3 papers
cs.CV2026
Topology-aware Pathological Consistency Matching for Weakly-Paired IHC Virtual Staining
Mingzhou Jiang, Jiaying Zhou, Nan Zeng +5
Immunohistochemical (IHC) staining provides crucial molecular characterization of tissue samples and plays an indispensable role in the clinical examination and diagnosis of cancer…
cs.CV2024
MGI: Multimodal Contrastive pre-training of Genomic and Medical Imaging
Jiaying Zhou, Mingzhou Jiang, Junde Wu +3
Medicine is inherently a multimodal discipline. Medical images can reflect the pathological changes of cancer and tumors, while the expression of specific genes can influence their…
eess.IV2024
Towards Collective Intelligence: Uncertainty-aware SAM Adaptation for Ambiguous Medical Image Segmentation
Mingzhou Jiang, Jiaying Zhou, Junde Wu +3
Collective intelligence from multiple medical experts consistently surpasses individual expertise in clinical diagnosis, particularly for ambiguous medical image segmentation tasks…