Title
Automatic Organ and Pan-cancer Segmentation in Abdomen CT: the FLARE 2023 Challenge Jun Ma Yao Zhang Song Gu Cheng Ge Ershuai Wang Qin Zhou Ziyan Huang Pengju Lyu Jian He Bo Wang 34 7 0 22 Aug 2024
GEM: Context-Aware Gaze EstiMation with Visual Search Behavior Matching for Chest Radiograph Shaonan Liu Wenting Chen Jie Liu Xiaoling Luo Linlin Shen MedIm 23 1 0 10 Aug 2024
A Progressive Single-Modality to Multi-Modality Classification Framework for Alzheimer's Disease Sub-type Diagnosis Yuxiao Liu Mianxin Liu Yuanwang Zhang Kaicong Sun Dinggang Shen 16 3 0 26 Jul 2024
Robust Calibration of Large Vision-Language Adapters Balamurali Murugesan Julio Silva-Rodríguez Ismail Ben Ayed Jose Dolz OODD VLM 32 6 0 18 Jul 2024
Deep Mutual Learning among Partially Labeled Datasets for Multi-Organ Segmentation Xiaoyu Liu Linhao Qu Ziyue Xie Yonghong Shi Zhijian Song 28 1 0 17 Jul 2024
Swin SMT: Global Sequential Modeling in 3D Medical Image Segmentation Szymon Płotka Maciej Chrabaszcz Przemyslaw Biecek 32 2 0 10 Jul 2024
Embracing Massive Medical Data Yu-Cheng Chou Zongwei Zhou Alan Yuille CLL OOD 27 4 0 05 Jul 2024
Comprehensive Generative Replay for Task-Incremental Segmentation with Concurrent Appearance and Semantic Forgetting Wei Li Jingyang Zhang Pheng-Ann Heng Lixu Gu CLL DiffM 39 2 0 28 Jun 2024
MATE: Meet At The Embedding -- Connecting Images with Long Texts Young Kyun Jang Junmo Kang Yong Jae Lee Donghyun Kim VLM 31 5 0 26 Jun 2024
WATT: Weight Average Test-Time Adaptation of CLIP David Osowiechi Mehrdad Noori G. A. V. Hakim Moslem Yazdanpanah Ali Bahri Milad Cheraghalikhani Sahar Dastani Farzad Beizaee Ismail Ben Ayed Christian Desrosiers VLM 27 2 0 19 Jun 2024
CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation Zhongzhen Huang Yankai Jiang Rongzhao Zhang Shaoting Zhang Xiaofan Zhang MedIm 62 4 0 11 Jun 2024
Contour-weighted loss for class-imbalanced image segmentation Zhhengyong Huang Yao Sui 42 3 0 07 Jun 2024
FreeTumor: Advance Tumor Segmentation via Large-Scale Tumor Synthesis Linshan Wu Jiaxin Zhuang Xuefeng Ni Hao Chen MedIm 21 12 0 03 Jun 2024
UniUSNet: A Promptable Framework for Universal Ultrasound Disease Prediction and Tissue Segmentation Zehui Lin Zhuoneng Zhang Xindi Hu Zhifan Gao Xin Yang Yue Sun Dong Ni Tao Tan 60 0 0 03 Jun 2024
Quality Sentinel: Estimating Label Quality and Errors in Medical Segmentation Datasets Yixiong Chen Zongwei Zhou Alan L. Yuille 27 1 0 01 Jun 2024
Universal and Extensible Language-Vision Models for Organ Segmentation and Tumor Detection from Abdominal Computed Tomography Jie Liu Yixiao Zhang Kang Wang Mehmet Can Yavuz Xiaoxi Chen ... Haoliang Li Yang Yang Alan L. Yuille Yucheng Tang Zongwei Zhou MedIm VLM 40 16 0 28 May 2024
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation Xiaoyang Chen Hao Zheng Yifang Xie Yuncong Ma Tengfei Li CLL 30 0 0 25 May 2024
Boosting Medical Image-based Cancer Detection via Text-guided Supervision from Reports Guangyu Guo Jiawen Yao Yingda Xia Tony C. W. Mok Zhilin Zheng Junwei Han Le Lu Dingwen Zhang Jian Zhou Ling Zhang 32 1 0 23 May 2024
Mammo-CLIP: A Vision Language Foundation Model to Enhance Data Efficiency and Robustness in Mammography Shantanu Ghosh Clare B. Poynton Shyam Visweswaran Kayhan Batmanghelich VLM 32 8 0 20 May 2024
MM-Retinal: Knowledge-Enhanced Foundational Pretraining with Fundus Image-Text Expertise Ruiqi Wu Chenran Zhang Jianle Zhang Yi Zhou Tao Zhou Huazhu Fu 32 8 0 20 May 2024
XCAT-3.0: A Comprehensive Library of Personalized Digital Twins Derived from CT Scans Lavsen Dahal Mobina Ghojoghnejad Dhrubajyoti Ghosh Yubraj Bhandari David Kim ... Kyle J. Lafata E. Abadi Ehsan Samei Joseph Y. Lo W. Paul Segars 19 0 0 18 May 2024
A Foundation Model for Brain Lesion Segmentation with Mixture of Modality Experts Xinru Zhang N. Ou Berke Doga Basaran Marco Visentin Mengyun Qiao ... Ouyang Cheng Yaou Liu Paul M. Matthew Chuyang Ye Wenjia Bai MedIm 32 4 0 16 May 2024
Self-supervised learning improves robustness of deep learning lung tumor segmentation to CT imaging differences Jue Jiang Aneesh Rangnekar H. Veeraraghavan OOD 27 0 0 14 May 2024
Spider: A Unified Framework for Context-dependent Concept Segmentation Xiaoqi Zhao Youwei Pang Wei Ji Baicheng Sheng Jiaming Zuo Lihe Zhang Huchuan Lu 34 6 0 02 May 2024
Mammo-CLIP: Leveraging Contrastive Language-Image Pre-training (CLIP) for Enhanced Breast Cancer Diagnosis with Multi-view Mammography Xuxin Chen Yuheng Li Mingzhe Hu Ella Salari Xiaoqian Chen Richard L. J. Qiu Bin Zheng Xiaofeng Yang VLM 31 6 0 24 Apr 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 49 4 0 24 Apr 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 27 0 0 22 Apr 2024
The Devil is in the Few Shots: Iterative Visual Knowledge Completion for Few-shot Learning Yaohui Li Qifeng Zhou Haoxing Chen Jianbing Zhang Xinyu Dai Hao Zhou VLM 37 0 0 15 Apr 2024
Tri-modal Confluence with Temporal Dynamics for Scene Graph Generation in Operating Rooms Diandian Guo Manxi Lin Jialun Pei He Tang Yueming Jin Pheng-Ann Heng 24 1 0 14 Apr 2024
Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation Sidra Aleem Fangyijie Wang Mayug Maniparambil Eric Arazo J. Dietlmeier Guénolé Silvestre Kathleen M. Curran Noel E. O'Connor Suzanne Little VLM MedIm 27 10 0 09 Apr 2024
Prompt-driven Universal Model for View-Agnostic Echocardiography Analysis Sekeun Kim Hui Ren Peng Guo Abder-Rahman Ali Patrick Zhang Kyungsang Kim Xiang Li Quanzheng Li 21 0 0 09 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 71 27 0 04 Apr 2024
FairCLIP: Harnessing Fairness in Vision-Language Learning Yan Luo Minfei Shi Muhammad Osama Khan Muhammad Muneeb Afzal Hao Huang ... Luo Song Ava Kouhana T. Elze Yi Fang Mengyu Wang VLM 38 30 0 29 Mar 2024
Large Language Model-informed ECG Dual Attention Network for Heart Failure Risk Prediction Chen Chen Lei Li M. Beetz Abhirup Banerjee Ramneek Gupta Vicente Grau 27 3 0 15 Mar 2024
Robust COVID-19 Detection in CT Images with CLIP Li Lin Yamini Sri Krubha Zhenhuan Yang Cheng Ren Thuc Duy Le Irene Amerini Xin Eric Wang Shu Hu 29 10 0 13 Mar 2024
Exploiting Structural Consistency of Chest Anatomy for Unsupervised Anomaly Detection in Radiography Images Tiange Xiang Yixiao Zhang Yongyi Lu Alan L. Yuille Chaoyi Zhang Weidong Cai Zongwei Zhou 31 3 0 13 Mar 2024
From Pixel to Cancer: Cellular Automata in Computed Tomography Yuxiang Lai Xiaoxi Chen Angtian Wang Alan L. Yuille Zongwei Zhou MedIm 48 11 0 11 Mar 2024
MedFLIP: Medical Vision-and-Language Self-supervised Fast Pre-Training with Masked Autoencoder Lei Li Tianfang Zhang Xinglin Zhang Jiaqi Liu Bingqi Ma Yan-chun Luo Tao Chen MedIm 24 0 0 07 Mar 2024
Towards Generalizable Tumor Synthesis Qi Chen Xiaoxi Chen Haorui Song Zhiwei Xiong Alan L. Yuille Chen Wei Zongwei Zhou MedIm 50 38 0 29 Feb 2024
Leveraging AI Predicted and Expert Revised Annotations in Interactive Segmentation: Continual Tuning or Full Training? Tiezheng Zhang Xiaoxi Chen Chongyu Qu Alan L. Yuille Zongwei Zhou CLL 49 4 0 29 Feb 2024
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image Segmentation Li Lin Yixiang Liu Jiewei Wu Pujin Cheng Zhiyuan Cai Kenneth K. Y. Wong Xiaoying Tang FedML 29 6 0 27 Feb 2024
Exploring the Transferability of a Foundation Model for Fundus Images: Application to Hypertensive Retinopathy Julio Silva-Rodríguez Jihed Chelbi Waziha Kabir H. Chakor Jose Dolz Ismail Ben Ayed Riadh Kobbi MedIm 39 0 0 27 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 21 22 0 04 Jan 2024
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya-Qin Zhang Yanfeng Wang Weidi Xie VLM MedIm 30 36 0 28 Dec 2023
SegRap2023: A Benchmark of Organs-at-Risk and Gross Tumor Volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma Xiangde Luo Jia Fu Yunxin Zhong Shuolin Liu Bing Han ... Mu Zhou Shichuan Zhang Wenjun Liao Guotai Wang Shaoting Zhang 17 24 0 15 Dec 2023
CLIP in Medical Imaging: A Comprehensive Survey Zihao Zhao Yuxiao Liu Han Wu Yonghao Li Sheng Wang L. Teng Disheng Liu Zhiming Cui Qian Wang Dinggang Shen CLIP MedIm LM&MA VLM 21 43 0 12 Dec 2023
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation Christian Weihsbach Christian N. Kruse Alexander Bigalke Mattias P. Heinrich 21 1 0 11 Dec 2023
ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting Yankai Jiang Zhongzhen Huang Rongzhao Zhang Xiaofan Zhang Shaoting Zhang VLM 16 10 0 07 Dec 2023
Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning Yiwen Ye Yutong Xie Jianpeng Zhang Ziyang Chen Qi Wu Yong-quan Xia CLL 32 14 0 29 Nov 2023
Spatially Covariant Image Registration with Text Prompts Xiang Chen Min Liu Rongguang Wang Renjiu Hu Dongdong Liu Gaolei Li Hang Zhang MedIm 35 7 0 27 Nov 2023