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cs.CV2026

Paired Uterine Whole-Slide Images and Pathology Reports for Multimodal Computational Pathology

Han Li, Jingsong Liu, Ayako Ura +14

Uterine diseases represent an important category of gynecologic pathology and require accurate histopathological assessment for diagnosis and treatment planning. Whole-slide images…

cs.CV2025

QMix: Quality-aware Learning with Mixed Noise for Robust Retinal Disease Diagnosis

Junlin Hou, Jilan Xu, Rui Feng +1

Due to the complexity of medical image acquisition and the difficulty of annotation, medical image datasets inevitably contain noise. Noisy data with wrong labels affects the robus…

cs.CV2025

EgoExo-Gen: Ego-centric Video Prediction by Watching Exo-centric Videos

Jilan Xu, Yifei Huang, Baoqi Pei +6

Generating videos in the first-person perspective has broad application prospects in the field of augmented reality and embodied intelligence. In this work, we explore the cross-vi…

cs.CV2024

Concept-Attention Whitening for Interpretable Skin Lesion Diagnosis

Junlin Hou, Jilan Xu, Hao Chen

The black-box nature of deep learning models has raised concerns about their interpretability for successful deployment in real-world clinical applications. To address the concerns…

cs.CV2024

MOSMOS: Multi-organ segmentation facilitated by medical report supervision

Weiwei Tian, Xinyu Huang, Junlin Hou +6

Owing to a large amount of multi-modal data in modern medical systems, such as medical images and reports, Medical Vision-Language Pre-training (Med-VLP) has demonstrated incredibl…

cs.CV2024

Retrieval-Augmented Egocentric Video Captioning

Jilan Xu, Yifei Huang, Junlin Hou +4

Understanding human actions from videos of first-person view poses significant challenges. Most prior approaches explore representation learning on egocentric videos only, while ov…