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2025

Pyramid Network With Quality-Aware Contrastive Loss for Retinal Image Quality AssessmentGuanghui Yue 0001, Shaoping Zhang, Tianwei Zhou, Bin Jiang 0003, Weide Liu, Tianfu Wang 0001. tmi, 44(3):1416-1431, March 2025. [doi]

Multi-scale frequency feature fusion transformer for pediatric echocardiography analysisCheng Zhao 0003, Yuanlin Liu, Weiling Chen, Zhuo Xiang, Yiyao Liu, Bei Xia, Jing Qin 0001, Tianfu Wang 0001, Baiying Lei. asc, 173:112950, 2025. [doi]

Self-Supervised Multi-Scale Multi-Modal Graph Pool Transformer for Sellar Region Tumor DiagnosisBaiying Lei, Gege Cai, Yun Zhu, Tianfu Wang 0001, Lei Dong, Cheng Zhao 0003, Xinzhi Hu, Huijun Zhu, Lin Lu, Feng Feng, Ming Feng, Renzhi Wang 0002. titb, 29(4):2758-2771, April 2025. [doi]

ABVS breast tumour segmentation via integrating CNN with dilated sampling self-attention and feature interaction TransformerYiyao Liu, Jinyao Li, Yi Yang 0001, Cheng Zhao 0003, Yongtao Zhang, Peng Yang 0011, Lei Dong, Xiaofei Deng, Ting Zhu, Tianfu Wang 0001, Wei Jiang, Baiying Lei. NN, 187:107312, 2025. [doi]

FAMF-Net: Feature Alignment Mutual Attention Fusion With Region Awareness for Breast Cancer Diagnosis via Imbalanced DataYiyao Liu, Jinyao Li, Cheng Zhao 0003, Yongtao Zhang, Qian Chen, Jing Qin 0001, Lei Dong, Tianfu Wang 0001, Wei Jiang, Baiying Lei. tmi, 44(3):1153-1167, March 2025. [doi]

An object detection-based model for automated screening of stem-cells senescence during drug screeningYu Ren, Youyi Song, Mingzhu Li, Liangge He, Chunlun Xiao, Peng Yang 0011, Yongtao Zhang, Cheng Zhao 0003, Tianfu Wang 0001, Guangqian Zhou, Baiying Lei. NN, 183:106940, 2025. [doi]

Attention-Guided Learning With Feature Reconstruction for Skin Lesion Diagnosis Using Clinical and Ultrasound ImagesChunlun Xiao, Anqi Zhu, Chunmei Xia, Zifeng Qiu, Yuanlin Liu, Cheng Zhao 0003, Weiwei Ren, Lifan Wang, Lei Dong, Tianfu Wang 0001, Lehang Guo, Baiying Lei. tmi, 44(1):543-555, January 2025. [doi]

2024

Specificity-Aware Federated Learning With Dynamic Feature Fusion Network for Imbalanced Medical Image ClassificationGuanghui Yue 0001, Peishan Wei, Tianwei Zhou, Youyi Song, Cheng Zhao 0003, Tianfu Wang 0001, Baiying Lei. titb, 28(11):6373-6383, November 2024. [doi]

An Adaptive Deep Metric Learning Loss Function for Class-Imbalance Learning via Intraclass Diversity and Interclass DistillationJie Du 0001, Xiaoci Zhang, Peng Liu, Chi-Man Vong, Tianfu Wang 0001. tnn, 35(11):15372-15386, November 2024. [doi]

SMOD: An Accurate and Efficient Segmentation-Based Medical Object DetectorJie Du 0001, Chuyang Chen, Yuanman Li, Yaolin Zhu, Peng Liu, Tianfu Wang 0001. tetci, 8(6):4106-4118, December 2024. [doi]

Colorectal endoscopic image enhancement via unsupervised deep learningGuanghui Yue 0001, Jie Gao, Lvyin Duan, Jingfeng Du, Weiqing Yan, Shuigen Wang, Tianfu Wang 0001. mta, 83(40):88363-88385, December 2024. [doi]

Deep Pyramid Network for Low-Light Endoscopic Image EnhancementGuanghui Yue 0001, Jie Gao, Runmin Cong, Tianwei Zhou, Leida Li, Tianfu Wang 0001. tcsv, 34(5):3834-3845, May 2024. [doi]

Perceptual Quality Assessment of Retouched Face ImagesGuanghui Yue 0001, Honglv Wu, Qiuping Jiang, Tianwei Zhou, Weiqing Yan, Tianfu Wang 0001. tmm, 26:5741-5752, 2024. [doi]

Dual-Constraint Coarse-to-Fine Network for Camouflaged Object DetectionGuanghui Yue 0001, Houlu Xiao, Hai Xie, Tianwei Zhou, Wei Zhou 0021, Weiqing Yan, Baoquan Zhao, Tianfu Wang 0001, Qiuping Jiang. tcsv, 34(5):3286-3298, May 2024. [doi]

Dual-Domain Feature Interaction Network for Automatic Colorectal Polyp SegmentationGuanghui Yue 0001, Yuanyan Li, Shangjie Wu, Bin Jiang 0003, Tianwei Zhou, Weiqing Yan, Hanhe Lin, Tianfu Wang 0001. tim, 73:1-12, 2024. [doi]

Federated learning using model projection for multi-center disease diagnosis with non-IID dataJie Du 0001, Wei Li, Peng Liu, Chi-Man Vong, Yongke You, Baiying Lei, Tianfu Wang 0001. NN, 178:106409, 2024. [doi]

Class-Incremental Learning Method With Fast Update and High Retainability Based on Broad Learning SystemJie Du 0001, Peng Liu, Chi-Man Vong, Chuangquan Chen, Tianfu Wang 0001, C. L. Philip Chen. tnn, 35(8):11332-11345, August 2024. [doi]

Boundary uncertainty aware network for automated polyp segmentationGuanghui Yue 0001, Guibin Zhuo, Weiqing Yan, Tianwei Zhou, Chang Tang, Peng Yang, Tianfu Wang 0001. NN, 170:390-404, 2024. [doi]

MHW-GAN: Multidiscriminator Hierarchical Wavelet Generative Adversarial Network for Multimodal Image FusionCheng Zhao 0003, Peng Yang 0011, Feng Zhou 0003, Guanghui Yue 0001, Shuigen Wang, Huisi Wu, Guoliang Chen 0005, Tianfu Wang 0001, Baiying Lei. tnn, 35(10):13713-13727, October 2024. [doi]

Federated Multi-source Domain Adaptation via Vision Transformer for Multi-site Alzheimer's DiagnosisTuo Cai, Baiying Lei, Xueqin Yan, Cuimei Wei, Chunhua Liang, Xiaohua Xiao, Yunzhu Yang, Tianfu Wang 0001, Peng Yang 0011. brain 2025: 36-46 [doi]

A Novel Diffusion Model with Wavelet Transform for Optic Disc and Cup Segmentation in Fundus ImagesXiang Dong, Hai Xie, Li Li, Bao Yang, Tianfu Wang 0001, Baiying Lei. prcv 2025: 63-76 [doi]

Spatiotemporal Feature Extraction and Fusion for Longitudinal Alzheimer's Disease DiagnosisZhenghua Guan, Peng Yang 0011, Haijun Lei, Bao Yang, Xuegang Song, Lei Dong, Xueqin Yan, Cuimei Wei, Chunhua Liang, Xiaohua Xiao, Tianfu Wang 0001, Baiying Lei. brain 2025: 12-23 [doi]

Multi-scale 3D Convolutional LSTM for Longitudinal Alzheimer's Disease IdentificationZhenghua Guan, Xuegang Song, Peng Yang 0011, Jiaqiang Li, Bao Yang, Xiaohua Xiao, Chuanming Liu, Tianfu Wang 0001, Baiying Lei. isbi 2024: 1-5 [doi]

Multi-modality Correlation Learning Network for Pediatric Ventricular Septal Defects IdentificationFeifei Jin, Cheng Zhao 0003, Zhuo Xiang, Xunyi Chen, Yu Zhang 0009, Shumin Fan, Luyao Zhou, Weiling Chen, Tianfu Wang 0001, Baiying Lei. prcv 2025: 270-286 [doi]

Multimodality Frequency Feature Customized Learning for Pediatric Ventricular Septal Defects IdentificationFeifei Jin, Cheng Zhao 0003, Peng Yang 0011, Zhuo Xiang, Xunyi Chen, Yu Zhang 0009, Shumin Fan, Luyao Zhou, Weiling Chen, Tianfu Wang 0001, Baiying Lei. miccai 2025: 248-259 [doi]

Alzheimer's disease diagnosis from multi-modal data via feature inductive learning and dual multilevel graph neural networkBaiying Lei, Yafeng Li, Wanyi Fu, Peng Yang 0011, Shaobin Chen, Tianfu Wang 0001, Xiaohua Xiao, Tianye Niu, Yu Fu, Shuqiang Wang, Hongbin Han, Jing Qin 0001. mia, 97:103213, 2024. [doi]

Hybrid federated learning with brain-region attention network for multi-center Alzheimer's disease detectionBaiying Lei, Yu Liang, Jiayi Xie, You Wu, Enmin Liang, Yong Liu, Peng Yang 0011, Tianfu Wang 0001, Chuan-Ming Liu, Jichen Du, Xiaohua Xiao, Shuqiang Wang. PR, 153:110423, 2024. [doi]

Intelligent Diagnosis Platform for Alzheimer's Disease Based on Multi-modal Knowledge GraphJiaqiang Li, Peng Yang 0011, Jiuwen Cao, Zhenghua Guan, Junlong Qu, Lei Dong, Xueqin Yan, Cuimei Wei, Chunhua Liang, Xiaohua Xiao, Tianfu Wang 0001, Baiying Lei. brain 2025: 24-35 [doi]

Dual Attention Graph Convolutional Network Fusing Imaging and Genetic Data for Early Alzheimer's Disease DiagnosisJiaqiang Li, Peng Yang 0011, Junlong Qu, Bao Yang, Zhenghua Guan, Xuegang Song, Xiaohua Xiao, Tianfu Wang 0001, Baiying Lei. embc 2024: 1-4 [doi]

OCD Diagnosis with Multiple Spatial Similarity-Aware Learning and Diffusion Structure-Aware Graph Convolutional NetworkYu Liang, Chen Zhao, Tianfu Wang 0001, Ziwen Peng, Peng Yang 0011, Baiying Lei. bibm 2024: 3481-3484 [doi]

Echocardiographic segmentation based on semi-supervised deep learning with attention mechanismJiajun Liang, Huijuan Pan, Zhuo Xiang, Jing Qin 0001, Yali Qiu, Libao Guo, Tianfu Wang 0001, Wei Jiang, Baiying Lei. mta, 83(12):36953-36973, April 2024. [doi]

3D Multimodal Fusion Network With Disease-Induced Joint Learning for Early Alzheimer's Disease DiagnosisZifeng Qiu, Peng Yang 0011, Chunlun Xiao, Shuqiang Wang, Xiaohua Xiao, Jing Qin 0001, Chuan-Ming Liu, Tianfu Wang 0001, Baiying Lei. tmi, 43(9):3161-3175, September 2024. [doi]

Key Point Guide Network for Infant Echocardiographic SegmentationXupeng Wang, Zhuo Xiang, Weiling Chen, Chuan-Ming Liu, Xiaoyu Tian, Cheng Zhao, Shumin Fan, Wei Yu 0002, Xunyi Chen, Tianfu Wang 0001, Bei Xia, Baiying Lei. isbi 2024: 1-4 [doi]

Via Multi-attention Guided UNet for Thyroid Nodule Segmentation of Ultrasound ImagesXupeng Wang, Zhuo Xiang, Xiaoyu Tian, Cheng Zhao 0003, Chuan-Ming Liu, Tianfu Wang 0001, Chong-Ke Zhao, Bai Ying Lei. embc 2024: 1-4 [doi]

DiffDGSS: Generalizable Retinal Image Segmentation with Deterministic Representation from Diffusion ModelsYingpeng Xie, Junlong Qu, Hai Xie, Tianfu Wang 0001, Baiying Lei. miccai 2024: 166-176 [doi]

Deep learning-based automatic segmentation of meningioma from T1-weighted contrast-enhanced MRI for preoperative meningioma differentiation using radiomic featuresLiping Yang, Tianfu Wang 0001, Jinling Zhang, Shi Kang, Shichuan Xu, Kezheng Wang. bmcmi, 24(1):56, December 2024. [doi]

Adaptive Context Aggregation Network With Prediction-Aware Decoding for Multimodal Brain Tumor SegmentationGuanghui Yue, Shangjie Wu, Jie Du 0001, Tianwei Zhou, Bin Jiang 0003, Tianfu Wang 0001. tim, 73:1-11, 2024. [doi]

Multi-national CT image-label pairs synthesis for COVID-19 diagnosis via few-shot generative adversarial networks adaptationJing Zhang, Yingpeng Xie, Dandan Sun, Ruidong Huang, Tianfu Wang 0001, Baiying Lei, Kuntao Chen. nca, 36(9):5007-5019, 2024. [doi]

2023

Semi-Supervised Authentically Distorted Image Quality Assessment With Consistency-Preserving Dual-Branch Convolutional Neural NetworkGuanghui Yue 0001, Di Cheng, Leida Li, Tianwei Zhou, Hantao Liu, Tianfu Wang 0001. tmm, 25:6499-6511, 2023. [doi]

Parameter-Free Similarity-Aware Attention Module for Medical Image Classification and SegmentationJie Du 0001, Kai Guan, Yanhong Zhou, Yuanman Li, Tianfu Wang 0001. tetci, 7(3):845-857, June 2023. [doi]

Coarse-Refined Consistency Learning Using Pixel-Level Features for Semi-Supervised Medical Image SegmentationJie Du 0001, Xiaoci Zhang, Peng Liu, Tianfu Wang 0001. titb, 27(8):3970-3981, August 2023. [doi]

Benchmarking Polyp Segmentation Methods in Narrow-Band Imaging Colonoscopy ImagesGuanghui Yue 0001, Guibin Zhuo, Siying Li, Tianwei Zhou, Jingfeng Du, Weiqing Yan, Jingwen Hou, Weide Liu, Tianfu Wang 0001. titb, 27(7):3360-3371, July 2023. [doi]

Perceptual Quality Assessment of Enhanced Colonoscopy Images: A Benchmark Dataset and an Objective MethodGuanghui Yue 0001, Di Cheng, Tianwei Zhou, Jingwen Hou, Weide Liu, Long Xu, Tianfu Wang 0001, Jun Cheng 0003. tcsv, 33(10):5549-5561, October 2023. [doi]

Parameter-Free Loss for Class-Imbalanced Deep Learning in Image ClassificationJie Du 0001, Yanhong Zhou, Peng Liu, Chi-Man Vong, Tianfu Wang 0001. tnn, 34(6):3234-3240, June 2023. [doi]

Dense Swin Transformer for Classification of Thyroid NodulesNamu Baima, Tianfu Wang 0001, Chong-Ke Zhao, Siping Chen, Chen Zhao, Baiying Lei. embc 2023: 1-4 [doi]

Semi-Supervised Representation Learning for Segmentation on Medical Volumes and SequencesZejian Chen, Wei Zhuo, Tianfu Wang 0001, Jun Cheng 0006, Wufeng Xue, Dong Ni 0001. tmi, 42(12):3972-3986, December 2023. [doi]

Learning Profitable NFT Image Diffusions via Multiple Visual-Policy Guided Reinforcement LearningHuiguo He, Tianfu Wang 0001, Huan Yang 0005, Jianlong Fu, Nicholas Jing Yuan, Jian Yin 0001, Hongyang Chao, Qi Zhang. mm 2023: 6831-6840 [doi]

Federated Domain Adaptation via Transformer for Multi-Site Alzheimer's Disease DiagnosisBaiying Lei, Yun Zhu, Enmin Liang, Peng Yang 0011, Shaobin Chen, Huoyou Hu, Haoran Xie 0001, Ziyi Wei, Fei Hao, Xuegang Song, Tianfu Wang 0001, Xiaohua Xiao, Shuqiang Wang, Hongbin Han. tmi, 42(12):3651-3664, December 2023. [doi]

Fused Brain Functional Connectivity Network and Edge-attention Graph Convolution Network for Fibromyalgia Syndrome DiagnosisYu Liang, Meijuan Long, Peng Yang, Tianfu Wang 0001, Juan Jiao, Baiying Lei. embc 2023: 1-5 [doi]

A Two-stage Diagnostic Framework for Post-ablation Treatment Response Assessment in Patients with Hepatocellular CarcinomaXiaoyu Tian, Simin Ruan, Zhuo Xiang, Mingde Li, Cheng Zhao, Minsi Chen, Danni He, Namu Baima, Wei Wang 0117, Siping Chen, Tianfu Wang 0001, Baiying Lei. embc 2023: 1-4 [doi]

Dual-Branch Multimodal Fusion Network for Skin Lesions Diagnosis using Clinical and Ultrasound ImageChunlun Xiao, Anqi Zhu, Chunmei Xia, Yuanlin Liu, Zifeng Qiu, Qiao Wang, Weiwei Ren, Dandan Shan, Tianfu Wang 0001, Lehang Guo, Baiying Lei. isbi 2023: 1-4 [doi]

Fundus Image-Label Pairs Synthesis and Retinopathy Screening via GANs With Class-Imbalanced Semi-Supervised LearningYingpeng Xie, Qiwei Wan, Hai Xie, Yanwu Xu 0001, Tianfu Wang 0001, Shuqiang Wang, Baiying Lei. tmi, 42(9):2714-2725, September 2023. [doi]

USBDAN: Unsupervised Scale-aware and Boundary-aware Domain Adaptive Network for Gastric Tumor SegmentationYongtao Zhang, Ning Yuan, Bing Liu, Aocai Yang, Hongwei Yu, Kuan Lv, Jixin Luan, Pianpian Hu, Haijun Lei, Tianfu Wang 0001, Guolin Ma, Baiying Lei. embc 2023: 1-4 [doi]

Graph Convolution and Self-attention Enhanced CNN with Domain Adaptation for Multi-site COVID-19 DiagnosisJing Zhang, Yiyao Liu, Baiying Lei, Dandan Sun, Ruidong Huang, Tianfu Wang 0001, Siping Chen, Kuntao Chen. embc 2023: 1-4 [doi]

Multi-national COVID-19 CT Image-label Pairs Synthesis via Few-Shot GANs AdaptationJing Zhang, Yingpeng Xie, Dandan Sun, Ruidong Huang, Tianfu Wang 0001, Baiying Lei, Kuntao Chen. isbi 2023: 1-4 [doi]

GIONet: Global information optimized network for multi-center COVID-19 diagnosis via COVID-GAN and domain adversarial strategyJing Zhang, Yiyao Liu, Baiying Lei, Dandan Sun, Siqi Wang, Changning Zhou, Xing Ding, Yang Chen, Fen Chen, Tianfu Wang 0001, Ruidong Huang, Kuntao Chen. cbm, 163:107113, September 2023. [doi]

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