Title
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 129 1 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 113 25 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 Zhang Yanfeng Wang Weidi Xie VLM MedIm 140 42 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 98 28 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 158 8 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 93 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 99 13 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 64 19 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 106 11 0 27 Nov 2023
Unified Medical Image Pre-training in Language-Guided Common Semantic Space Xiaoxuan He Yifan Yang Xinyang Jiang Xufang Luo Haoji Hu Siyun Zhao Dongsheng Li Yuqing Yang Lili Qiu 84 2 0 24 Nov 2023
Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy Zdravko Marinov Paul F. Jäger Jan Egger Jens Kleesiek Rainer Stiefelhagen 82 19 0 23 Nov 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo Zhao VLM 151 44 0 22 Nov 2023
Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Zilin Lu Mengkang Lu Yicheng Wu Yong-quan Xia 98 5 0 20 Nov 2023
Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation Xiaoyang Chen Hao Zheng Yuemeng Li Yuncong Ma Liang Ma Hongming Li Yong-Xian Fan 80 7 0 17 Nov 2023
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection Qihang Zhou Guansong Pang Yu Tian Shibo He Jiming Chen VLM 123 147 0 29 Oct 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour Amirhossein Kazerouni I. Rekik Dorit Merhof VLM MedIm 148 68 0 28 Oct 2023
Synthetic Data as Validation Qixing Hu Alan Yuille Zongwei Zhou SyDa OOD 75 8 0 24 Oct 2023
Acquiring Weak Annotations for Tumor Localization in Temporal and Volumetric Data Yu-Cheng Chou Bowen Li Deng-Ping Fan Alan Yuille Zongwei Zhou MedIm 118 5 0 23 Oct 2023
Exploring the Transfer Learning Capabilities of CLIP in Domain Generalization for Diabetic Retinopathy Sanoojan Baliah F. Maani Santosh Sanjeev M. H. Khan 68 8 0 27 Aug 2023
A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision Julio Silva-Rodríguez H. Chakor Riadh Kobbi Jose Dolz Ismail Ben Ayed VLM MedIm 250 46 0 15 Aug 2023
Early Detection and Localization of Pancreatic Cancer by Label-Free Tumor Synthesis Bowen Li Yu-Cheng Chou Shuwen Sun Hualin Qiao Alan Yuille Zongwei Zhou 35 16 0 06 Aug 2023
Unified Medical Image-Text-Label Contrastive Learning With Continuous Prompt Yuhao Wang VLM MedIm 57 1 0 12 Jul 2023
Multiscale Progressive Text Prompt Network for Medical Image Segmentation Xianjun Han Qianqian Chen Zhaoyang Xie Xuejun Li Hongyu Yang MedIm 80 9 0 30 Jun 2023
MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset Guotai Wang Jianghao Wu Xiangde Luo Xinglong Liu Kang Li Shaoting Zhang 77 28 0 29 Jun 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 95 3 0 26 Jun 2023
Text Promptable Surgical Instrument Segmentation with Vision-Language Models Zijian Zhou Oluwatosin O. Alabi Meng Wei Tom Vercauteren Miaojing Shi MedIm 101 25 0 15 Jun 2023
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation Yinda Chen Che Liu Wei-Ping Huang Sibo Cheng Rossella Arcucci Zhiwei Xiong VLM MedIm 70 50 0 07 Jun 2023
Training Like a Medical Resident: Context-Prior Learning Toward Universal Medical Image Segmentation Yunhe Gao Zhuowei Li Di Liu Mu Zhou Shaoting Zhang Dimitris N. Metaxas MedIm 98 13 0 04 Jun 2023
Continual Learning for Abdominal Multi-Organ and Tumor Segmentation Yixiao Zhang Xinyi Li Huimiao Chen Alan Yuille Yaoyao Liu Zongwei Zhou CLL 102 36 0 01 Jun 2023
Zero-shot performance of the Segment Anything Model (SAM) in 2D medical imaging: A comprehensive evaluation and practical guidelines C. M. Oliveira L. V. Moura R. Ravazio L. S. Kupssinskü Otávio Parraga Marcelo Mussi Delucis Rodrigo C. Barros VLM MedIm 165 27 0 28 Apr 2023
COSST: Multi-organ Segmentation with Partially Labeled Datasets Using Comprehensive Supervisions and Self-training Han Liu Zhoubing Xu Riqiang Gao Hao Li Jiadong Wang G. Chabin I. Oguz Sasa Grbic 112 17 0 27 Apr 2023
Med-Tuning: A New Parameter-Efficient Tuning Framework for Medical Volumetric Segmentation Jiachen Shen Wenxuan Wang Chen Chen Jianbo Jiao Jing Liu Yan Zhang Shanshan Song Jiangyun Li 125 1 0 21 Apr 2023
UniSeg: A Prompt-driven Universal Segmentation Model as well as A Strong Representation Learner Yiwen Ye Yutong Xie Jianpeng Zhang Ziyang Chen Yong-quan Xia SSL 103 43 0 07 Apr 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 207 14 0 29 Mar 2023
Label-Free Liver Tumor Segmentation Qixing Hu Yixiong Chen Junfei Xiao Shuwen Sun Jieneng Chen Alan Yuille Zongwei Zhou VLM 59 61 0 27 Mar 2023
MultiTalent: A Multi-Dataset Approach to Medical Image Segmentation Constantin Ulrich Hyunjin Park Tassilo Wald M. Zenk Michael Baumgartner Klaus H. Maier-Hein 84 39 0 25 Mar 2023
HybridMIM: A Hybrid Masked Image Modeling Framework for 3D Medical Image Segmentation Zhaohu Xing Lei Zhu Lequan Yu Zhiheng Xing Liang Wan 73 9 0 18 Mar 2023
MONAI Label: A framework for AI-assisted Interactive Labeling of 3D Medical Images A. Diaz-Pinto Sachidanand Alle V. Nath Yucheng Tang Alvin Ihsani ... Daguang Xu Prerna Dogra Sebastien Ourselin Andrew Feng M. Jorge Cardoso 89 75 0 23 Mar 2022
SQUID: Deep Feature In-Painting for Unsupervised Anomaly Detection Tiange Xiang Yixiao Zhang Yongyi Lu Alan Yuille Chaoyi Zhang Weidong (Tom) Cai Zongwei Zhou UQCV 115 44 0 26 Nov 2021