Specifically, we design a Patch Message Passing (PMP) module based on the Message Passing mechanism to establish global interaction for pathological semantic features and to exploit the subtle differences further between different diseases.

Multi-class Classification

Enhancing Point Annotations with Superpixel and Confidence Learning Guided for Improving Semi-Supervised OCT Fluid Segmentation

no code implementations5 Jun 2023 Tengjin Weng, Yang shen, Kai Jin, Zhiming Cheng, Yunxiang Li, Gewen Zhang, Shuai Wang, Yaqi Wang

Specifically, we use points to annotate fluid regions in unlabeled OCT images and the Superpixel-Guided Pseudo-Label Generation (SGPLG) module generates pseudo-labels and pixel-level label trust maps from the point annotations.

Denoising Pseudo Label +1

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