Title
RadGPT: Constructing 3D Image-Text Tumor Datasets P. R. Bassi Mehmet Can Yavuz Kang Wang Xiaoxi Chen Wenxuan Li S. Decherchi Andrea Cavalli Yang Yang Alan Yuille Zongwei Zhou LM&MA MedIm 99 1 0 08 Jan 2025
Interactive 3D Medical Image Segmentation with SAM 2 Chuyun Shen Wenhao Li Yuhang Shi Xiangfeng Wang VLM MedIm 52 14 0 05 Aug 2024
From Pixel to Cancer: Cellular Automata in Computed Tomography Yuxiang Lai Xiaoxi Chen Angtian Wang Alan Yuille Zongwei Zhou MedIm 66 13 0 11 Mar 2024
Towards Generalizable Tumor Synthesis Qi Chen Xiaoxi Chen Haorui Song Zhiwei Xiong Alan Yuille Chen Wei Zongwei Zhou MedIm 79 45 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 Yuille Zongwei Zhou CLL 74 5 0 29 Feb 2024
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 46 17 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 57 9 0 27 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 77 4 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 51 7 0 17 Nov 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 28 15 0 06 Aug 2023
Towards Unifying Anatomy Segmentation: Automated Generation of a Full-body CT Dataset via Knowledge Aggregation and Anatomical Guidelines A. Jaus C. Seibold Kelsey Hermann Alexandra Walter K. Giske Johannes Haubold Jens Kleesiek Rainer Stiefelhagen 61 19 0 25 Jul 2023
Continual Learning for Abdominal Multi-Organ and Tumor Segmentation Yixiao Zhang Xinyi Li Huimiao Chen Alan Yuille Yaoyao Liu Zongwei Zhou CLL 62 35 0 01 Jun 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 85 17 0 27 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 75 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 130 13 0 29 Mar 2023
An End-to-End Framework For Universal Lesion Detection With Missing Annotations Xiaoyu Bai Yong-quan Xia MedIm 63 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 34 59 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 46 39 0 25 Mar 2023
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans Zhanghexuan Ji Dazhou Guo Puyang Wang Ke Yan Le Lu ... Qifeng Wang J. Ge Mingchen Gao X. Ye D. Jin OOD 32 20 0 01 Feb 2023
CancerUniT: Towards a Single Unified Model for Effective Detection, Segmentation, and Diagnosis of Eight Major Cancers Using a Large Collection of CT Scans Jieneng Chen Yingda Xia Jiawen Yao K. Yan Jianpeng Zhang ... Xin Chen Jingren Zhou Alan Yuille Zai-De Liu Ling Zhang ViT MedIm 53 15 0 28 Jan 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection Jie Liu Yixiao Zhang Jieneng Chen Junfei Xiao Yongyi Lu Bennett A. Landman Yixuan Yuan Alan Yuille Yucheng Tang Zongwei Zhou VLM MedIm 73 207 0 02 Jan 2023
Learning from partially labeled data for multi-organ and tumor segmentation Yutong Xie Jianpeng Zhang Yong-quan Xia Chunhua Shen MedIm ViT 69 20 0 13 Nov 2022
MedCLIP: Contrastive Learning from Unpaired Medical Images and Text Zifeng Wang Zhenbang Wu Dinesh Agarwal Jimeng Sun CLIP VLM MedIm 109 418 0 18 Oct 2022
Adapting Pretrained Vision-Language Foundational Models to Medical Imaging Domains Pierre J. Chambon Christian Blüthgen C. Langlotz Akshay S. Chaudhari DiffM MedIm LM&MA 52 113 0 09 Oct 2022
Medical Image Understanding with Pretrained Vision Language Models: A Comprehensive Study Ziyuan Qin Huahui Yi Qicheng Lao Kang Li VLM 66 69 0 30 Sep 2022
TotalSegmentator: robust segmentation of 104 anatomical structures in CT images Jakob Wasserthal H. Breit Manfred T. Meyer M. Pradella Daniel Hinck ... Daniel Boll Joshy Cyriac Shan Yang M. Bach Martin Segeroth OOD 65 731 0 11 Aug 2022
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation Yuanfeng Ji Haotian Bai Jie Yang Chongjian Ge Ye Zhu ... Zhuguo Li Lingyan Zhang Wanling Ma Xiang Wan Ping Luo OOD 69 314 0 16 Jun 2022
Learning Incrementally to Segment Multiple Organs in a CT Image Peng Liu Xia Wang Mengsi Fan Hongli Pan Minmin Yin ... Xiaoying Zhao Li Xiao Liangjing Ding Xingwang Wu S. Kevin Zhou CLL 35 22 0 04 Mar 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Ali Hatamizadeh V. Nath Yucheng Tang Dong Yang H. Roth Daguang Xu ViT MedIm 112 1,112 0 04 Jan 2022
Image Segmentation Using Text and Image Prompts Timo Lüddecke Alexander S. Ecker CLIP VLM 123 467 0 18 Dec 2021
UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier Yutong Xie Jianpeng Zhang Yong-quan Xia Qi Wu MedIm 115 63 0 17 Dec 2021
DenseCLIP: Language-Guided Dense Prediction with Context-Aware Prompting Yongming Rao Wenliang Zhao Guangyi Chen Yansong Tang Zheng Zhu Guan Huang Jie Zhou Jiwen Lu VLM CLIP 187 573 0 02 Dec 2021
CRIS: CLIP-Driven Referring Image Segmentation Zhaoqing Wang Yu Lu Qiang Li Xunqiang Tao Yan Guo Ming Gong Tongliang Liu VLM 98 369 0 30 Nov 2021
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Yucheng Tang Dong Yang Wenqi Li H. Roth Bennett Landman Daguang Xu V. Nath Ali Hatamizadeh ViT MedIm 95 531 0 29 Nov 2021
Scaling Up Vision-Language Pre-training for Image Captioning Xiaowei Hu Zhe Gan Jianfeng Wang Zhengyuan Yang Zicheng Liu Yumao Lu Lijuan Wang MLLM VLM 112 248 0 24 Nov 2021
Universal Lesion Detection in CT Scans using Neural Network Ensembles Tarun Mattikalli T. Mathai Ronald M. Summers MedIm 47 11 0 09 Nov 2021
Redundancy Reduction in Semantic Segmentation of 3D Brain Tumor MRIs M. R. Siddiquee Andriy Myronenko 38 17 0 01 Nov 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 106 981 0 10 Jun 2021
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation Yufan He Dong Yang H. Roth Can Zhao Daguang Xu MedIm 57 63 0 29 Mar 2021
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer Wenxuan Wang Chen Chen Meng Ding Jiangyun Li Hong Yu Sen Zha ViT MedIm 77 721 0 07 Mar 2021
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Chunhua Shen Yong-quan Xia ViT MedIm 70 498 0 04 Mar 2021
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning Pengfei Guo Puyang Wang Jinyuan Zhou Shanshan Jiang Vishal M. Patel FedML OOD 68 145 0 03 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 810 29,167 0 26 Feb 2021
Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning F. Haghighi M. Taher Zongwei Zhou Michael B. Gotway Jianming Liang MedIm 65 107 0 21 Feb 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 90 3,449 0 08 Feb 2021
PLOP: Learning without Forgetting for Continual Semantic Segmentation Arthur Douillard Yifu Chen Arnaud Dapogny Matthieu Cord CLL 44 239 0 23 Nov 2020
DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets Jianpeng Zhang Yutong Xie Yong-quan Xia Chunhua Shen 114 157 0 20 Nov 2020
AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? Jun Ma Yao Zhang Song Gu Cheng Zhu Cheng Ge ... Shangqing Liu Yunpeng Wang Yuhui Li Jian He Xiaoping Yang SSeg OOD 73 335 0 28 Oct 2020
Marginal loss and exclusion loss for partially supervised multi-organ segmentation Gonglei Shia Li Xiaoa Yang Chenb Kevin Zhou 38 49 0 08 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 615 41,736 0 28 May 2020