Title
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 27 1 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 30 16 0 23 Nov 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo-Lu Zhao VLM 28 37 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 25 3 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 22 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 26 120 0 29 Oct 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 93 59 0 28 Oct 2023
Synthetic Data as Validation Qixing Hu Alan L. Yuille Zongwei Zhou SyDa OOD 19 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 L. Yuille Zongwei Zhou MedIm 29 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 40 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 64 33 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 13 14 0 06 Aug 2023
Unified Medical Image-Text-Label Contrastive Learning With Continuous Prompt Yuhao Wang VLM MedIm 22 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 13 8 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 17 25 0 29 Jun 2023
Text Promptable Surgical Instrument Segmentation with Vision-Language Models Zijian Zhou Oluwatosin O. Alabi Meng Wei Tom Kamiel Magda Vercauteren Miaojing Shi MedIm 23 23 0 15 Jun 2023
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation Yinda Chen Che Liu Wei Huang Sibo Cheng Rossella Arcucci Zhiwei Xiong VLM MedIm 14 48 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 15 12 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 14 33 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 70 25 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 J. Wang G. Chabin I. Oguz Sasa Grbic 33 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 28 0 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 17 40 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 57 12 0 29 Mar 2023
An End-to-End Framework For Universal Lesion Detection With Missing Annotations Xiaoyu Bai Yong-quan Xia MedIm 31 3 0 27 Mar 2023
Label-Free Liver Tumor Segmentation Qixing Hu Yixiong Chen Junfei Xiao Shuwen Sun Jieneng Chen Alan Yuille Zongwei Zhou VLM 30 57 0 27 Mar 2023
MultiTalent: A Multi-Dataset Approach to Medical Image Segmentation Constantin Ulrich Fabian Isensee Tassilo Wald M. Zenk Michael Baumgartner Klaus H. Maier-Hein 15 37 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 26 8 0 18 Mar 2023
Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images Yu Cai Hao Chen Xin Yang Yu Zhou Kwang-Ting Cheng 18 45 0 09 Oct 2022
Medical Image Understanding with Pretrained Vision Language Models: A Comprehensive Study Ziyuan Qin Huahui Yi Qicheng Lao Kang Li VLM 24 65 0 30 Sep 2022
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 11 70 0 23 Mar 2022
UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier Yutong Xie Jianpeng Zhang Yong-quan Xia Qi Wu MedIm 66 63 0 17 Dec 2021
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 15 38 0 26 Nov 2021
Universal Lesion Detection in CT Scans using Neural Network Ensembles Tarun Mattikalli T. Mathai Ronald M. Summers MedIm 29 11 0 09 Nov 2021
Template-free Prompt Tuning for Few-shot NER Ruotian Ma Xin Zhou Tao Gui Y. Tan Linyang Li Qi Zhang Xuanjing Huang VLM 143 177 0 28 Sep 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 322 2,249 0 02 Sep 2021
Conditional Convolutions for Instance Segmentation Zhi Tian Chunhua Shen Hao Chen ISeg 169 597 0 12 Mar 2020