Title
Revisiting MAE pre-training for 3D medical image segmentation Tassilo Wald Constantin Ulrich Stanislav Lukyanenko Andrei Goncharov Alberto Paderno Leander Maerkisch Paul F. Jäger Paul F. Jäger Klaus Maier-Hein 50 2 0 30 Oct 2024
Anatomical 3D Style Transfer Enabling Efficient Federated Learning with Extremely Low Communication Costs Yuto Shibata Yasunori Kudo Yohei Sugawara 21 0 0 26 Oct 2024
Unleashing the Potential of Vision-Language Pre-Training for 3D Zero-Shot Lesion Segmentation via Mask-Attribute Alignment Yankai Jiang Wenhui Lei Xiaofan Zhang S. Zhang MedIm 40 2 0 21 Oct 2024
Taming Mambas for Voxel Level 3D Medical Image Segmentation Luca Lumetti Vittorio Pipoli Kevin Marchesini Elisa Ficarra C. Grana Federico Bolelli MedIm Mamba 29 0 0 20 Oct 2024
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications Yongrui Yu Yannian Gu S. Zhang Xiaofan Zhang MedIm 41 2 0 20 Oct 2024
Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume Mixing Daniya Najiha Abdul Kareem M. Fiaz Noa Novershtern Jacob Hanna Hisham Cholakkal 44 3 0 20 Oct 2024
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors Linshan Wu Jiaxin Zhuang Hao Chen 41 5 0 13 Oct 2024
ONCOPILOT: A Promptable CT Foundation Model For Solid Tumor Evaluation Léo Machado Hélène Philippe Elodie Ferreres Julien Khlaut Julie Dupuis ... Corentin Dancette Daniel Tordjman Pierre Manceron Paul Hérent Paul Hérent 47 0 0 10 Oct 2024
MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging Noel C. F. Codella Ying Jin Shrey Jain Yu Gu Ho Hin Lee ... Jenq-Neng Hwang Thomas Lin Ivan Tarapov M. Lungren Mu-Hsin Wei LM&MA VLM MedIm 45 8 0 09 Oct 2024
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model Yiwen Ye Ziyang Chen Jianpeng Zhang Yutong Xie Yong Xia MedIm 39 3 0 08 Oct 2024
Metrics Revolutions: Groundbreaking Insights into the Implementation of Metrics for Biomedical Image Segmentation Gašper Podobnik Tomaž Vrtovec 19 0 0 03 Oct 2024
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations Nikolaos Giakoumoglou Tania Stathaki SSL 46 2 0 03 Oct 2024
DMC-Net: Lightweight Dynamic Multi-Scale and Multi-Resolution Convolution Network for Pancreas Segmentation in CT Images Jin Yang Daniel S. Marcus Aristeidis Sotiras 32 0 0 03 Oct 2024
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical Images Longchao Da Rui Wang Xiaojian Xu Parminder Bhatia Taha A. Kass-Hout Hua Wei Cao Xiao VLM MedIm 46 2 0 02 Oct 2024
Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation Muhammad Hamza Sharif Muzammal Naseer Mohammad Yaqub Min Xu Mohsen Guizani OOD MedIm ViT 36 0 0 01 Oct 2024
AI generated annotations for Breast, Brain, Liver, Lungs and Prostate cancer collections in National Cancer Institute Imaging Data Commons G. Murugesan Diana McCrumb Rahul Soni J. Kumar Leonard Nuernberg ... Ulrike Wagner Sutton Granger Andrey Y. Fedorov Stephen Moore Jeff Van Oss 28 0 0 30 Sep 2024
Medical Image Segmentation with SAM-generated Annotations Iira Häkkinen Iaroslav Melekhov Erik Englesson Hossein Azizpour Arno Solin VLM 33 0 0 30 Sep 2024
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models Haolin Li Yuhang Zhou Ziheng Zhao Siyuan Du Jiangchao Yao Weidi Xie Ya Zhang Yanfeng Wang 31 1 0 29 Sep 2024
Confidence intervals uncovered: Are we ready for real-world medical imaging AI? Evangelia Christodoulou Annika Reinke Rola Houhou P. Kalinowski Selen Erkan ... Paul F. Jäger Annette Kopp-Schneider Gaël Varoquaux O. Colliot Lena Maier-Hein OOD 26 3 0 26 Sep 2024
Lesion Segmentation in Whole-Body Multi-Tracer PET-CT Images; a Contribution to AutoPET 2024 Challenge M. Astaraki Simone Bendazzoli MedIm 16 0 0 22 Sep 2024
Data Diet: Can Trimming PET/CT Datasets Enhance Lesion Segmentation? A. Jaus Simon Reiß Jens Klesiek Rainer Stiefelhagen 3DPC 23 0 0 20 Sep 2024
MCICSAM: Monte Carlo-guided Interpolation Consistency Segment Anything Model for Semi-Supervised Prostate Zone Segmentation Guantian Huang Beibei Li Xiaobing Fan Aritrick Chatterjee Cheng Wei Shouliang Qi Wei Qian Dianning He 21 0 0 20 Sep 2024
Privacy-Preserving SAM Quantization for Efficient Edge Intelligence in Healthcare Zhikai Li Jing Zhang Qingyi Gu MedIm 44 1 0 14 Sep 2024
MAISI: Medical AI for Synthetic Imaging Pengfei Guo Can Zhao Dong Yang Ziyue Xu Vishwesh Nath ... Benjamin D. Simon Mason J Belue Stephanie Harmon B. Turkbey Daguang Xu DiffM MedIm 44 18 0 13 Sep 2024
D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image Segmentation Jin Yang Xiaobing Yu Peijie Qiu MedIm 36 0 0 13 Sep 2024
Analyzing Tumors by Synthesis Qi Chen Yuxiang Lai Xiaoxi Chen Qixin Hu Alan Yuille Zongwei Zhou 33 3 0 09 Sep 2024
Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation P. Mody Nicolas F. Chaves-de-Plaza Chinmay Rao Eleftheria Astrenidou M. de Ridder N. Hoekstra Klaus Hildebrandt Marius Staring UQCV 27 0 0 05 Sep 2024
Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning Jinglin Liang Jin Zhong Hanlin Gu Zhongqi Lu Xingxing Tang Gang Dai Shuangping Huang Lixin Fan Qiang Yang DiffM 44 7 0 02 Sep 2024
Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes Li Zhang Basu Jindal Ahmed Alaa Robert Weinreb David Wilson Eran Segal James Zou Pengtao Xie MedIm 29 1 0 30 Aug 2024
PropSAM: A Propagation-Based Model for Segmenting Any 3D Objects in Multi-Modal Medical Images Zifan Chen Xinyu Nan Jiazheng Li Jie Zhao Haifeng Li ... Heyun Chen Yiting Liu Bin Dong Li Lyna Zhang L. Tang MedIm 48 1 0 25 Aug 2024
Unleashing the Potential of SAM2 for Biomedical Images and Videos: A Survey Yichi Zhang Zhenrong Shen VLM 30 12 0 23 Aug 2024
MultiMed: Massively Multimodal and Multitask Medical Understanding Shentong Mo Paul Pu Liang LM&MA 30 0 0 22 Aug 2024
Automatic Organ and Pan-cancer Segmentation in Abdomen CT: the FLARE 2023 Challenge Jun Ma Yao Zhang Song Gu Cheng Ge Ershuai Wang Qin Zhou Ziyan Huang Pengju Lyu Jian He Bo Wang 42 7 0 22 Aug 2024
A Short Review and Evaluation of SAM2's Performance in 3D CT Image Segmentation Yufan He Pengfei Guo Yucheng Tang Andriy Myronenko Vishwesh Nath Ziyue Xu Dong Yang Can Zhao Daguang Xu Wenqi Li 23 4 0 20 Aug 2024
ISLES'24: Improving final infarct prediction in ischemic stroke using multimodal imaging and clinical data Ezequiel de la Rosa Ruisheng Su Mauricio Reyes Roland Wiest E. O. Riedel ... D. Robben Susanne Wegener Jan S. Kirschke Benedikt Wiestler Bjoern H. Menze OOD 17 1 0 20 Aug 2024
LNQ 2023 challenge: Benchmark of weakly-supervised techniques for mediastinal lymph node quantification R. Dorent Roya Khajavi Tagwa Idris Erik Ziegler B. Somarouthu ... Minghui Zhang Steve Pieper Gordon Harris Ron Kikinis Tina Kapur 44 5 0 19 Aug 2024
Enhancing 3D Transformer Segmentation Model for Medical Image with Token-level Representation Learning Xinrong Hu Dewen Zeng Yawen Wu Xueyang Li Yiyu Shi ViT MedIm 39 0 0 12 Aug 2024
HySparK: Hybrid Sparse Masking for Large Scale Medical Image Pre-Training Fenghe Tang Ronghao Xu Qingsong Yao Xueming Fu Quan Quan Heqin Zhu Zaiyi Liu S. Kevin Zhou SSL MedIm 40 3 0 11 Aug 2024
A Novel Momentum-Based Deep Learning Techniques for Medical Image Classification and Segmentation Koushik Biswas Ridal Pal Shaswat Patel Debesh Jha Meghana Karri ... M. Antalek Yury Velichko Daniela Ladner Amir Borhani Ulas Bagci 34 0 0 11 Aug 2024
Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation Kate Čevora Ben Glocker Wenjia Bai OOD 28 0 0 08 Aug 2024
Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation Feng Zhou Yanjie Zhou Longjie Wang Yun Peng David E. Carlson Liyun Tu 45 1 0 07 Aug 2024
Interactive 3D Medical Image Segmentation with SAM 2 Chuyun Shen Wenhao Li Yuhang Shi Xiangfeng Wang VLM MedIm 28 13 0 05 Aug 2024
MSA $^2$ Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation Sina Ghorbani Kolahi S. K. Chaharsooghi Toktam Khatibi Afshin Bozorgpour Reza Azad Moein Heidari I. Hacihaliloglu Dorit Merhof 32 0 0 31 Jul 2024
Expanding the Medical Decathlon dataset: segmentation of colon and colorectal cancer from computed tomography images Miao Cao Y. A. Drach S. R. Mustakimova Huan Wang Xin Yuan S. K. Efetov M. V. Feldsherov 30 0 0 31 Jul 2024
MIST: A Simple and Scalable End-To-End 3D Medical Imaging Segmentation Framework Jingyao Wu Evan Lim T. Dang Brayden Mi Alex Balsells V. Sethu Caroline Chung Beatrice Riviere David T. Fuentes VLM 41 2 0 31 Jul 2024
Distribution-Aware Replay for Continual MRI Segmentation Nick Lemke Camila González Anirban Mukhopadhyay Martin Mundt OOD 33 0 0 30 Jul 2024
Optimizing Synthetic Data for Enhanced Pancreatic Tumor Segmentation Linkai Peng Zheyuan Zhang Gorkem Durak Frank H. Miller A. Medetalibeyoğlu Michael B. Wallace Ulas Bagci MedIm 34 2 0 27 Jul 2024
Aggregated Attributions for Explanatory Analysis of 3D Segmentation Models Maciej Chrabaszcz Hubert Baniecki Piotr Komorowski Szymon Płotka Przemysław Biecek 31 1 0 23 Jul 2024
MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM Navyansh Mahla Annie D'souza Shubh Gupta B. Kanekar Kshitij S. Jadhav VLM MedIm 29 2 0 21 Jul 2024
CBCTLiTS: A Synthetic, Paired CBCT/CT Dataset For Segmentation And Style Transfer M. Tschuchnig Philipp Steininger M. Gadermayr 18 0 0 20 Jul 2024