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Jinwei Zhang

3 accepted papers

2024

STimage-1K4M: A histopathology image-gene expression dataset for spatial transcriptomics

NeurIPS 2024poster

Recent advances in multi-modal algorithms have driven and been driven by the increasing availability of large image-text datasets, leading to significant strides in various fields, including computational pathology. However, in most existing medical image-text datasets, the text typically provides h…

2023

Spatially Covariant Lesion Segmentation

IJCAI 2023poster

Compared to natural images, medical images usually show stronger visual patterns and therefore this adds flexibility and elasticity to resource-limited clinical applications by injecting proper priors into neural networks. In this paper, we propose spatially covariant pixel-aligned classifier (SCP)…

Cited by 9SourcePDFScholar
2021

Efficient Folded Attention for Medical Image Reconstruction and Segmentation

AAAI 2021technical

Recently, 3D medical image reconstruction (MIR) and segmentation (MIS) based on deep neural networks have been developed with promising results, and attention mechanism has been further designed for performance enhancement. However, the large size of 3D volume images poses a great computational chal…