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20242026
most citedPrivacy-Preserving in Medical Image Analysis: A Review of Methods and Applications

3 citations · 3 across the 4 of their papers we have counts for

collaborators

5 papers

cs.CV2026

Prompt-Free Lightweight SAM Adaptation for Histopathology Nuclei Segmentation with Strong Cross-Dataset Generalization

Muhammad Hassan Maqsood, Yanming Zhu, Alfred Lam +3

Histopathology nuclei segmentation is crucial for quantitative tissue analysis and cancer diagnosis. Although existing segmentation methods have achieved strong performance, they a…

cs.CV2026

DCG-Net: Dual Cross-Attention with Concept-Value Graph Reasoning for Interpretable Medical Diagnosis

Getamesay Dagnaw, Xuefei Yin, Muhammad Hassan Maqsood +2

Deep learning models have achieved strong performance in medical image analysis, but their internal decision processes remain difficult to interpret. Concept Bottleneck Models (CBM…

cs.CV2026

NCSTR: Node-Centric Decoupled Spatio-Temporal Reasoning for Video-based Human Pose Estimation

Quang Dang Huynh, Xuefei Yin, Andrew Busch +4

Video-based human pose estimation remains challenged by motion blur, occlusion, and complex spatiotemporal dynamics. Existing methods often rely on heatmaps or implicit spatio-temp…

cs.CV2025

Explainable Artificial Intelligence in Biomedical Image Analysis: A Comprehensive Survey

Getamesay Haile Dagnaw, Yanming Zhu, Muhammad Hassan Maqsood +4

Explainable artificial intelligence (XAI) has become increasingly important in biomedical image analysis to promote transparency, trust, and clinical adoption of DL models. While s…

cs.CV20243 cited

Privacy-Preserving in Medical Image Analysis: A Review of Methods and Applications

Yanming Zhu, Xuefei Yin, Alan Wee-Chung Liew +1

With the rapid advancement of artificial intelligence and deep learning, medical image analysis has become a critical tool in modern healthcare, significantly improving diagnostic…