Title
Automated 3D Segmentation of Kidneys and Tumors in MICCAI KiTS 2023 Challenge Andriy Myronenko Dong Yang Yufan He Daguang Xu 28 10 0 06 Oct 2023
Multi-Prompt Fine-Tuning of Foundation Models for Enhanced Medical Image Segmentation Xiangru Li Yifei Zhang Liang Zhao MedIm VLM 27 2 0 03 Oct 2023
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution Ho Hin Lee Quan Liu Qi Yang Xin Yu Shunxing Bao Yuankai Huo Bennett A. Landman MedIm 17 2 0 30 Sep 2023
Benchmarking Collaborative Learning Methods Cost-Effectiveness for Prostate Segmentation Lucia Innocenti Michela Antonelli Francesco Cremonesi Kenaan Sarhan Alejandro Granados Vicky Goh Sebastien Ourselin Marco Lorenzi FedML 26 2 0 29 Sep 2023
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Ziling Lu Mengkang Lu Yong-quan Xia 28 4 0 26 Sep 2023
Look Ma, no code: fine tuning nnU-Net for the AutoPET II challenge by only adjusting its JSON plans Fabian Isensee Klaus H. Maier-Hein 29 2 0 24 Sep 2023
Benchmarking Encoder-Decoder Architectures for Biplanar X-ray to 3D Shape Reconstruction M. Shakya Bishesh Khanal 22 1 0 24 Sep 2023
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 30 0 0 21 Sep 2023
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels YiXuan Wu Jintai Chen Jiahuan Yan Yiheng Zhu Danny Chen Jian Wu VLM 29 6 0 16 Sep 2023
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation Cheng Chen Juzheng Miao Dufan Wu Zhiling Yan Sekeun Kim ... Lichao Sun Xiang Li Tianming Liu Pheng-Ann Heng Quanzheng Li MedIm 53 58 0 16 Sep 2023
RecycleNet: Latent Feature Recycling Leads to Iterative Decision Refinement Gregor Koehler Tassilo Wald Constantin Ulrich David Zimmerer Paul F. Jaeger Jorg K. H. Franke Simon A. A. Kohl Fabian Isensee Klaus H. Maier-Hein 21 0 0 14 Sep 2023
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 24 3 0 07 Sep 2023
M3D-NCA: Robust 3D Segmentation with Built-in Quality Control John Kalkhof Anirban Mukhopadhyay 21 10 0 06 Sep 2023
Towards Optimal Patch Size in Vision Transformers for Tumor Segmentation Ramtin Mojtahedi M. Hamghalam Richard K G Do Amber L. Simpson ViT MedIm 22 7 0 31 Aug 2023
Attention-based CT Scan Interpolation for Lesion Segmentation of Colorectal Liver Metastases M. Hamghalam Richard K G Do Amber L. Simpson MedIm 24 4 0 30 Aug 2023
Learning to In-paint: Domain Adaptive Shape Completion for 3D Organ Segmentation Mingjin Chen Yongkang He Yongyi Lu Zhi-Yi Yang MedIm 19 1 0 17 Aug 2023
CARE: A Large Scale CT Image Dataset and Clinical Applicable Benchmark Model for Rectal Cancer Segmentation Han-Di Zhang Wei-Ting Guo Chenyang Qiu Shouhong Wan Bingbing Zou Wanqin Wang Peiquan Jin 15 4 0 16 Aug 2023
Deep Learning Framework for Spleen Volume Estimation from 2D Cross-sectional Views Z. Yuan Esther Puyol-Antón Haran Jogeesvaran B. Inusa A. King 21 0 0 15 Aug 2023
CATS v2: Hybrid encoders for robust medical segmentation Hao Li Han Liu Dewei Hu Xing Yao Jiacheng Wang I. Oguz MedIm ViT 24 2 0 11 Aug 2023
Unleashing the Strengths of Unlabeled Data in Pan-cancer Abdominal Organ Quantification: the FLARE22 Challenge Jun Ma Y. Zhang Song Gu Cheng Ge Shih-Ya Ma ... Qiongjie Zhu Guoqiang Dong Jian He the Flare Challenge Consortium Bohui Wang 39 65 0 10 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 16 14 0 06 Aug 2023
AC-Norm: Effective Tuning for Medical Image Analysis via Affine Collaborative Normalization Chuyan Zhang Yuncheng Yang Hao Zheng Yun Gu 29 0 0 28 Jul 2023
Generative AI for Medical Imaging: extending the MONAI Framework W. H. Pinaya M. Graham E. Kerfoot Petru-Daniel Tudosiu J. Dafflon ... Andrew Feng Marc Modat P. Nachev Sebastien Ourselin M. Jorge Cardoso SyDa MedIm 45 64 0 27 Jul 2023
vox2vec: A Framework for Self-supervised Contrastive Learning of Voxel-level Representations in Medical Images M. Goncharov Vera Soboleva Anvar Kurmukov Maxim Pisov Mikhail Belyaev SSL 15 10 0 27 Jul 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming Yang F. Khan VLM 38 118 0 25 Jul 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 39 19 0 25 Jul 2023
Spatiotemporal Modeling Encounters 3D Medical Image Analysis: Slice-Shift UNet with Multi-View Fusion C. Ugwu S. Casarin Oswald Lanz 21 0 0 24 Jul 2023
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation Yiqing Wang Zihan Li Jieru Mei Zi-Ying Wei Li Liu Chen Wang Shengtian Sang Alan Yuille Cihang Xie Yuyin Zhou ViT MedIm 20 31 0 24 Jul 2023
COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image Segmentation Han Liu Hao Li Xing Yao Yubo Fan Dewei Hu Benoit M. Dawant V. Nath Zhoubing Xu I. Oguz VLM 40 10 0 22 Jul 2023
Pick the Best Pre-trained Model: Towards Transferability Estimation for Medical Image Segmentation Yuncheng Yang Meng Wei Junjun He J. Yang Jin Ye Yun Gu 38 6 0 22 Jul 2023
Confidence Intervals for Performance Estimates in Brain MRI Segmentation Rosana El Jurdi Gaël Varoquaux O. Colliot 12 1 0 20 Jul 2023
Interpretable 2D Vision Models for 3D Medical Images Alexander Ziller Ayhan Can Erdur Marwa Trigui Alp Guvenir Tamara T. Mueller ... Johannes Brandt J. Peeken R. Braren Daniel Rueckert Georgios Kaissis MedIm 19 0 0 13 Jul 2023
$$\mathrm{SAM^{Med}}$: A medical image annotation framework based on large vision model$ $\mathrm{SAM^{Med}}$ : A medical image annotation framework based on large vision model Chenglong Wang Dexuan Li Sucheng Wang Chengxiu Zhang Yida Wang Yun-hui Liu Guang Yang VLM MedIm 34 19 0 11 Jul 2023
Unsupervised 3D out-of-distribution detection with latent diffusion models M. Graham W. H. Pinaya P. Wright Petru-Daniel Tudosiu Y. Mah ... H. Jäger D. Werring P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 25 9 0 07 Jul 2023
Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation Jingjie Guo Weitong Zhang Matthew Sinclair Daniel Rueckert Chia-Ju Chen OOD 27 2 0 02 Jul 2023
Transformers in Healthcare: A Survey Subhash Nerella S. Bandyopadhyay Jiaqing Zhang Miguel Contreras Scott Siegel ... Jessica Sena B. Shickel A. Bihorac Kia Khezeli Parisa Rashidi MedIm AI4CE 21 25 0 30 Jun 2023
A Cascaded Approach for ultraly High Performance Lesion Detection and False Positive Removal in Liver CT Scans Fakai Wang Chi-Tung Cheng Chien-Wei Peng K. Yan Min Wu Le Lu Chien-Hung Liao Ling Zhang MedIm 16 4 0 28 Jun 2023
Phase Unwrapping of Color Doppler Echocardiography using Deep Learning Han Ling Olivier Bernard N. Ducros Damien Garcia MedIm 19 5 0 23 Jun 2023
3DSAM-adapter: Holistic Adaptation of SAM from 2D to 3D for Promptable Medical Image Segmentation Shizhan Gong Yuan Zhong Wenao Ma Jinpeng Li Zhao Wang Jingyang Zhang Pheng-Ann Heng Qi Dou MedIm 20 72 0 23 Jun 2023
Lumbar spine segmentation in MR images: a dataset and a public benchmark J. W. V. D. Graaf M. Hooff C. Buckens Matthieu Rutten J. V. Susante R. Kroeze M. Kleuver Bram van Ginneken Nikolas Lessmann 16 33 0 21 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 26 4 0 18 Jun 2023
MedFMC: A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification Dequan Wang Xiaosong Wang Lilong Wang Mengzhang Li Q. Da ... Qi Duan Jie Zhao Kang Li Yu Qiao Shaoting Zhang VLM MedIm 20 33 0 16 Jun 2023
The Impact of ChatGPT and LLMs on Medical Imaging Stakeholders: Perspectives and Use Cases Jiancheng Yang Hongwei Bran Li D. Wei LM&MA MedIm AI4MH 8 28 0 11 Jun 2023
On the Challenges and Perspectives of Foundation Models for Medical Image Analysis Shaoting Zhang Dimitris N. Metaxas LM&MA VLM MedIm AI4CE 36 128 0 09 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 26 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 31 12 0 04 Jun 2023
Revisiting Data-Free Knowledge Distillation with Poisoned Teachers Junyuan Hong Yi Zeng Shuyang Yu Lingjuan Lyu R. Jia Jiayu Zhou AAML 11 8 0 04 Jun 2023
Enrichment of the NLST and NSCLC-Radiomics computed tomography collections with AI-derived annotations Deepa Krishnaswamy Dennis Bontempi V. Thiriveedhi D. Punzo David Clunie Christopher P. Bridge Hugo J. W. L. Aerts Ron Kikinis Andrey Fedorov 16 3 0 31 May 2023
Attention Mechanisms in Medical Image Segmentation: A Survey Yutong Xie Bing Yang Qi Guan Jianpeng Zhang Qi Wu Yong-quan Xia ViT MedIm 25 16 0 29 May 2023
ISLE: An Intelligent Streaming Framework for High-Throughput AI Inference in Medical Imaging Pranav Kulkarni Sean Garin Adway U. Kanhere E. Siegel P. Yi Vishwa S. Parekh MedIm 16 0 0 24 May 2023