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Xinqi Fan

3 accepted papers

2026

CoFiDA-M: Concept-Aware Feature Modulation for Cross-Domain Adaptation with Image-Only Inference

CVPR 2026

Models for AI-based skin cancer screening suffer a severe performance drop when shifting from expert dermoscopic (source) images to consumer-grade clinical (target) photos, hindering real-world deployment. Existing domain adaptation methods often ignore crucial semantic invariants, such as clinical

Cited by 0SourceScholar
2025

Test-Time Retrieval-Augmented Adaptation for Vision-Language Models

ICCV 2025poster

Vision-language models (VLMs) have shown promise in test-time adaptation tasks due to their remarkable capabilities in understanding and reasoning about visual content through natural language descriptions. However, training VLMs typically demands substantial computational resources, and they often…

2023

SelfME: Self-Supervised Motion Learning for Micro-Expression Recognition

CVPR 2023poster

Facial micro-expressions (MEs) refer to brief spontaneous facial movements that can reveal a person's genuine emotion. They are valuable in lie detection, criminal analysis, and other areas. While deep learning-based ME recognition (MER) methods achieved impressive success, these methods typically r…

Cited by 38SourcePDFScholar