Search Results for author: Shuyi Ouyang

Found 2 papers, 0 papers with code

A Survey on Domain Generalization for Medical Image Analysis

no code implementations7 Feb 2024 Ziwei Niu, Shuyi Ouyang, Shiao Xie, Yen-Wei Chen, Lanfen Lin

Medical Image Analysis (MedIA) has emerged as a crucial tool in computer-aided diagnosis systems, particularly with the advancement of deep learning (DL) in recent years.

Domain Generalization

M2ORT: Many-To-One Regression Transformer for Spatial Transcriptomics Prediction from Histopathology Images

no code implementations19 Jan 2024 Hongyi Wang, Xiuju Du, Jing Liu, Shuyi Ouyang, Yen-Wei Chen, Lanfen Lin

To address this limit, we propose M2ORT, a many-to-one regression Transformer that can accommodate the hierarchical structure of the pathology images through a decoupled multi-scale feature extractor.

regression

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