Title
A-Eval: A Benchmark for Cross-Dataset Evaluation of Abdominal Multi-Organ Segmentation Ziyan Huang Zhongying Deng Jin Ye Haoyu Wang Yan-Cheng Su ... Junjun He Yun Gu Shaoting Zhang Lixu Gu Yu Qiao ELM 19 3 0 07 Sep 2023
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Yiming Zhang Tianang Leng Kun Han Xiaohui Xie 28 18 0 31 Aug 2023
Tumor-Centered Patching for Enhanced Medical Image Segmentation Mutyyba Asghar A. R. Shahid Akhtar Jamil K. Aftab S. Enam 19 1 0 23 Aug 2023
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation M. Woodland Nihil Patel Mais Al Taie J. Yung T. Netherton Ankit B. Patel Kristy K. Brock OOD 30 6 0 07 Aug 2023
Cross-dimensional transfer learning in medical image segmentation with deep learning Hicham Messaoudi Ahror Belaid Douraied BEN SALEM Pierre-Henri Conze MedIm 22 23 0 29 Jul 2023
Multi-layer Aggregation as a key to feature-based OOD detection Benjamin Lambert Florence Forbes Senan Doyle M. Dojat 17 5 0 28 Jul 2023
SL: Stable Learning in Source-Free Domain Adaption for Medical Image Segmentation Yixin Chen Yan Wang OOD 17 0 0 24 Jul 2023
Source-Free Domain Adaptation for Medical Image Segmentation via Prototype-Anchored Feature Alignment and Contrastive Learning Qinji Yu Nan Xi Junsong Yuan Ziyu Zhou K. Dang Xiucai Ding OOD MedIm 38 14 0 19 Jul 2023
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation Zhaoxin Fan Puquan Pan Zeren Zhang C. Chen Tianyang Wang Si Zheng Min Xu VLM 26 0 0 13 Jul 2023
Self-supervised learning via inter-modal reconstruction and feature projection networks for label-efficient 3D-to-2D segmentation José Morano Guilherme Aresta Dmitrii Lachinov Julia Mai U. Schmidt-Erfurth Hrvoje Bogunović 17 3 0 06 Jul 2023
MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets Siyi Du Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi ViT 16 18 0 05 Jul 2023
The KiTS21 Challenge: Automatic segmentation of kidneys, renal tumors, and renal cysts in corticomedullary-phase CT N. Heller Fabian Isensee D. Trofimova R. Tejpaul Zhongchen Zhao ... Susan Austin M. Austin S. Regmi Nikolaos Papanikolopoulos C. Weight 11 66 0 05 Jul 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 18 3 0 26 Jun 2023
The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data L. Boulogne Julian Lorenz Daniel Kienzle Robin Schon K. Ludwig ... C. Russ R. Ionasec Nikos Paragios Bram van Ginneken Marieke Dubois 18 4 0 18 Jun 2023
SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation Zhusi Zhong Jie Li Lulu Bi Li Yang I. Kamel Ramalingam Chellappa Xinbo Gao Harrison X. Bai Zhicheng Jiao OOD MedIm 11 0 0 14 Jun 2023
Unsupervised augmentation optimization for few-shot medical image segmentation Quan Quan Shang Zhao Qingsong Yao Heqin Zhu S. Kevin Zhou 29 1 0 08 Jun 2023
Conditional Diffusion Models for Weakly Supervised Medical Image Segmentation Xinrong Hu Yu-Jen Chen Tsung-Yi Ho Yiyu Shi DiffM MedIm 19 15 0 06 Jun 2023
Instructive Feature Enhancement for Dichotomous Medical Image Segmentation Lian Liu Hangyu Zhou Jiongquan Chen Sijing Liu Wenlong Shi Dong Ni Deng-Ping Fan Xin Yang 24 5 0 06 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 23 12 0 04 Jun 2023
DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation Yifan Gao W. Xia Dingdu Hu Wenkui Wang Xin Gao OOD VLM MedIm 16 29 0 01 Jun 2023
Attention Mechanisms in Medical Image Segmentation: A Survey Yutong Xie Bing Yang Qi Guan Jianpeng Zhang Qi Wu Yong-quan Xia ViT MedIm 19 16 0 29 May 2023
SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation Hyungseob Shin Hyeongyu Kim Sewon Kim Yohan Jun Taejoon Eo D. Hwang 9 23 0 18 May 2023
PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering Xiaoman Zhang Chaoyi Wu Ziheng Zhao Weixiong Lin Ya-Qin Zhang Yanfeng Wang Weidi Xie LM&MA 38 152 0 17 May 2023
One-Prompt to Segment All Medical Images Junde Wu Jiayuan Zhu Yueming Jin Min Xu VLM MedIm 21 28 0 17 May 2023
SynthMix: Mixing up Aligned Synthesis for Medical Cross-Modality Domain Adaptation Xinwen Zhang Chaoyi Zhang Dongnan Liu Qianbi Yu Weidong (Tom) Cai MedIm 22 0 0 07 May 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
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation Yan Wang Jian Cheng Yixin Chen Shuai Shao Lanyun Zhu Zhenzhou Wu T. Liu Haogang Zhu OOD MedIm 58 25 0 26 Apr 2023
Mixing Data Augmentation with Preserving Foreground Regions in Medical Image Segmentation Xiaoqing Liu Kenji Ono Ryoma Bise 28 4 0 26 Apr 2023
Segment Anything in Medical Images Jun Ma Yuting He Feifei Li Li-Jun Han Chenyu You Bo Wang MedIm VLM 36 448 0 24 Apr 2023
Few-shot Medical Image Segmentation via Cross-Reference Transformer Yao-Pin Huang Jianming Liu ViT MedIm OOD 19 0 0 19 Apr 2023
UniverSeg: Universal Medical Image Segmentation V. Butoi Jose Javier Gonzalez Ortiz Tianyu Ma M. Sabuncu John Guttag Adrian V. Dalca 30 71 0 12 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
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
Few Shot Medical Image Segmentation with Cross Attention Transformer Yi-Mou Lin Yufan Chen Kwang-Ting Cheng Hao Chen ViT MedIm 29 16 0 24 Mar 2023
Towards more precise automatic analysis: a comprehensive survey of deep learning-based multi-organ segmentation Xiaoyu Liu Linhao Qu Ziyue Xie Jiayue Zhao Yonghong Shi Zhijian Song 23 6 0 01 Mar 2023
Liver Segmentation in Time-resolved C-arm CT Volumes Reconstructed from Dynamic Perfusion Scans using Time Separation Technique S. Chatterjee Hana Haseljić R. Frysch V. Kulvait V. Semshchikov ... Inga Brüsch T. Werncke Oliver Speck A. Nürnberger G. Rose 20 0 0 09 Feb 2023
UnICLAM:Contrastive Representation Learning with Adversarial Masking for Unified and Interpretable Medical Vision Question Answering Chenlu Zhan Peng Peng Hongsen Wang Tao Chen Hongwei Wang MedIm 18 3 0 21 Dec 2022
Few-shot Medical Image Segmentation with Cycle-resemblance Attention Hao Ding Changchang Sun Hao Tang Dawen Cai Yan Yan 34 45 0 07 Dec 2022
LE-UDA: Label-efficient unsupervised domain adaptation for medical image segmentation Ziyuan Zhao Fangcheng Zhou Kaixin Xu Zeng Zeng Cuntai Guan S Kevin Zhou OOD 29 43 0 05 Dec 2022
Reducing Domain Gap in Frequency and Spatial domain for Cross-modality Domain Adaptation on Medical Image Segmentation Shaolei Liu Siqi Yin Linhao Qu Manning Wang OOD 14 11 0 28 Nov 2022
Rethinking Data Augmentation for Single-source Domain Generalization in Medical Image Segmentation Zixian Su Kai Yao Xi Yang Qiufeng Wang Jie Sun Kaizhu Huang 21 63 0 27 Nov 2022
Vision Transformers in Medical Imaging: A Review Emerald U. Henry Onyeka Emebob C. Omonhinmin ViT MedIm 22 34 0 18 Nov 2022
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine A. Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 24 38 0 17 Nov 2022
Uncertainty-Aware Multi-Parametric Magnetic Resonance Image Information Fusion for 3D Object Segmentation Cheng Li Y. Osman Weijian Huang Zhen-long Xue H. Han Hairong Zheng Shanshan Wang 11 1 0 16 Nov 2022
Learning from partially labeled data for multi-organ and tumor segmentation Yutong Xie Jianpeng Zhang Yong-quan Xia Chunhua Shen MedIm ViT 28 18 0 13 Nov 2022
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CT Jae Won Choi 21 4 0 11 Nov 2022
MyoPS-Net: Myocardial Pathology Segmentation with Flexible Combination of Multi-Sequence CMR Images Junyi Qiu Lei Li Sihan Wang Kecheng Zhang Yinyin Chen Shan Yang Xiahai Zhuang 18 28 0 06 Nov 2022
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image Segmentation Hui Zhu Shi Shu Jianping Zhang SSeg 8 6 0 27 Oct 2022
Synthetic Tumors Make AI Segment Tumors Better Qixing Hu Junfei Xiao Yixiong Chen Shuwen Sun Jieneng Chen Alan Yuille Zongwei Zhou MedIm 25 11 0 26 Oct 2022
Non-Iterative Scribble-Supervised Learning with Pacing Pseudo-Masks for Medical Image Segmentation Zefan Yang Di Lin Dong Ni Yi Wang 15 12 0 20 Oct 2022