3 papers
cs.CV2026
Benchmarking Computational Pathology Foundation Models For Semantic Segmentation
Lavish Ramchandani, Aashay Tinaikar, Dev Kumar Das +2
In recent years, foundation models such as CLIP, DINO,and CONCH have demonstrated remarkable domain generalization and unsupervised feature extraction capabilities across diverse i…
cs.CV2026
Parameter-efficient fine-tuning (PEFT) of Vision Foundation Models for Atypical Mitotic Figure Classification
Lavish Ramchandani, Gunjan Deotale, Dev Kumar Das
Atypical mitotic figures (AMFs) are rare abnormal cell divisions associated with tumor aggressiveness and poor prognosis. Their detection remains a significant challenge due to sub…
cs.CV2025
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level
Ruining Deng, Tianyuan Yao, Yucheng Tang +44
Chronic kidney disease (CKD) is a major global health issue, affecting over 10% of the population and causing significant mortality. While kidney biopsy remains the gold standard f…