Cover Image

Forgetting-Resistant and Lesion-Aware Source-Free Domain Adaptive Fundus Image Analysis with Vision-Language Model

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Huai, Zheang, Tang, Hui, Wang, Hualiang, Li, Xiaomeng
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Leveraging Segment Anything Model for Source-Free Domain Adaptation via Dual Feature Guided Auto-Prompting
by: Huai, Zheang, et al.
Published: (2025)

Which Tool Response Should I Trust? Tool-Expertise-Aware Chest X-ray Agent with Multimodal Agentic Learning
by: Huai, Zheang, et al.
Published: (2026)

A Closer Look at the Explainability of Contrastive Language-Image Pre-training
by: Li, Yi, et al.
Published: (2023)

Source-Free Domain Adaptation with Vision-Language Prior
by: Tang, Song, et al.
Published: (2026)

MuTri: Multi-view Tri-alignment for OCT to OCTA 3D Image Translation
by: Chen, Zhuangzhuang, et al.
Published: (2025)

Decoupling Wavelet Sub-bands for Single Source Domain Generalization in Fundus Image Segmentation
by: Dey, Shramana, et al.
Published: (2026)

Source-Free Domain Adaptive Object Detection with Semantics Compensation
by: Tang, Song, et al.
Published: (2024)

Beyond Retraining: Training-Free Unknown Class Filtering for Source-Free Open Set Domain Adaptation of Vision-Language Models
by: Li, Yongguang, et al.
Published: (2025)

HRDecoder: High-Resolution Decoder Network for Fundus Image Lesion Segmentation
by: Ding, Ziyuan, et al.
Published: (2024)

MultiEYE: Dataset and Benchmark for OCT-Enhanced Retinal Disease Recognition from Fundus Images
by: Wang, Lehan, et al.
Published: (2024)

VAMPIRE: Uncovering Vessel Directional and Morphological Information from OCTA Images for Cardiovascular Disease Risk Factor Prediction
by: Wang, Lehan, et al.
Published: (2025)

Explainable Fundus Image Curation and Lesion Detection in Diabetic Retinopathy
by: Mihai, Anca, et al.
Published: (2025)

Semantic-Aware Ship Detection with Vision-Language Integration
by: Li, Jiahao, et al.
Published: (2025)

Source-Free Domain Adaptation Guided by Vision and Vision-Language Pre-Training
by: Zhang, Wenyu, et al.
Published: (2024)

Rethinking the Need for Source Models: Source-Free Domain Adaptation from Scratch Guided by a Vision-Language Model
by: Bingtao, Zhou, et al.
Published: (2026)

VAOT: Vessel-Aware Optimal Transport for Retinal Fundus Enhancement
by: Dong, Xuanzhao, et al.
Published: (2025)

Vision Foundation Models in Medical Image Analysis: Advances and Challenges
by: Liang, Pengchen, et al.
Published: (2025)

Unified Source-Free Domain Adaptation
by: Tang, Song, et al.
Published: (2024)

FITA: Fine-grained Image-Text Aligner for Radiology Report Generation
by: Yang, Honglong, et al.
Published: (2024)

Hybrid Approach for Enhancing Lesion Segmentation in Fundus Images
by: Eshragh, Mohammadmahdi, et al.
Published: (2025)

Leveraging Confident Image Regions for Source-Free Domain-Adaptive Object Detection
by: Mekhalfi, Mohamed Lamine, et al.
Published: (2025)

Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images
by: Wang, Hualiang, et al.
Published: (2024)

Source-Free Online Domain Adaptive Semantic Segmentation of Satellite Images under Image Degradation
by: Niloy, Fahim Faisal, et al.
Published: (2024)

Brighteye: Glaucoma Screening with Color Fundus Photographs based on Vision Transformer
by: Lin, Hui, et al.
Published: (2024)

ViLAaD: Enhancing "Attracting and Dispersing'' Source-Free Domain Adaptation with Vision-and-Language Model
by: Tarashima, Shuhei, et al.
Published: (2025)

Source-Free Domain Adaptation with Frozen Multimodal Foundation Model
by: Tang, Song, et al.
Published: (2023)

Learning 3D Gaussians for Extremely Sparse-View Cone-Beam CT Reconstruction
by: Lin, Yiqun, et al.
Published: (2024)

Ordinal Diffusion Models for Color Fundus Images
by: Schmidt, Gustav, et al.
Published: (2026)

Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer
by: Ai, Yuang, et al.
Published: (2023)

Fundus-R1: Training a Fundus-Reading MLLM with Knowledge-Aware Reasoning on Public Data
by: Deng, Yuchuan, et al.
Published: (2026)

Learning without Forgetting for Vision-Language Models
by: Zhou, Da-Wei, et al.
Published: (2023)

Learning Unlabeled Clients Divergence for Federated Semi-Supervised Learning via Anchor Model Aggregation
by: Elbatel, Marawan, et al.
Published: (2024)

S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation
by: Zhang, Qixiang, et al.
Published: (2024)

Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images
by: Zhong, Jiyuan, et al.
Published: (2024)

MM-Retinal V2: Transfer an Elite Knowledge Spark into Fundus Vision-Language Pretraining
by: Wu, Ruiqi, et al.
Published: (2025)

Proxy Denoising for Source-Free Domain Adaptation
by: Tang, Song, et al.
Published: (2024)

Source-Free Domain Adaptive Semantic Segmentation of Remote Sensing Images with Diffusion-Guided Label Enrichment
by: Liu, Wenjie, et al.
Published: (2025)

Continual Forgetting for Pre-trained Vision Models
by: Zhao, Hongbo, et al.
Published: (2024)

Adaptive Language-Aware Image Reflection Removal Network
by: Fang, Siyan, et al.
Published: (2026)

Tell2Adapt: A Unified Framework for Source Free Unsupervised Domain Adaptation via Vision Foundation Model
by: Shi, Yulong, et al.
Published: (2026)