LSTM-CF: Unifying Context Modeling and Fusion with LSTMs for RGB-D Scene Labeling. - Zhen Li 026; Yukang Gan; Xiaodan Liang; Yizhou Yu; Hui Cheng; Liang Lin (ECCV (2), 2016)

Protein Secondary Structure Prediction Using Cascaded Convolutional and Recurrent Neural Networks. - Zhen Li 026; Yizhou Yu (IJCAI, 2016)

RGB-D Scene Labeling with Long Short-Term Memorized Fusion Model. - Zhen Li 026; Yukang Gan; Xiaodan Liang; Yizhou Yu; Hui Cheng; Liang Lin (CoRR, 2016)

High-Resolution Shape Completion Using Deep Neural Networks for Global Structure and Local Geometry Inference. - Xiaoguang Han 001; Zhen Li 026; Haibin Huang; Evangelos Kalogerakis; Yizhou Yu (ICCV, 2017)

Folding Membrane Proteins by Deep Transfer Learning. - Zhen Li 026; Sheng Wang 001; Yizhou Yu; Jinbo Xu (RECOMB, 2017)

Predicting membrane protein contacts from non-membrane proteins by deep transfer learning. - Zhen Li 026; Sheng Wang 001; Yizhou Yu; Jinbo Xu (CoRR, 2017)

Accurate De Novo Prediction of Protein Contact Map by Ultra-Deep Learning Model. - Sheng Wang 001; Siqi Sun; Zhen Li 026; Renyu Zhang; Jinbo Xu (PLoS Comput. Biol., 2017)

WaveNano: a signal-level nanopore base-caller via simultaneous prediction of nucleotide labels and move labels through bi-directional WaveNets. - Sheng Wang 001; Zhen Li 026; Yizhou Yu; Xin Gao 001 (Quant. Biol., 2018)

Transmembrane Topology Identification by Fusing Evolutionary and Co-evolutionary Information with Cascaded Bidirectional Transformers. - Zhen Li 026; Chongming Ni; Jinbo Xu; Xin Gao 001; Shuguang Cui; Sheng Wang 001 (BCB, 2019)

Semi-Supervised Video Salient Object Detection Using Pseudo-Labels. - Pengxiang Yan; Guanbin Li; Yuan Xie 004; Zhen Li 026; Chuan Wang 001; Tianshui Chen; Liang Lin (ICCV, 2019)

3D Enhanced Multi-scale Network for Thoracic Organs Segmentation. - Qin Wang 011; Weibing Zhao; Chunhui Zhang; Liyue Zhang; Changmiao Wang; Zhen Li 026; Shuguang Cui; Guanbin Li (SegTHOR@ISBI, 2019)

Ultrasound Liver Fibrosis Diagnosis Using Multi-indicator Guided Deep Neural Networks. - Jiali Liu; Wenxuan Wang; Tianyao Guan; Ningbo Zhao; Xiaoguang Han 001; Zhen Li 026 (MLMI@MICCAI, 2019)

PointASNL: Robust Point Clouds Processing Using Nonlocal Neural Networks With Adaptive Sampling. - Xu Yan 005; Chaoda Zheng; Zhen Li 026; Sheng Wang 001; Shuguang Cui (CVPR, 2020)

Exemplar Normalization for Learning Deep Representation. - Ruimao Zhang; Zhanglin Peng; Lingyun Wu; Zhen Li 026; Ping Luo 002 (CVPR, 2020)

MetaSelection: Metaheuristic Sub-Structure Selection for Neural Network Pruning Using Evolutionary Algorithm. - Zixun Zhang; Zhen Li 026; Lin Lin 008; Na Lei; Guanbin Li; Shuguang Cui (ECAI, 2020)

Towards Content-Independent Multi-Reference Super-Resolution: Adaptive Pattern Matching and Feature Aggregation. - Xu Yan 005; Weibing Zhao; Kun Yuan 004; Ruimao Zhang; Zhen Li 026; Shuguang Cui (ECCV (25), 2020)

Progressive Abdominal Segmentation with Adaptively Hard Region Prediction and Feature Enhancement. - Qin Wang 011; Weibing Zhao; Ruimao Zhang; Zhen Li 026; Shuguang Cui (ISBI, 2020)

An Efficient Hybrid Model for Kidney Tumor Segmentation in CT Images. - Xu Yan 005; Kun Yuan 004; Weibing Zhao; Sheng Wang 001; Zhen Li 026; Shuguang Cui (ISBI, 2020)

UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation. - Yuanfeng Ji; Ruimao Zhang; Zhen Li 026; Jiamin Ren; Shaoting Zhang 001; Ping Luo 002 (MICCAI (1), 2020)

Characterizing Label Errors: Confident Learning for Noisy-Labeled Image Segmentation. - Minqing Zhang; Jiantao Gao; Zhen Lyu; Weibing Zhao; Qin Wang 011; Weizhen Ding; Sheng Wang 001; Zhen Li 026; Shuguang Cui (MICCAI (1), 2020)

Adaptive Context Selection for Polyp Segmentation. - Ruifei Zhang; Guanbin Li; Zhen Li 026; Shuguang Cui; Dahong Qian; Yizhou Yu (MICCAI (6), 2020)

JAFPro: Joint Appearance Fusion and Propagation for Human Video Motion Transfer from Multiple Reference Images. - Xianggang Yu; Haolin Liu; Xiaoguang Han 001; Zhen Li 026; Zixiang Xiong; Shuguang Cui (ACM Multimedia, 2020)

SelfText Beyond Polygon: Unconstrained Text Detection with Box Supervision and Dynamic Self-Training. - Weijia Wu 001; Enze Xie; Ruimao Zhang; Wenhai Wang; Guan Pang; Zhen Li 026; Hong Zhou; Ping Luo 002 (CoRR, 2020)

PSSM-Distil: Protein Secondary Structure Prediction (PSSP) on Low-Quality PSSM by Knowledge Distillation with Contrastive Learning. - Qin Wang 011; Boyuan Wang; Zhenlei Xu; Jiaxiang Wu 001; Peilin Zhao; Zhen Li 026; Sheng Wang 001; Junzhou Huang; Shuguang Cui (AAAI, 2021)

Sparse Single Sweep LiDAR Point Cloud Segmentation via Learning Contextual Shape Priors from Scene Completion. - Xu Yan 005; Jiantao Gao; Jie Li 002; Ruimao Zhang; Zhen Li 026; Rui Huang; Shuguang Cui (AAAI, 2021)

Shallow Feature Matters for Weakly Supervised Object Localization. - Jun Wei 006; Qin Wang 011; Zhen Li 026; Sheng Wang 001; S. Kevin Zhou; Shuguang Cui (CVPR, 2021)

InstanceRefer: Cooperative Holistic Understanding for Visual Grounding on Point Clouds through Instance Multi-level Contextual Referring. - Zhihao Yuan; Xu Yan 005; Yinghong Liao; Ruimao Zhang; Sheng Wang 001; Zhen Li 026; Shuguang Cui (ICCV, 2021)

Box-Aware Feature Enhancement for Single Object Tracking on Point Clouds. - Chaoda Zheng; Xu Yan 005; Jiantao Gao; Weibing Zhao; Wei Zhang 001; Zhen Li 026; Shuguang Cui (ICCV, 2021)

Adaptive Residue-wise Profile Fusion for Low Homologous Protein Secondary Structure Prediction Using External Knowledge. - Qin Wang 011; Jun Wei 006; Boyuan Wang; Zhen Li 026; Sheng Wang 001; Shuguang Cui (IJCAI, 2021)

PointLIE: Locally Invertible Embedding for Point Cloud Sampling and Recovery. - Weibing Zhao; Xu Yan 005; Jiantao Gao; Ruimao Zhang; Jiayan Zhang; Zhen Li 026; Song Wu; Shuguang Cui (IJCAI, 2021)

Multi-Modal Active Learning For Automatic Liver Fibrosis Diagnosis Based On Ultrasound Shear Wave Elastography. - Lufei Gao; Ruisong Zhou; Changfeng Dong; Cheng Feng; Zhen Li 026; Xiang Wan; Li Liu 036 (ISBI, 2021)

Geometric Morphology Based Irrelevant Vessels Removal For Accurate Coronary Artery Segmentation. - Qin Wang 011; Weibing Zhao; Xu Yan 005; Hui Che; Kunlin Ye; Yingfeng Lu; Zhen Li 026; Shuguang Cui (ISBI, 2021)

Multi-compound Transformer for Accurate Biomedical Image Segmentation. - Yuanfeng Ji; Ruimao Zhang; Huijie Wang; Zhen Li 026; Lingyun Wu; Shaoting Zhang 001; Ping Luo 002 (MICCAI (1), 2021)

Colorectal Polyp Classification from White-Light Colonoscopy Images via Domain Alignment. - Qin Wang 011; Hui Che; Weizhen Ding; Li Xiang; Guanbin Li; Zhen Li 026; Shuguang Cui (MICCAI (7), 2021)

Shallow Attention Network for Polyp Segmentation. - Jun Wei 006; Yiwen Hu 001; Ruimao Zhang; Zhen Li 026; S. Kevin Zhou; Shuguang Cui (MICCAI (1), 2021)

InstanceRefer: Cooperative Holistic Understanding for Visual Grounding on Point Clouds through Instance Multi-level Contextual Referring. - Zhihao Yuan; Xu Yan 005; Yinghong Liao; Ruimao Zhang; Zhen Li 026; Shuguang Cui (CoRR, 2021)

Don't Take It Literally: An Edit-Invariant Sequence Loss for Text Generation. - Guangyi Liu 005; Zichao Yang; Tianhua Tao; Xiaodan Liang; Zhen Li 026; Bowen Zhou 001; Shuguang Cui; Zhiting Hu (CoRR, 2021)

Adaptive Residue-wise Profile Fusion for Low Homologous Protein SecondaryStructure Prediction Using External Knowledge. - Qin Wang 011; Jun Wei 006; Boyuan Wang; Zhen Li 026; Sheng Wang 001; Shuguang Cui (CoRR, 2021)

CLEVR3D: Compositional Language and Elementary Visual Reasoning for Question Answering in 3D Real-World Scenes. - Xu Yan 005; Zhihao Yuan; Yuhao Du; Yinghong Liao; Yao Guo 002; Zhen Li 026; Shuguang Cui (CoRR, 2021)

Medical-VLBERT: Medical Visual Language BERT for COVID-19 CT Report Generation With Alternate Learning. - Guangyi Liu 005; Yinghong Liao; Fuyu Wang; Bin Zhang; Lu Zhang 051; Xiaodan Liang; Xiang Wan; Shaolin Li; Zhen Li 026; Shuixing Zhang; Shuguang Cui (IEEE Trans. Neural Networks Learn. Syst., 2021)

Contact-Distil: Boosting Low Homologous Protein Contact Map Prediction by Self-Supervised Distillation. - Qin Wang 011; Jiayang Chen; Yuzhe Zhou; Yu Li 006; Liangzhen Zheng; Sheng Wang 001; Zhen Li 026; Shuguang Cui (AAAI, 2022)

APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical Segmentation. - Yuncheng Jiang; Zixun Zhang; Shixi Qin; Yao Guo 002; Zhen Li 026; Shuguang Cui (ACCV (6), 2022)

Graph Enhanced Contrastive Learning for Radiology Findings Summarization. - Jinpeng Hu; Zhuo Li; Zhihong Chen; Zhen Li 026; Xiang Wan; Tsung-Hui Chang (ACL (1), 2022)

X -Trans2Cap: Cross-Modal Knowledge Transfer using Transformer for 3D Dense Captioning. - Zhihao Yuan; Xu Yan 005; Yinghong Liao; Yao Guo 002; Guanbin Li; Shuguang Cui; Zhen Li 026 (CVPR, 2022)

Beyond 3D Siamese Tracking: A Motion-Centric Paradigm for 3D Single Object Tracking in Point Clouds. - Chaoda Zheng; Xu Yan 005; Haiming Zhang 001; Baoyuan Wang; Shenghui Cheng; Shuguang Cui; Zhen Li 026 (CVPR, 2022)

Weakly Supervised Object Localization Through Inter-class Feature Similarity and Intra-class Appearance Consistency. - Jun Wei 006; Sheng Wang 001; S. Kevin Zhou; Shuguang Cui; Zhen Li 026 (ECCV (30), 2022)

2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds. - Xu Yan 005; Jiantao Gao; Chaoda Zheng; Chao Zheng; Ruimao Zhang; Shuguang Cui; Zhen Li 026 (ECCV (28), 2022)

Toward Clinically Assisted Colorectal Polyp Recognition via Structured Cross-Modal Representation Consistency. - Weijie Ma; Ye Zhu; Ruimao Zhang; Jie Yang; Yiwen Hu 001; Zhen Li 026; Li Xiang (MICCAI (3), 2022)

BoxPolyp: Boost Generalized Polyp Segmentation Using Extra Coarse Bounding Box Annotations. - Jun Wei 006; Yiwen Hu 001; Guanbin Li; Shuguang Cui; S. Kevin Zhou; Zhen Li 026 (MICCAI (3), 2022)

Semi-supervised Spatial Temporal Attention Network for Video Polyp Segmentation. - Xinkai Zhao; Zhenhua Wu; Shuangyi Tan; De-Jun Fan; Zhen Li 026; Xiang Wan; Guanbin Li (MICCAI (4), 2022)

Don't Take It Literally: An Edit-Invariant Sequence Loss for Text Generation. - Guangyi Liu 005; Zichao Yang; Tianhua Tao; Xiaodan Liang; Junwei Bao 001; Zhen Li 026; Xiaodong He 001; Shuguang Cui; Zhiting Hu (NAACL-HLT, 2022)

Let Images Give You More: Point Cloud Cross-Modal Training for Shape Analysis. - Xu Yan 005; Heshen Zhan; Chaoda Zheng; Jiantao Gao; Ruimao Zhang; Shuguang Cui; Zhen Li 026 (NeurIPS, 2022)

AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation. - Yuanfeng Ji; Haotian Bai; Chongjian Ge; Jie Yang; Ye Zhu; Ruimao Zhang; Zhen Li 026; Lingyan Zhang; Wanling Ma; Xiang Wan; Ping Luo 002 (NeurIPS, 2022)

Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning. - Ziyi Zhang; Weikai Chen 001; Hui Cheng; Zhen Li 026; Siyuan Li; Liang Lin; Guanbin Li (NeurIPS, 2022)

Prior knowledge facilitates low homologous protein secondary structure prediction with DSM distillation. - Qin Wang 011; Jun Wei 006; Yuzhe Zhou; Mingzhi Lin; Ruobing Ren; Sheng Wang 001; Shuguang Cui; Zhen Li 026 (Bioinform., 2022)

Transformer based tooth classification from cone-beam computed tomography for dental charting. - Shen Gao; Xuguang Li; Xin Li; Zhen Li 026; Yongqiang Deng (Comput. Biol. Medicine, 2022)

CowClip: Reducing CTR Prediction Model Training Time from 12 hours to 10 minutes on 1 GPU. - Zangwei Zheng; Pengtai Xu; Xuan Zou; Da Tang; Zhen Li 026; Chenguang Xi; Peng Wu; Leqi Zou; Yijie Zhu; Ming Chen; Xiangzhuo Ding; Fuzhao Xue; et al. (CoRR, 2022)

Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency. - Jie Yang; Ruimao Zhang; Chaoqun Wang 012; Zhen Li 026; Xiang Wan; Lingyan Zhang (CoRR, 2022)

Toward Explainable and Fine-Grained 3D Grounding through Referring Textual Phrases. - Zhihao Yuan; Xu Yan 005; Zhuo Li; Xuhao Li; Yao Guo 002; Shuguang Cui; Zhen Li 026 (CoRR, 2022)

2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds. - Xu Yan 005; Jiantao Gao; Chaoda Zheng; Chao Zheng; Ruimao Zhang; Shenghui Cui; Zhen Li 026 (CoRR, 2022)

Composable Text Control Operations in Latent Space with Ordinary Differential Equations. - Guangyi Liu 005; Zeyu Feng; Yuan Gao; Zichao Yang; Xiaodan Liang; Junwei Bao 001; Xiaodong He 001; Shuguang Cui; Zhen Li 026; Zhiting Hu (CoRR, 2022)

M^2-3DLaneNet: Multi-Modal 3D Lane Detection. - Yueru Luo; Xu Yan 005; Chaoda Zheng; Chao Zheng; Shuqi Mei; Tang Kun; Shuguang Cui; Zhen Li 026 (CoRR, 2022)

Robust Unsupervised Cross-Lingual Word Embedding using Domain Flow Interpolation. - Liping Tang; Zhen Li 026; Zhiquan Luo; Helen Meng (CoRR, 2022)

PointSite: A Point Cloud Segmentation Tool for Identification of Protein Ligand Binding Atoms. - Xu Yan 005; Yingfeng Lu; Zhen Li 026; Qing Wei; Xin Gao 001; Sheng Wang 001; Song Wu; Shuguang Cui (J. Chem. Inf. Model., 2022)

VQAMix: Conditional Triplet Mixup for Medical Visual Question Answering. - Haifan Gong; Guanqi Chen; Mingzhi Mao; Zhen Li 026; Guanbin Li (IEEE Trans. Medical Imaging, 2022)

Geometry-Aware Network for Domain Adaptive Semantic Segmentation. - Yinghong Liao; Wending Zhou; Xu Yan 005; Zhen Li 026; Yizhou Yu; Shuguang Cui (AAAI, 2023)

CowClip: Reducing CTR Prediction Model Training Time from 12 Hours to 10 Minutes on 1 GPU. - Zangwei Zheng; Pengtai Xu; Xuan Zou; Da Tang; Zhen Li 026; Chenguang Xi; Peng Wu; Leqi Zou; Yijie Zhu; Ming Chen; Xiangzhuo Ding; Fuzhao Xue; et al. (AAAI, 2023)

ScribblePolyp: Scribble-Supervised Polyp Segmentation through Dual Consistency Alignment. - Zixun Zhang; Yuncheng Jiang; Jun Wei 006; Hannah Cui; Zhen Li 026 (BIBM, 2023)

Exploring the Effect of Primitives for Compositional Generalization in Vision-and-Language. - Chuanhao Li 001; Zhen Li 026; Chenchen Jing; Yunde Jia; Yuwei Wu 001 (CVPR, 2023)

Semantic Human Parsing via Scalable Semantic Transfer Over Multiple Label Domains. - Jie Yang; Chaoqun Wang 012; Zhen Li 026; Junle Wang; Ruimao Zhang (CVPR, 2023)

BEV@DC: Bird's-Eye View Assisted Training for Depth Completion. - Wending Zhou; Xu Yan 005; Yinghong Liao; Yuankai Lin; Jin Huang; Gangming Zhao; Shuguang Cui; Zhen Li 026 (CVPR, 2023)

Composable Text Controls in Latent Space with ODEs. - Guangyi Liu 005; Zeyu Feng; Yuan Gao; Zichao Yang; Xiaodan Liang; Junwei Bao 001; Xiaodong He 001; Shuguang Cui; Zhen Li 026; Zhiting Hu (EMNLP, 2023)

LATR: 3D Lane Detection from Monocular Images with Transformer. - Yueru Luo; Chaoda Zheng; Xu Yan 005; Tang Kun; Chao Zheng; Shuguang Cui; Zhen Li 026 (ICCV, 2023)

SupFusion: Supervised LiDAR-Camera Fusion for 3D Object Detection. - Yiran Qin; Chaoqun Wang 012; Zijian Kang; Ningning Ma; Zhen Li 026; Ruimao Zhang (ICCV, 2023)

SkeletonMAE: Graph-based Masked Autoencoder for Skeleton Sequence Pre-training. - Hong Yan 004; Yang Liu 267; Yushen Wei; Zhen Li 026; Guanbin Li; Liang Lin (ICCV, 2023)

RankMatch: Fostering Confidence and Consistency in Learning with Noisy Labels. - Ziyi Zhang; Weikai Chen 001; Chaowei Fang; Zhen Li 026; Lechao Chen; Liang Lin; Guanbin Li (ICCV, 2023)

EasyGaze3D: Towards Effective and Flexible 3D Gaze Estimation from a Single RGB Camera. - Jinkai Li; Jianxin Yang; Yuxuan Liu 013; Zhen Li 026; Guang-Zhong Yang; Yao Guo 002 (IROS, 2023)

ArSDM: Colonoscopy Images Synthesis with Adaptive Refinement Semantic Diffusion Models. - Yuhao Du; Yuncheng Jiang; Shuangyi Tan; Xusheng Wu; Qi Dou 001; Zhen Li 026; Guanbin Li; Xiang Wan (MICCAI (2), 2023)

YONA: You Only Need One Adjacent Reference-Frame for Accurate and Fast Video Polyp Detection. - Yuncheng Jiang; Zixun Zhang; Ruimao Zhang; Guanbin Li; Shuguang Cui; Zhen Li 026 (MICCAI (5), 2023)

WeakPolyp: You only Look Bounding Box for Polyp Segmentation. - Jun Wei 006; Yiwen Hu 001; Shuguang Cui; S. Kevin Zhou; Zhen Li 026 (MICCAI (3), 2023)

Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency. - Jie Yang; Ye Zhu; Chaoqun Wang 012; Zhen Li 026; Ruimao Zhang (MIDL, 2023)

CPU: Codebook Lookup Transformer with Knowledge Distillation for Point Cloud Upsampling. - Weibing Zhao; Haiming Zhang 001; Chaoda Zheng; Xu Yan 005; Shuguang Cui; Zhen Li 026 (ACM Multimedia, 2023)

Benchmarking the Robustness of LiDAR Semantic Segmentation Models. - Xu Yan 005; Chaoda Zheng; Zhen Li 026; Shuguang Cui; Dengxin Dai (CoRR, 2023)

Hierarchical Weight Averaging for Deep Neural Networks. - Xiaozhe Gu; Zixun Zhang; Yuncheng Jiang; Tao Luo 005; Ruimao Zhang; Shuguang Cui; Zhen Li 026 (CoRR, 2023)

SR-OOD: Out-of-Distribution Detection via Sample Repairing. - Rui Sun; Andi Zhang 001; Haiming Zhang 001; Yao Zhu; Ruimao Zhang; Zhen Li 026 (CoRR, 2023)

GSmoothFace: Generalized Smooth Talking Face Generation via Fine Grained 3D Face Guidance. - Haiming Zhang 001; Zhihao Yuan; Chaoda Zheng; Xu Yan 005; Baoyuan Wang; Guanbin Li; Song Wu; Shuguang Cui; Zhen Li 026 (CoRR, 2023)

VQA4CIR: Boosting Composed Image Retrieval with Visual Question Answering. - Chun-Mei Feng 001; Yang Bai; Tao Luo 014; Zhen Li 026; Salman Khan 001; Wangmeng Zuo; Xinxing Xu; Rick Siow Mong Goh; Yong Liu 026 (CoRR, 2023)

CholecTriplet2021: A benchmark challenge for surgical action triplet recognition. - Chinedu Innocent Nwoye; Deepak Alapatt; Tong Yu 009; Armine Vardazaryan; Fangfang Xia; Zixuan Zhao; Tong Xia; Fucang Jia; Yuxuan Yang; Hao Wang 081; Derong Yu; Guoyan Zheng; et al. (Medical Image Anal., 2023)

NG-NAS: Node growth neural architecture search for 3D medical image segmentation. - Shixi Qin; Zixun Zhang; Yuncheng Jiang; Shuguang Cui; Shenghui Cheng; Zhen Li 026 (Comput. Medical Imaging Graph., 2023)

SAVAnet: Surgical Action-Driven Visual Attention Network for Autonomous Endoscope Control. - Huxin Gao; Weichen Fan; Liang Qiu 002; Xiaoxiao Yang; Zhen Li 026; Xiuli Zuo; Yanqing Li; Max Q.-H. Meng; Hongliang Ren 001 (IEEE Trans Autom. Sci. Eng., 2023)

CrossBind: Collaborative Cross-Modal Identification of Protein Nucleic-Acid-Binding Residues. - Linglin Jing; Sheng Xu; Yifan Wang 008; Yuzhe Zhou; Tao Shen; Zhigang Ji; Hui Fang 003; Zhen Li 026; Siqi Sun (AAAI, 2024)

X4D-SceneFormer: Enhanced Scene Understanding on 4D Point Cloud Videos through Cross-Modal Knowledge Transfer. - Linglin Jing; Ying Xue 003; Xu Yan 005; Chaoda Zheng; Dong Wang 028; Ruimao Zhang; Zhigang Wang 002; Hui Fang 003; Bin Zhao 001; Zhen Li 026 (AAAI, 2024)

WeakPCSOD: Overcoming the Bias of Box Annotations for Weakly Supervised Point Cloud Salient Object Detection. - Jun Wei 006; S. Kevin Zhou; Shuguang Cui; Zhen Li 026 (AAAI, 2024)

RadOcc: Learning Cross-Modality Occupancy Knowledge through Rendering Assisted Distillation. - Haiming Zhang 001; Xu Yan 005; Dongfeng Bai; Jiantao Gao; Pan Wang; Bingbing Liu; Shuguang Cui; Zhen Li 026 (AAAI, 2024)

MixPolyp: Integrating Mask, Box and Scribble Supervision for Enhanced Polyp Segmentation. - Yiwen Hu 001; Jun Wei 006; Yuncheng Jiang; Haoyang Li; Shuguang Cui; Zhen Li 026; Song Wu (BIBM, 2024)

Let Video Teaches You More: Video-to-Image Knowledge Distillation using Detection TRansformer for Medical Video Lesion Detection. - Yuncheng Jiang; Zixun Zhang; Jun Wei 006; Chun-Mei Feng 001; Guanbin Li; Xiang Wan; Shuguang Cui; Zhen Li 026 (BIBM, 2024)

Visual Programming for Zero-Shot Open-Vocabulary 3D Visual Grounding. - Zhihao Yuan; Jinke Ren; Chun-Mei Feng 001; Hengshuang Zhao; Shuguang Cui; Zhen Li 026 (CVPR, 2024)

Compositional Substitutivity of Visual Reasoning for Visual Question Answering. - Chuanhao Li 001; Zhen Li 026; Chenchen Jing; Yuwei Wu 001; Mingliang Zhai; Yunde Jia (ECCV (48), 2024)

MonoTTA: Fully Test-Time Adaptation for Monocular 3D Object Detection. - Hongbin Lin; Yifan Zhang 004; Shuaicheng Niu; Shuguang Cui; Zhen Li 026 (ECCV (44), 2024)

In-Context Compositional Generalization for Large Vision-Language Models. - Chuanhao Li 001; Chenchen Jing; Zhen Li 026; Mingliang Zhai; Yuwei Wu 001; Yunde Jia (EMNLP, 2024)

DV-3DLane: End-to-end Multi-modal 3D Lane Detection with Dual-view Representation. - Yueru Luo; Shuguang Cui; Zhen Li 026 (ICLR, 2024)

Unified Generation, Reconstruction, and Representation: Generalized Diffusion with Adaptive Latent Encoding-Decoding. - Guangyi Liu 005; Yu Wang 170; Zeyu Feng; Qiyu Wu 001; Liping Tang; Yuan Gao; Zhen Li 026; Shuguang Cui; Julian J. McAuley; Zichao Yang; Eric P. Xing; Zhiting Hu (ICML, 2024)

Chained Flexible Capsule Endoscope: Unraveling the Conundrum of Size Limitations and Functional Integration for Gastrointestinal Transitivity. - Sishen Yuan; Guang Li; Baijia Liang; Lailu Li; Qingzhuo Zheng; Shuang Song 002; Zhen Li 026; Hongliang Ren 001 (ICRA, 2024)

Magnetic-Guided Flexible Origami Robot toward Long-Term Phototherapy of H. pylori in the Stomach. - Sishen Yuan; Baijia Liang; Po Wa Wong; Mingjing Xu; Chi Hsuan Li; Zhen Li 026; Hongliang Ren 001 (ICRA, 2024)

Generalize Polyp Segmentation Via Inpainting Across Diverse Backgrounds and Pseudo-Mask Refinement. - Jiajian Ma; Fangqi Lu; Silin Huang; Song Wu; Zhen Li 026 (ISBI, 2024)

ColonCLIP: An Adaptable Prompt-Driven Multi-Modal Strategy for Colonoscopy Image Diagnosis. - Shuangyi Tan; Yinqi Cai; Xutao Lin; Wei Qi; Zhen Li 026; Xiang Wan; Guanbin Li (ISBI, 2024)

Enrichment, Borrowing, And Mining: A Data-Driven Approach To Colonoscopic Lesion Classification. - Shuangyi Tan; Yuhao Du; Zhenhua Wu; Dejun Fan; Xutao Lin; Zhen Li 026; Xiang Wan; Guanbin Li (ISBI, 2024)

EndoUIC: Promptable Diffusion Transformer for Unified Illumination Correction in Capsule Endoscopy. - Long Bai 008; Tong Chen; Qiaozhi Tan; Wan Jun Nah; Yanheng Li; Zhicheng He 010; Sishen Yuan; Zhen Chen 018; Jinlin Wu; Mobarakol Islam; Zhen Li 026; Hongbin Liu 001; et al. (MICCAI (7), 2024)

Towards a Benchmark for Colorectal Cancer Segmentation in Endorectal Ultrasound Videos: Dataset and Model Development. - Yuncheng Jiang; Yiwen Hu 001; Zixun Zhang; Jun Wei 006; Chun-Mei Feng 001; Xuemei Tang; Xiang Wan; Yong Liu 026; Shuguang Cui; Zhen Li 026 (MICCAI (8), 2024)

SearchLVLMs: A Plug-and-Play Framework for Augmenting Large Vision-Language Models by Searching Up-to-Date Internet Knowledge. - Chuanhao Li 001; Zhen Li 026; Chenchen Jing; Shuo Liu; Wenqi Shao; Yuwei Wu 001; Ping Luo 002; Yu Qiao 001; Kaipeng Zhang (NeurIPS, 2024)

Towards Flexible 3D Perception: Object-Centric Occupancy Completion Augments 3D Object Detection. - Chaoda Zheng; Feng Wang 018; Naiyan Wang; Shuguang Cui; Zhen Li 026 (NeurIPS, 2024)

Atom-ProteinQA: Atom-level protein model quality assessment through fine-grained joint learning. - Yatong Han; Yingfeng Lu; Xu Yan 005; Hannah Cui; Shenghui Cheng; Jiayou Zheng; Yuzhe Zhou; Sheng Wang 001; Zhen Li 026 (Comput. Methods Programs Biomed., 2024)

Forging Vision Foundation Models for Autonomous Driving: Challenges, Methodologies, and Opportunities. - Xu Yan 005; Haiming Zhang 001; Yingjie Cai; Jingming Guo; Weichao Qiu; Bin Gao; Kaiqiang Zhou; Yue Zhao; Huan Jin; Jiantao Gao; Zhen Li 026; Lihui Jiang; et al. (CoRR, 2024)

GauU-Scene: A Scene Reconstruction Benchmark on Large Scale 3D Reconstruction Dataset Using Gaussian Splatting. - Butian Xiong; Zhuo Li; Zhen Li 026 (CoRR, 2024)

Generating, Reconstructing, and Representing Discrete and Continuous Data: Generalized Diffusion with Learnable Encoding-Decoding. - Guangyi Liu 005; Yu Wang 170; Zeyu Feng; Qiyu Wu 001; Liping Tang; Yuan Gao; Zhen Li 026; Shuguang Cui; Julian J. McAuley; Eric P. Xing; Zichao Yang; Zhiting Hu (CoRR, 2024)

GauU-Scene V2: Assessing the Reliability of Image-Based Metrics with Expansive Lidar Image Dataset Using 3DGS and NeRF. - Butian Xiong; Nanjun Zheng; Junhua Liu; Zhen Li 026 (CoRR, 2024)

Extracting Clean and Balanced Subset for Noisy Long-tailed Classification. - Zhuo Li; He Zhao 001; Zhen Li 026; Tongliang Liu; Dandan Guo; Xiang Wan (CoRR, 2024)

Instance-free Text to Point Cloud Localization with Relative Position Awareness. - Lichao Wang; Zhihao Yuan; Jinke Ren; Shuguang Cui; Zhen Li 026 (CoRR, 2024)

UDKAG: Augmenting Large Vision-Language Models with Up-to-Date Knowledge. - Chuanhao Li 001; Zhen Li 026; Chenchen Jing; Shuo Liu; Wenqi Shao; Yuwei Wu 001; Ping Luo 002; Yu Qiao 001; Kaipeng Zhang (CoRR, 2024)

SA-GS: Semantic-Aware Gaussian Splatting for Large Scene Reconstruction with Geometry Constrain. - Butian Xiong; Xiaoyu Ye; Tze Ho Elden Tse; Kai Han; Shuguang Cui; Zhen Li 026 (CoRR, 2024)

Fully Test-Time Adaptation for Monocular 3D Object Detection. - Hongbin Lin; Yifan Zhang 004; Shuaicheng Niu; Shuguang Cui; Zhen Li 026 (CoRR, 2024)

CoPESD: A Multi-Level Surgical Motion Dataset for Training Large Vision-Language Models to Co-Pilot Endoscopic Submucosal Dissection. - Guankun Wang; Han Xiao 010; Huxin Gao; Renrui Zhang; Long Bai 008; Xiaoxiao Yang; Zhen Li 026; Hongsheng Li 001; Hongliang Ren 001 (CoRR, 2024)

Privacy-Preserving Federated Foundation Model for Generalist Ultrasound Artificial Intelligence. - Yuncheng Jiang; Chun-Mei Feng 001; Jinke Ren; Jun Wei 006; Zixun Zhang; Yiwen Hu 001; Yunbi Liu; Rui Sun; Xuemei Tang; Juan Du; Xiang Wan; Yong Xu 001; et al. (CoRR, 2024)

D2-World: An Efficient World Model through Decoupled Dynamic Flow. - Haiming Zhang 001; Xu Yan 005; Ying Xue 003; Zixuan Guo; Shuguang Cui; Zhen Li 026; Bingbing Liu (CoRR, 2024)

PDZSeg: Adapting the Foundation Model for Dissection Zone Segmentation with Visual Prompts in Robot-assisted Endoscopic Submucosal Dissection. - Mengya Xu; Wenjin Mo; Guankun Wang; Huxin Gao; An Wang 007; Zhen Li 026; Xiaoxiao Yang; Hongliang Ren 001 (CoRR, 2024)

ETSM: Automating Dissection Trajectory Suggestion and Confidence Map-Based Safety Margin Prediction for Robot-assisted Endoscopic Submucosal Dissection. - Mengya Xu; Wenjin Mo; Guankun Wang; Huxin Gao; An Wang 007; Long Bai 008; Chaoyang Lyu; Xiaoxiao Yang; Zhen Li 026; Hongliang Ren 001 (CoRR, 2024)

An Efficient Occupancy World Model via Decoupled Dynamic Flow and Image-assisted Training. - Haiming Zhang 001; Ying Xue 003; Xu Yan 005; Jiacheng Zhang; Weichao Qiu; Dongfeng Bai; Bingbing Liu; Shuguang Cui; Zhen Li 026 (CoRR, 2024)

Adaptive Pruning for Large Language Models with Structural Importance Awareness. - Haotian Zheng; Jinke Ren; Yushan Sun; Ruichen Zhang; Wenbo Zhang; Zhen Li 026; Dusit Niyato; Shuguang Cui; Yatong Han (CoRR, 2024)

V2-SfMLearner: Learning Monocular Depth and Ego-motion for Multimodal Wireless Capsule Endoscopy. - Long Bai 008; Beilei Cui; Liangyu Wang; Yanheng Li; Shilong Yao; Sishen Yuan; Yanan Wu; Yang Zhang 053; Max Q.-H. Meng; Zhen Li 026; Weiping Ding 001; Hongliang Ren 001 (CoRR, 2024)

Self-reconstruction network for fine-grained few-shot classification. - Xiaoxu Li; Zhen Li 026; Jiyang Xie 001; Xiaochen Yang; Jing-Hao Xue; Zhanyu Ma (Pattern Recognit., 2024)

An Effective Motion-Centric Paradigm for 3D Single Object Tracking in Point Clouds. - Chaoda Zheng; Xu Yan 005; Haiming Zhang 001; Baoyuan Wang; Shenghui Cheng; Shuguang Cui; Zhen Li 026 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Benchmarking the Robustness of LiDAR Semantic Segmentation Models. - Xu Yan 005; Chaoda Zheng; Ying Xue 003; Zhen Li 026; Shuguang Cui; Dengxin Dai (Int. J. Comput. Vis., 2024)

ECC-PolypDet: Enhanced CenterNet With Contrastive Learning for Automatic Polyp Detection. - Yuncheng Jiang; Zixun Zhang; Yiwen Hu 001; Guanbin Li; Xiang Wan; Song Wu; Shuguang Cui; Silin Huang; Zhen Li 026 (IEEE J. Biomed. Health Informatics, 2024)

Hierarchical Weight Averaging for Deep Neural Networks. - Xiaozhe Gu; Zixun Zhang; Yuncheng Jiang; Tao Luo 014; Ruimao Zhang; Shuguang Cui; Zhen Li 026 (IEEE Trans. Neural Networks Learn. Syst., 2024)

A Wearable, Reconfigurable, and Modular Magnetic Tracking System for Wireless Capsule Robots. - Shijian Su; Sishen Yuan; Zhen Li 026; Yan Ma; Miaomiao Ma; Hongliang Ren 001 (IEEE Trans. Ind. Informatics, 2024)

Adversarial Sample Synthesis for Visual Question Answering. - Chuanhao Li 001; Chenchen Jing; Zhen Li 026; Yuwei Wu 001; Yunde Jia (ACM Trans. Multim. Comput. Commun. Appl., 2024)

Comprehensive Visual Question Answering on Point Clouds through Compositional Scene Manipulation. - Xu Yan 005; Zhihao Yuan; Yuhao Du; Yinghong Liao; Yao Guo 002; Shuguang Cui; Zhen Li 026 (IEEE Trans. Vis. Comput. Graph., 2024)

VQA4CIR: Boosting Composed Image Retrieval with Visual Question Answering. - Chun-Mei Feng 001; Yang Bai; Tao Luo 014; Zhen Li 026; Salman H. Khan 001; Wangmeng Zuo; Rick Siow Mong Goh; Yong Liu 026 (AAAI, 2025)

Consistency of Compositional Generalization Across Multiple Levels. - Chuanhao Li 001; Zhen Li 026; Chenchen Jing; Xiaomeng Fan; Wenbo Ye; Yuwei Wu 001; Yunde Jia (AAAI, 2025)

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning. - Yiming Yang; Yueru Luo; Bingkun He; Erlong Li; Zhipeng Cao 002; Chao Zheng; Shuqi Mei; Zhen Li 026 (AAAI, 2025)

VisionPAD: A Vision-Centric Pre-training Paradigm for Autonomous Driving. - Haiming Zhang 001; Wending Zhou; Yiyao Zhu; Xu Yan 005; Jiantao Gao; Dongfeng Bai; Yingjie Cai; Bingbing Liu; Shuguang Cui; Zhen Li 026 (CVPR, 2025)

DriveGEN: Generalized and Robust 3D Detection in Driving via Controllable Text-to-Image Diffusion Generation. - Hongbin Lin; Zilu Guo; Yifan Zhang 004; Shuaicheng Niu; Yafeng Li; Ruimao Zhang; Shuguang Cui; Zhen Li 026 (CVPR, 2025)

DSPNet: Dual-vision Scene Perception for Robust 3D Question Answering. - Jingzhou Luo; Yang Liu 267; Weixing Chen; Zhen Li 026; Yaowei Wang; Guanbin Li; Liang Lin (CVPR, 2025)

Empowering Large Language Models with 3D Situation Awareness. - Zhihao Yuan; Yibo Peng; Jinke Ren; Yinghong Liao; Yatong Han; Chun-Mei Feng 001; Hengshuang Zhao; Guanbin Li; Shuguang Cui; Zhen Li 026 (CVPR, 2025)

MARIO: A Mixed Annotation Framework for Polyp Segmentation. - Haoyang Li; Yiwen Hu 001; Jun Wei 006; Zhen Li 026 (ISBI, 2025)

Position: Prospective of Autonomous Driving - Multimodal LLMs, World Models, Embodied Intelligence, AI Alignment, and Mamba. - Yunsheng Ma; Wenqian Ye; Can Cui; Haiming Zhang 001; Shuo Xing; Fucai Ke; Jinhong Wang; Chenglin Miao; Jintai Chen; Hamid Rezatofighi; Zhen Li 026; Guangtao Zheng; et al. (WACV (Workshops), 2025)

Boost Protein Language Model with Injected Structure Information Through Parameter Efficient Fine-tuning. - Zixun Zhang; Yuzhe Zhou; Jiayou Zheng; Chun-Mei Feng 001; Shuguang Cui; Sheng Wang 014; Zhen Li 026 (Comput. Biol. Medicine, 2025)

Self-randomized focuses effectively boost metric-based few-shot classifiers. - Zhen Li 026; Zhongyuan Liu; Dongliang Chang; Aneeshan Sain; Xiaoxu Li; Zhanyu Ma; Jing-Hao Xue; Yi-Zhe Song (Pattern Recognit., 2025)

V²-SfMLearner: Learning Monocular Depth and Ego-Motion for Multimodal Wireless Capsule Endoscopy. - Long Bai 008; Beilei Cui; Liangyu Wang; Yanheng Li; Shilong Yao; Sishen Yuan; Yanan Wu; Yang Zhang 053; Max Q.-H. Meng; Zhen Li 026; Weiping Ding 001; Hongliang Ren 001 (IEEE Trans Autom. Sci. Eng., 2025)

IMAGINE-E: Image Generation Intelligence Evaluation of State-of-the-art Text-to-Image Models. - Jiayi Lei; Renrui Zhang; Xiangfei Hu; Weifeng Lin; Zhen Li 026; Wenjian Sun; Ruoyi Du; Le Zhuo; Zhongyu Li 002; Xinyue Li 001; Shitian Zhao; Ziyu Guo; et al. (CoRR, 2025)

Advancing Dense Endoscopic Reconstruction with Gaussian Splatting-driven Surface Normal-aware Tracking and Mapping. - Yiming Huang; Beilei Cui; Long Bai 008; Zhen Chen 018; Jinlin Wu; Zhen Li 026; Hongbin Liu 001; Hongliang Ren 001 (CoRR, 2025)

OpenFly: A Versatile Toolchain and Large-scale Benchmark for Aerial Vision-Language Navigation. - Yunpeng Gao; Chenhui Li; Zhongrui You; Junli Liu; Zhen Li 026; Pengan Chen; Qizhi Chen; Zhonghan Tang; Liansheng Wang; Penghui Yang; Yiwen Tang; Yuhang Tang; et al. (CoRR, 2025)

Highlighted Diffusion Model as Plug-In Priors for Polyp Segmentation. - Yuhao Du; Yuncheng Jiang; Shuangyi Tan; Si-Qi Liu 003; Zhen Li 026; Guanbin Li; Xiang Wan (IEEE J. Biomed. Health Informatics, 2025)

CLEA: Closed-Loop Embodied Agent for Enhancing Task Execution in Dynamic Environments. - Mingcong Lei; Ge Wang; Yiming Zhao; Zhixin Mai; Qing Zhao; Yao Guo 002; Zhen Li 026; Shuguang Cui; Yatong Han; Jinke Ren (CoRR, 2025)

PiSA: A Self-Augmented Data Engine and Training Strategy for 3D Understanding with Large Models. - Zilu Guo; Hongbin Lin; Zhihao Yuan; Chaoda Zheng; Pengshuo Qiu; Dongzhi Jiang; Renrui Zhang; Chun-Mei Feng 001; Zhen Li 026 (CoRR, 2025)

LeX-Art: Rethinking Text Generation via Scalable High-Quality Data Synthesis. - Shitian Zhao; Qilong Wu; Xinyue Li 001; Bo Zhang 069; Ming Li; Qi Qin; Dongyang Liu; Kai Zhang 008; Hongsheng Li 001; Yu Qiao 001; Peng Gao 007; Bin Fu; et al. (CoRR, 2025)

Lumina-Image 2.0: A Unified and Efficient Image Generative Framework. - Qi Qin; Le Zhuo; Yi Xin 003; Ruoyi Du; Zhen Li 026; Bin Fu; Yiting Lu; Jiakang Yuan; Xinyue Li 001; Dongyang Liu; Xiangyang Zhu; Manyuan Zhang; et al. (CoRR, 2025)

MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models. - Pengfei Zhou; Fanrui Zhang; Xiaopeng Peng 001; Zhaopan Xu; Jiaxin Ai; Yansheng Qiu; Chuanhao Li 001; Zhen Li 026; Ming Li; Yukang Feng; Jianwen Sun; Haoquan Zhang; et al. (CoRR, 2025)

VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning. - Zhong-Yu Li 006; Ruoyi Du; Juncheng Yan; Le Zhuo; Zhen Li 026; Peng Gao 007; Zhanyu Ma; Ming-Ming Cheng (CoRR, 2025)

Boosting 3D Object Detection via Self-Distilling Introspective Data. - Chaoqun Wang 012; Yiran Qin; Zijian Kang; Ningning Ma; Yukai Shi; Zhen Li 026; Ruimao Zhang (IEEE Trans. Intell. Transp. Syst., 2025)

RelTopo: Enhancing Relational Modeling for Driving Scene Topology Reasoning. - Yueru Luo; Changqing Zhou; Yiming Yang; Erlong Li; Chao Zheng; Shuqi Mei; Shuguang Cui; Zhen Li 026 (CoRR, 2025)

Sekai: A Video Dataset towards World Exploration. - Zhen Li 026; Chuanhao Li 001; Xiaofeng Mao; Shaoheng Lin; Ming Li; Shitian Zhao; Zhaopan Xu; Xinyue Li 001; Yukang Feng; Jianwen Sun; Zizhen Li; Fanrui Zhang; et al. (CoRR, 2025)

Scene-R1: Video-Grounded Large Language Models for 3D Scene Reasoning without 3D Annotations. - Zhihao Yuan; Shuyi Jiang; Chun-Mei Feng 001; Yaolun Zhang; Shuguang Cui; Zhen Li 026; Na Zhao (CoRR, 2025)

TopoStreamer: Temporal Lane Segment Topology Reasoning in Autonomous Driving. - Yiming Yang; Yueru Luo; Bingkun He; Hongbin Lin; Suzhong Fu; Chao Zheng; Zhipeng Cao 002; Erlong Li; Chao Yan; Shuguang Cui; Zhen Li 026 (CoRR, 2025)

KptLLM++: Towards Generic Keypoint Comprehension with Large Language Model. - Jie Yang; Wang Zeng; Sheng Jin 007; Lumin Xu; Wentao Liu 002; Chen Qian 006; Zhen Li 026; Ruimao Zhang (CoRR, 2025)

BleedOrigin: Dynamic Bleeding Source Localization in Endoscopic Submucosal Dissection via Dual-Stage Detection and Tracking. - Mengya Xu; Rulin Zhou; An Wang 007; Chaoyang Lyu; Zhen Li 026; Ning Zhong; Hongliang Ren 001 (CoRR, 2025)

Yume: An Interactive World Generation Model. - Xiaofeng Mao; Shaoheng Lin; Zhen Li 026; Chuanhao Li 001; Wenshuo Peng; Tong He 001; Jiangmiao Pang; Mingmin Chi; Yu Qiao 001; Kaipeng Zhang (CoRR, 2025)

Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling. - Yi Xin 003; Juncheng Yan; Qi Qin; Zhen Li 026; Dongyang Liu; Shicheng Li; Victor Shea-Jay Huang; Yupeng Zhou; Renrui Zhang; Le Zhuo; Tiancheng Han; Xiaoqing Sun; et al. (CoRR, 2025)

FASTopoWM: Fast-Slow Lane Segment Topology Reasoning with Latent World Models. - Yiming Yang; Hongbin Lin; Yueru Luo; Suzhong Fu; Chao Zheng; Xinrui Yan; Shuqi Mei; Kun Tang; Shuguang Cui; Zhen Li 026 (CoRR, 2025)

RoboMemory: A Brain-inspired Multi-memory Agentic Framework for Lifelong Learning in Physical Embodied Systems. - Mingcong Lei; Honghao Cai; Binbin Que; Zezhou Cui; Liangchen Tan; Junkun Hong; Gehan Hu; Shuangyu Zhu; Yimou Wu; Shaohan Jiang; Ge Wang; Zhen Li 026; et al. (CoRR, 2025)

MDK12-Bench: A Comprehensive Evaluation of Multimodal Large Language Models on Multidisciplinary Exams. - Pengfei Zhou; Xiaopeng Peng 001; Fanrui Zhang; Zhaopan Xu; Jiaxin Ai; Yansheng Qiu; Chuanhao Li 001; Zhen Li 026; Ming Li; Yukang Feng; Jianwen Sun; Haoquan Zhang; et al. (CoRR, 2025)

Diffusion-Enhanced Test-Time Adaptation with Text and Image Augmentation. - Chun-Mei Feng 001; Yuanyang He; Jian Zou 005; Salman H. Khan 001; Huan Xiong; Zhen Li 026; Wangmeng Zuo; Rick Siow Mong Goh; Yong Liu 026 (Int. J. Comput. Vis., 2025)

EndoChat: Grounded multimodal large language model for endoscopic surgery. - Guankun Wang; Long Bai 008; Junyi Wang; Kun Yuan 004; Zhen Li 026; Tianxu Jiang; Xiting He; Jinlin Wu; Zhen Chen 018; Zhen Lei 001; Hongbin Liu 001; Jiazheng Wang; et al. (Medical Image Anal., 2026)