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cs.CV2026
CellDETR: A Detection-Guided Framework for Scalable Cell Representation Learning from Histopathology Images
Shikang Zhang, Guojun Li, Yicong Mao +1
Recent advances in pathology foundation models have substantially improved patch and slide level representation learning from whole-slide images (WSIs).However, cell-level represen…
cs.CV2024
M4: Multi-Proxy Multi-Gate Mixture of Experts Network for Multiple Instance Learning in Histopathology Image Analysis
Junyu Li, Ye Zhang, Wen Shu +6
Multiple instance learning (MIL) has been successfully applied for whole slide images (WSIs) analysis in computational pathology, enabling a wide range of prediction tasks from tum…