3 papers
cs.CV2026
PathLang: A Language-Centered Benchmark for Vision-Language Models in Computational Pathology
Fanqi Cheng, Kuo Gong, Shangke Liu +15
Pathology vision-language models (VLMs) have shown strong visual perception ability, but their robustness in the language domain remains poorly characterized. Existing pathology VL…
cs.CV2025
Data-Efficient Fine-Tuning of Vision-Language Models for Diagnosis of Alzheimer's Disease
Fangqi Cheng, Surajit Ray, Xiaochen Yang
Medical vision-language models (Med-VLMs) have shown impressive results in tasks such as report generation and visual question answering, but they still face several limitations. M…
cs.CV2025
Self-Supervised Cross-Encoder for Neurodegenerative Disease Diagnosis
Fangqi Cheng, Yingying Zhao, Xiaochen Yang
Deep learning has shown significant potential in diagnosing neurodegenerative diseases from MRI data. However, most existing methods rely heavily on large volumes of labeled data a…