Self-Supervised Anatomical Consistency Learning for Vision-Grounded Medical Report Generation

Longzhen Yang, Zhangkai Ni, Ying Wen +3

Ask&Confirm: Active Detail Enriching for Cross-Modal Retrieval with Partial Query

Guanyu Cai, Jun Zhang, Xinyang Jiang +7

Variational Transformer: A Framework Beyond the Trade-off between Accuracy and Diversity for Image Captioning

Longzhen Yang, Yihang Liu, Yitao Peng +1

Segmenting Medical MRI via Recurrent Decoding Cell

Ying Wen, Kai Xie, Lianghua He

Unsupervised Adaptive Semantic Segmentation with Local Lipschitz Constraint

Guanyu Cai, Lianghua He

AFiRe: Anatomy-Driven Self-Supervised Learning for Fine-Grained Representation in Radiographic Images

Yihang Liu, Lianghua He, Ying Wen +2

Hierarchical Salient Patch Identification for Interpretable Fundus Disease Localization

Yitao Peng, Lianghua He, Die Hu

HGL: Hierarchical Geometry Learning for Test-time Adaptation in 3D Point Cloud Segmentation

Tianpei Zou, Sanqing Qu, Zhijun Li +4

EntropyPrune: Matrix Entropy Guided Visual Token Pruning for Multimodal Large Language Models

Yahong Wang, Juncheng Wu, Zhangkai Ni +6

Mutually Guided Few-shot Learning for Relational Triple Extraction

Chengmei Yang, Shuai Jiang, Bowei He +2

FeaInfNet: Diagnosis in Medical Image with Feature-Driven Inference and Visual Explanations

Yitao Peng, Lianghua He, Die Hu +3

Virtual Conditional Generative Adversarial Networks

Haifeng Shi, Guanyu Cai, Yuqin Wang +2

AdaTreeFormer: Few Shot Domain Adaptation for Tree Counting from a Single High-Resolution Image

Hamed Amini Amirkolaee, Miaojing Shi, Lianghua He +1

Revitalize Region Feature for Democratizing Video-Language Pre-training of Retrieval

Guanyu Cai, Yixiao Ge, Binjie Zhang +8

MDM: Multiple Dynamic Masks for Visual Explanation of Neural Networks

Yitao Peng, Longzhen Yang, Yihang Liu +1

M-IDoL: Information Decomposition for Modality-Specific and Diverse Representation Learning in Medical Foundation Model

Yihang Liu, Longzhen Yang, Jiaxiong Yang +3

Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer

Xinyue Chen, Miaojing Shi, Zijian Zhou +2

MAP: MAsk-Pruning for Source-Free Model Intellectual Property Protection

Boyang Peng, Sanqing Qu, Yong Wu +5

LEAD: Learning Decomposition for Source-free Universal Domain Adaptation

Sanqing Qu, Tianpei Zou, Lianghua He +4

Decoupling Deep Learning for Interpretable Image Recognition

Yitao Peng, Yihang Liu, Longzhen Yang +1

Unsupervised Domain Adaptation with Adversarial Residual Transform Networks

Guanyu Cai, Yuqin Wang, Mengchu Zhou +1

Visual Neural Decoding via Improved Visual-EEG Semantic Consistency

Hongzhou Chen, Lianghua He, Yihang Liu +3

Adaptive Routing Between Capsules

Qiang Ren, Shaohua Shang, Lianghua He

ProtoSolo: Interpretable Image Classification via Single-Prototype Activation

Yitao Peng, Lianghua He, Hongzhou Chen

When Token Pruning is Worse than Random: Understanding Visual Token Information in VLLMs

Yahong Wang, Juncheng Wu, Zhangkai Ni +8

Learning Smooth Representation for Unsupervised Domain Adaptation

Guanyu Cai, Lianghua He, Mengchu Zhou +2

LoMeVQA: A Comprehensive Benchmark for Longitudinal Medical VQA

Zhilin Wu, Zhangkai Ni, Chengmei Yang +4

The paper introduces LoMeVQA, a large benchmark of 206K longitudinal medical visual question answering pairs designed to evaluate temporal reasoning over sequential medical images,…

Hierarchical Dynamic Masks for Visual Explanation of Neural Networks

Yitao Peng, Longzhen Yang, Yihang Liu +1