3 papers
cs.AI2026
Toward Auditable Neuro-Symbolic Reasoning in Pathology: SQL as an Explicit Trace of Evidence
Kewen Cao, Jianxu Chen, Yongbing Zhang +2
Automated pathology image analysis is central to clinical diagnosis, but clinicians still ask which slide features drive a model's decision and why. Vision-language models can prod…
cs.LG2025
FlowRoI A Fast Optical Flow Driven Region of Interest Extraction Framework for High-Throughput Image Compression in Immune Cell Migration Analysis
Xiaowei Xu, Justin Sonneck, Hongxiao Wang +5
Autonomous migration is essential for the function of immune cells such as neutrophils and plays a pivotal role in diverse diseases. Recently, we introduced ComplexEye, a multi-len…
cs.CV2025
PathMR: Multimodal Visual Reasoning for Interpretable Pathology Diagnosis
Ye Zhang, Yu Zhou, Jingwen Qi +11
Deep learning based automated pathological diagnosis has markedly improved diagnostic efficiency and reduced variability between observers, yet its clinical adoption remains limite…