Title
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models Yuyan Shi Jialu Ma Jin Yang Shasha Wang Yichi Zhang MedIm VLM 71 2 0 20 Apr 2024
Multi-target and multi-stage liver lesion segmentation and detection in multi-phase computed tomography scans Abdullah F. Al-Battal S. T. Duong Van Ha Tang Quang Duc Tran S. Q. Truong Chien Phan Truong Q. Nguyen Cheolhong An MedIm 46 0 0 17 Apr 2024
M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models Fan Bai Yuxin Du Tiejun Huang Max Q.-H. Meng Bo Zhao 72 43 0 31 Mar 2024
YNetr: Dual-Encoder architecture on Plain Scan Liver Tumors (PSLT) Wen Sheng Zhong Zheng Jiajun Liu Han Lu Hanyuan Zhang Zhengyong Jiang Zhihong Zhang Daoping Zhu ViT 146 0 0 30 Mar 2024
A Robust Ensemble Algorithm for Ischemic Stroke Lesion Segmentation: Generalizability and Clinical Utility Beyond the ISLES Challenge Ezequiel de la Rosa Mauricio Reyes S. Liew Alexandre Hutton Roland Wiest ... Suprosanna Shit M. H. Petzsche Bjoern Menze Jan S. Kirschke Benedikt Wiestler 61 9 0 28 Mar 2024
DataCook: Crafting Anti-Adversarial Examples for Healthcare Data Copyright Protection Sihan Shang Jiancheng Yang Zhenglong Sun Pascal Fua 88 0 0 26 Mar 2024
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion Kazi Shahriar Sanjid Md. Tanzim Hossain Md. Shakib Shahariar Junayed M. M. Uddin Mamba 105 9 0 26 Mar 2024
Progressive trajectory matching for medical dataset distillation Zhennaan Yu Yang Liu Qingchao Chen DD 74 4 0 20 Mar 2024
SAMCT: Segment Any CT Allowing Labor-Free Task-Indicator Prompts Xian Lin Yangyang Xiang Zhehao Wang Kwang-Ting Cheng Zengqiang Yan Li Yu VLM MedIm 69 1 0 20 Mar 2024
Embarrassingly Simple Scribble Supervision for 3D Medical Segmentation Karol Gotkowski Carsten T. Lüth Paul F. Jäger Sebastian Ziegler Lars Krämer Stefan Denner Shuhan Xiao Nico Disch Klaus H. Maier-Hein Fabian Isensee 66 4 0 19 Mar 2024
Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images Chaoqin Huang Aofan Jiang Jinghao Feng Ya Zhang Xinchao Wang Yanfeng Wang MedIm 82 36 0 19 Mar 2024
Medical Unlearnable Examples: Securing Medical Data from Unauthorized Training via Sparsity-Aware Local Masking Weixiang Sun Yixin Liu Zhiling Yan Kaidi Xu Lichao Sun AAML 93 3 0 15 Mar 2024
From Pixel to Cancer: Cellular Automata in Computed Tomography Yuxiang Lai Xiaoxi Chen Angtian Wang Alan Yuille Zongwei Zhou MedIm 87 13 0 11 Mar 2024
Mask-Enhanced Segment Anything Model for Tumor Lesion Semantic Segmentation Hairong Shi Songhao Han Shaofei Huang Yue Liao Guanbin Li Xiangxing Kong Hua Zhu Xiaomu Wang Si Liu MedIm 74 4 0 09 Mar 2024
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation Weibin Liao Yinghao Zhu Xinyuan Wang Cehngwei Pan Yasha Wang Liantao Ma Mamba 88 70 0 08 Mar 2024
Towards Generalizable Tumor Synthesis Qi Chen Xiaoxi Chen Haorui Song Zhiwei Xiong Alan Yuille Chen Wei Zongwei Zhou MedIm 136 46 0 29 Feb 2024
Real-Time Model-Based Quantitative Ultrasound and Radar Tom Sharon Yonina C. Eldar 97 0 0 16 Feb 2024
MultiMedEval: A Benchmark and a Toolkit for Evaluating Medical Vision-Language Models Corentin Royer Bjoern Menze Anjany Sekuboyina VLM 72 13 0 14 Feb 2024
Exploiting Liver CT scans in Colorectal Carcinoma genomics mutation classification Daniele Perlo L. Berton Alessia Delpiano Francesca Menchini S. Tibaldi M. Grosso P. Fonio 39 0 0 25 Jan 2024
Tyche: Stochastic In-Context Learning for Medical Image Segmentation Marianne Rakic Hallee E. Wong Jose Javier Gonzalez Ortiz Beth Cimini John Guttag Adrian V. Dalca 89 12 0 24 Jan 2024
CT Liver Segmentation via PVT-based Encoding and Refined Decoding Debesh Jha Nikhil Kumar Tomar Koushik Biswas Gorkem Durak Alpay Medetalibeyoglu M. Antalek Yury Velichko Daniela Ladner Amir Borhani Ulas Bagci ViT MedIm 60 8 0 17 Jan 2024
MedBlindTuner: Towards Privacy-preserving Fine-tuning on Biomedical Images with Transformers and Fully Homomorphic Encryption Prajwal Panzade Daniel Takabi Zhipeng Cai MedIm 97 0 0 17 Jan 2024
Replica Tree-based Federated Learning using Limited Data Ramona Ghilea I. Rekik 60 0 0 28 Dec 2023
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 116 11 0 28 Dec 2023
Sample selection with noise rate estimation in noise learning of medical image analysis Maolin Li G. Tarroni OOD 64 0 0 23 Dec 2023
Multi-task Learning To Improve Semantic Segmentation Of CBCT Scans Using Image Reconstruction M. Tschuchnig Julia Coste-Marin Philipp Steininger M. Gadermayr 13 4 0 20 Dec 2023
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything Model Yixin Zhang Shen Zhao Han Gu Maciej A. Mazurowski VLM 140 4 0 17 Dec 2023
SegRap2023: A Benchmark of Organs-at-Risk and Gross Tumor Volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma Xiangde Luo Jia Fu Yunxin Zhong Shuolin Liu Bing Han ... Mu Zhou Shichuan Zhang Wenjun Liao Guotai Wang Shaoting Zhang 98 28 0 15 Dec 2023
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation Shiyun Chen Li Lin Pujin Cheng Xiaoying Tang MedIm 38 6 0 13 Dec 2023
ScribblePrompt: Fast and Flexible Interactive Segmentation for Any Biomedical Image Hallee E. Wong Marianne Rakic John Guttag Adrian V. Dalca 78 21 0 12 Dec 2023
CLIP in Medical Imaging: A Comprehensive Survey Zihao Zhao Yuxiao Liu Han Wu Yonghao Li Sheng Wang L. Teng Disheng Liu Zhiming Cui Qian Wang Dinggang Shen CLIP MedIm LM&MA VLM 156 43 0 12 Dec 2023
Building Universal Foundation Models for Medical Image Analysis with Spatially Adaptive Networks Lingxiao Luo Xuanzhong Chen Bingda Tang Xinsheng Chen Rong Han Chengpeng Hu Yujiang Li Ting Chen MedIm 72 2 0 12 Dec 2023
DiAD: A Diffusion-based Framework for Multi-class Anomaly Detection Haoyang He Jiangning Zhang Hongxu Chen Xuhai Chen Zhishan Li Xu Chen Yabiao Wang Chengjie Wang Lei Xie DiffM 73 32 0 11 Dec 2023
ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting Yankai Jiang Zhongzhen Huang Rongzhao Zhang Xiaofan Zhang Shaoting Zhang VLM 97 13 0 07 Dec 2023
Panoptica -- instance-wise evaluation of 3D semantic and instance segmentation maps Florian Kofler Hendrik Möller Josef A. Buchner Ezequiel de la Rosa Ivan Ezhov ... Stefan K. Ehrlich Annika Reinke Bjoern Menze Benedikt Wiestler Marie Piraud ISeg 65 7 0 05 Dec 2023
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 64 18 0 29 Nov 2023
Adaptive Smooth Activation for Improved Disease Diagnosis and Organ Segmentation from Radiology Scans Koushik Biswas Debesh Jha Nikhil Kumar Tomar Gorkem Durak Alpay Medetalibeyoglu M. Antalek Yury Velichko Daniela Ladner Amir Bohrani Ulas Bagci MedIm 48 1 0 29 Nov 2023
Rethinking Intermediate Layers design in Knowledge Distillation for Kidney and Liver Tumor Segmentation Vandan Gorade Sparsh Mittal Debesh Jha Ulas Bagci 62 3 0 28 Nov 2023
View it like a radiologist: Shifted windows for deep learning augmentation of CT images E. A. Østmo Kristoffer Wickstrøm Keyur Radiya Michael C. Kampffmeyer Robert Jenssen OOD MedIm 112 0 0 25 Nov 2023
Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy Zdravko Marinov Paul F. Jäger Jan Egger Jens Kleesiek Rainer Stiefelhagen 82 19 0 23 Nov 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo Zhao VLM 124 44 0 22 Nov 2023
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning Paul Scemama Ariel Kapusta 80 0 0 21 Nov 2023
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation D. M. Nguyen Tan Ngoc Pham Nghiem Tuong Diep Nghi Quoc Phan Quang Pham ... Ngan Hoang Le Nhat Ho Pengtao Xie Daniel Sonntag Mathias Niepert VLM UQCV OOD 80 7 0 18 Nov 2023
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation Ruxue Wen Hangjie Yuan Dong Ni Wenbo Xiao Yaoyao Wu OOD 96 15 0 31 Oct 2023
Medical Image Denosing via Explainable AI Feature Preserving Loss Guanfang Dong Anup Basu MedIm 38 3 0 31 Oct 2023
Synthetic Data as Validation Qixing Hu Alan Yuille Zongwei Zhou SyDa OOD 73 8 0 24 Oct 2023
AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical Knowledge Rongzhao Zhang Zhian Bai Ruoying Yu Wenrao Pang Lingyun Wang Lifeng Zhu Xiaofan Zhang Huan Zhang Weiguo Hu 38 1 0 07 Oct 2023
Iterative Semi-Supervised Learning for Abdominal Organs and Tumor Segmentation Jiaxin Zhuang Luyang Luo Zhixuan Chen Linshan Wu 39 0 0 02 Oct 2023
Abdominal multi-organ segmentation in CT using Swinunter Mingjin Chen Yongkang He Yongyi Lu ViT OOD MedIm 27 0 0 28 Sep 2023
RL-I2IT: Image-to-Image Translation with Deep Reinforcement Learning Xin Wang Ziwei Luo Jing Hu Chengmin Feng Shu Hu Bin Zhu Xi Wu Hongtu Zhu Xin Li Siwei Lyu OffRL VLM 68 1 0 24 Sep 2023