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cs.CV2025
Explainable Melanoma Diagnosis with Contrastive Learning and LLM-based Report Generation
Junwen Zheng, Xinran Xu, Li Rong Wang +5
Deep learning has demonstrated expert-level performance in melanoma classification, positioning it as a powerful tool in clinical dermatology. However, model opacity and the lack o…
cs.CV2025
WMKA-Net: A Weighted Multi-Kernel Attention Network for Retinal Vessel Segmentation
Xinran Xu, Yuliang Ma, Sifu Cai +3
Retinal vessel segmentation is crucial for intelligent ophthalmic diagnosis, yet it faces three major challenges: insufficient multi-scale feature fusion, disruption of contextual…
cs.CV2024
Fully Automated CTC Detection, Segmentation and Classification for Multi-Channel IF Imaging
Evan Schwab, Bharat Annaldas, Nisha Ramesh +6
Liquid biopsies (eg., blood draws) offer a less invasive and non-localized alternative to tissue biopsies for monitoring the progression of metastatic breast cancer (mBCa). Immunof…