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cs.CV2025
Patch-Level Glioblastoma Subregion Classification with a Contrastive Learning-Based Encoder
Juexin Zhang, Qifeng Zhong, Ying Weng +1
The significant molecular and pathological heterogeneity of glioblastoma, an aggressive brain tumor, complicates diagnosis and patient stratification. While traditional histopathol…
cs.CV2025
Robust 3D Brain MRI Inpainting with Random Masking Augmentation
Juexin Zhang, Ying Weng, Ke Chen
The ASNR-MICCAI BraTS-Inpainting Challenge was established to mitigate dataset biases that limit deep learning models in the quantitative analysis of brain tumor MRI. This paper de…
cs.CV2025
Distribution-Based Masked Medical Vision-Language Model Using Structured Reports
Shreyank N Gowda, Ruichi Zhang, Xiao Gu +2
Medical image-language pre-training aims to align medical images with clinically relevant text to improve model performance on various downstream tasks. However, existing models of…