Title
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation Yi-Mou Lin Dong-Ming Zhang X. B. Fang Yufan Chen K.-T. Cheng Hao Chen 30 0 0 06 May 2025
Uncertainty Quantification for Machine Learning in Healthcare: A Survey L. J. L. Lopez Shaza Elsharief Dhiyaa Al Jorf Firas Darwish Congbo Ma Farah E. Shamout 79 0 0 04 May 2025
Class Imbalance Correction for Improved Universal Lesion Detection and Tagging in CT Peter D. Erickson T. Mathai Ronald M. Summers 42 4 0 08 Apr 2025
3D Universal Lesion Detection and Tagging in CT with Self-Training Jared Frazier T. Mathai Jianfei Liu Angshuman Paul Ronald M. Summers 35 2 0 07 Apr 2025
The Coralscapes Dataset: Semantic Scene Understanding in Coral Reefs Jonathan Sauder Viktor Domazetoski G. Banc-Prandi Gabriela Perna Anders Meibom D. Tuia 50 0 0 25 Mar 2025
A Reverse Mamba Attention Network for Pathological Liver Segmentation Jun Zeng Debesh Jha Ertugrul Aktas Elif Keles A. Medetalibeyoğlu ... Robert Lewandowski Daniela Ladner Amir Borhani Gorkem Durak Ulas Bagci Mamba 49 1 0 23 Feb 2025
Why does my medical AI look at pictures of birds? Exploring the efficacy of transfer learning across domain boundaries F. Jonske M. Kim Enrico Nasca J. Evers Johannes Haubold ... F. Nensa Michael Kamp C. Seibold Jan Egger Jens Kleesiek 79 1 0 17 Feb 2025
Cross-D Conv: Cross-Dimensional Transferable Knowledge Base via Fourier Shifting Operation Mehmet Can Yavuz Yang Yang MedIm 37 0 0 28 Jan 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan L. Yuille Zongwei Zhou MedIm 41 8 0 20 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 102 18 0 17 Jan 2025
Enhancing the automatic segmentation and analysis of 3D liver vasculature models Yassine Machta Omar S. Ali Kevin Hakkakian Ana Vlascenau Amaury Facque Nicolas Golse I. Vignon-Clementel 76 0 0 24 Nov 2024
A Novel Automatic Real-time Motion Tracking Method for Magnetic Resonance Imaging-guided Radiotherapy: Leveraging the Enhanced Tracking-Learning-Detection Framework with Automatic Segmentation Shengqi Chen Zilin Wang Jianrong Dai Shirui Qin Ying Cao Ruiao Zhao J. Chen Guohua Wu Yuan Tang 28 1 0 12 Nov 2024
From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning Yang Bai Yang Zhou Jun Zhou Rick Siow Mong Goh Daniel Ting Yong Liu VLM 44 0 0 09 Oct 2024
DB-SAM: Delving into High Quality Universal Medical Image Segmentation Chao Qin Jiale Cao H. Fu F. Khan Rao Muhammad Anwer MedIm 33 5 0 05 Oct 2024
MONICA: Benchmarking on Long-tailed Medical Image Classification Lie Ju Siyuan Yan Yukun Zhou Yang Nan Xiaodan Xing Peibo Duan Zongyuan Ge 49 0 0 02 Oct 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 35 7 0 02 Sep 2024
Multimodal Learning With Intraoperative CBCT & Variably Aligned Preoperative CT Data To Improve Segmentation M. Tschuchnig Philipp Steininger M. Gadermayr 24 0 0 17 Jun 2024
MDNet: Multi-Decoder Network for Abdominal CT Organs Segmentation Debesh Jha Nikhil Kumar Tomar Koushik Biswas Gorkem Durak M. Antalek ... A. Medetalibeyoğlu Yury Velichko Daniela Ladner Amir Borhani Ulas Bagci MedIm 27 1 0 10 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey Rokas Gipiškis Chun-Wei Tsai Olga Kurasova 52 5 0 02 May 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 34 3 0 19 Mar 2024
Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images Chaoqin Huang Aofan Jiang Jinghao Feng Ya-Qin Zhang Xinchao Wang Yanfeng Wang MedIm 40 25 0 19 Mar 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 19 0 0 25 Jan 2024
CT Liver Segmentation via PVT-based Encoding and Refined Decoding Debesh Jha Nikhil Kumar Tomar Koushik Biswas Gorkem Durak A. Medetalibeyoğlu M. Antalek Yury Velichko Daniela Ladner Amir Borhani Ulas Bagci ViT MedIm 26 8 0 17 Jan 2024
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 Mazurowski VLM 30 4 0 17 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 29 10 0 07 Dec 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo-Lu Zhao VLM 28 38 0 22 Nov 2023
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning Paul Scemama Ariel Kapusta 32 0 0 21 Nov 2023
Abdominal multi-organ segmentation in CT using Swinunter Mingjin Chen Yongkang He Yongyi Lu ViT OOD MedIm 16 0 0 28 Sep 2023
FourierLoss: Shape-Aware Loss Function with Fourier Descriptors Mehmet Bahadir Erden Selahattin Cansiz Onur Çakı Haya Khattak D. Etiz M. Yakar K. Duruer Berke Barut Cigdem Demir OOD MedIm 15 0 0 21 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 14 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 19 4 0 30 Aug 2023
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration Ran Liu Sahil Khose Jingyun Xiao Lakshmi Sathidevi Keerthan Ramnath Z. Kira Eva L. Dyer 19 3 0 28 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 6 4 0 16 Aug 2023
Redesigning Out-of-Distribution Detection on 3D Medical Images A. Vasiliuk Daria Frolova Mikhail Belyaev B. Shirokikh OOD 18 5 0 07 Aug 2023
L3DMC: Lifelong Learning using Distillation via Mixed-Curvature Space Kaushik Roy Peyman Moghadam Mehrtash Harandi 22 6 0 31 Jul 2023
AC-Norm: Effective Tuning for Medical Image Analysis via Affine Collaborative Normalization Chuyan Zhang Yuncheng Yang Hao Zheng Yun Gu 24 0 0 28 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 24 118 0 25 Jul 2023
Liver Tumor Screening and Diagnosis in CT with Pixel-Lesion-Patient Network K. Yan Xiaoli Yin Yingda Xia Fakai Wang Shu Wang ... Xiaoyu Bai Jingren Zhou Ling Zhang Le Lu Yu Shi MedIm 25 5 0 17 Jul 2023
3D Medical Image Segmentation based on multi-scale MPU-Net Zeqiu Yu Shuo Han Ziheng Song 3DV 11 3 0 11 Jul 2023
Segment Anything Model for Medical Image Analysis: an Experimental Study Maciej Mazurowski Haoyu Dong Han Gu Jichen Yang N. Konz Yixin Zhang MedIm VLM 28 467 0 20 Apr 2023
Tailored Multi-Organ Segmentation with Model Adaptation and Ensemble Jiahua Dong Guohua Cheng Yue Zhang Chengtao Peng Yu Song Ruofeng Tong Lanfen Lin Yen-Wei Chen 24 0 0 14 Apr 2023
Few-shot Class-incremental Learning for Cross-domain Disease Classification Han Yang Weijian Huang Jiarun Liu Cheng Li Shanshan Wang CLL 29 4 0 12 Apr 2023
FMG-Net and W-Net: Multigrid Inspired Deep Learning Architectures For Medical Imaging Segmentation A. Celaya B. Rivière David T. Fuentes 6 4 0 05 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
Towards Simultaneous Segmentation of Liver Tumors and Intrahepatic Vessels via Cross-attention Mechanism Haopeng Kuang Dingkang Yang Shunli Wang Xiaoying Wang Lihua Zhang MedIm 27 11 0 20 Feb 2023
Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation Shiman Li Haoran Wang Yucong Meng Chenxi Zhang Zhijian Song 27 6 0 07 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 28 15 0 28 Jan 2023
Spatially Covariant Lesion Segmentation Hang Zhang Rongguang Wang Jinwei Zhang Dongdong Liu Chao Li Jiahao Nick Li MedIm 31 7 0 19 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 39 193 0 02 Jan 2023
PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis Hong-Yu Zhou Chi-Ken Lu Chaoqi Chen Sibei Yang Yizhou Yu 39 52 0 02 Jan 2023