Title
Unleashing Diffusion and State Space Models for Medical Image Segmentation Rong Wu Ziqi Chen Liming Zhong Heng Li Hai Shu MedIm 45 0 0 15 Jun 2025
Are Pixel-Wise Metrics Reliable for Sparse-View Computed Tomography Reconstruction? Tianyu Lin Xinran Li Chuntung Zhuang Qi Chen Yuanhao Cai Kai Ding Alan Yuille Zongwei Zhou 34 0 0 02 Jun 2025
Medical World Model: Generative Simulation of Tumor Evolution for Treatment Planning Yijun Yang Zhao-Yang Wang Qiuping Liu Shuwen Sun Kang Wang ... Zongwei Zhou Alan Yuille Lei Zhu Yu Zhang Jieneng Chen 35 0 0 02 Jun 2025
Conformal Prediction for Zero-Shot Models Julio Silva-Rodríguez Ismail Ben Ayed Jose Dolz VLM 52 0 0 30 May 2025
SPARS: Self-Play Adversarial Reinforcement Learning for Segmentation of Liver Tumours Catalina Tan Yipeng Hu Shaheer U. Saeed 103 0 0 25 May 2025
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation Jiong Wu Yang Xing Boxiao Yu Wei Shao Kuang Gong MedIm 190 0 0 25 May 2025
TAGS: 3D Tumor-Adaptive Guidance for SAM Sirui Li Linkai Peng Zheyuan Zhang Gorkem Durak Ulas Bagci MedIm VLM 208 0 0 21 May 2025
MOSAIC: A Multi-View 2.5D Organ Slice Selector with Cross-Attentional Reasoning for Anatomically-Aware CT Localization in Medical Organ Segmentation Hania Ghouse Muzammil Behzad 64 0 0 15 May 2025
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 102 1 0 14 May 2025
Virtual Dosimetrists: A Radiotherapy Training "Flight Simulator" S. Gay Tucker Netherton Barbara Marquez Raymond P. Mumme Mary P. Gronberg Brent Parker Chelsea Pinnix Sanjay Shete Carlos Cardenas Laurence Court 66 0 0 14 May 2025
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results Meritxell Riera-Marin S. Ko Julia Rodriguez-Comas Matthias Stefan May Zhaohong Pan ... Anton Aubanell Andreu Antolin Javier Garcia-Lopez M. A. G. Ballester Adrian Galdran UQCV 102 0 0 13 May 2025
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging Sifan Song Siyeop Yoon Pengfei Jin Sekeun Kim Matthew Tivnan ... Zhiliang Lyu Dufan Wu Ning Guo Xiang Li Quanzheng Li OOD ViT 101 0 0 08 May 2025
Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models Yankai Jiang Peng Zhang Ke Wang Yuan Tian Hai Lin Xinyu Wang MedIm 454 0 0 05 May 2025
MedSegFactory: Text-Guided Generation of Medical Image-Mask Pairs Jiawei Mao Yucheng Wang Yucheng Tang Daguang Xu Kang Wang Yang Yang Zongwei Zhou Yuyin Zhou MedIm 74 1 0 09 Apr 2025
BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation Rafi Ibn Sultan Hui Zhu Chengyin Li Dongxiao Zhu 94 0 0 30 Mar 2025
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study Soumitri Chattopadhyay Basar Demir Marc Niethammer VLM 141 0 0 28 Mar 2025
Show and Segment: Universal Medical Image Segmentation via In-Context Learning Yunhe Gao Di Liu Zhuowei Li You Li DongDong Chen Mu Zhou Dimitris N. Metaxas VLM 88 0 0 25 Mar 2025
Federated Continual 3D Segmentation With Single-round Communication Can Peng Qianhui Men Pramit Saha Qianye Yang Cheng Ouyang J. A. Noble FedML 83 0 0 19 Mar 2025
Optimal Transport Adapter Tuning for Bridging Modality Gaps in Few-Shot Remote Sensing Scene Classification Zhong Ji Ci Liu Jingren Liu Chen Tang Yanwei Pang Xuelong Li OT 110 0 0 19 Mar 2025
MAST-Pro: Dynamic Mixture-of-Experts for Adaptive Segmentation of Pan-Tumors with Knowledge-Driven Prompts Runqi Meng S. Song Pengfei Jin Y. Oh L. Teng ... Lawrence Yunliang Chen Xuzhao Li Quanzheng Li Ning Guo Dinggang Shen 98 0 0 18 Mar 2025
AA-CLIP: Enhancing Zero-shot Anomaly Detection via Anomaly-Aware CLIP Wenxin Ma Xu Zhang Qingsong Yao Fenghe Tang Chenxu Wu Yongbin Li Rui Yan Zihang Jiang S. Kevin Zhou VLM 113 3 0 09 Mar 2025
Towards Universal Text-driven CT Image Segmentation Yuheng Li Yuxiang Lai Maria Thor Deborah Marshall Zachary Buchwald D. Yu Xiaofeng Yang MedIm VLM 117 3 0 08 Mar 2025
Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression Jie Liu Tiexin Qin Hui Liu Yilei Shi Lichao Mou Xiao Xiang Zhu Shiqi Wang Haoliang Li 92 0 0 06 Mar 2025
Neuroverse3D: Developing In-Context Learning Universal Model for Neuroimaging in 3D Jiesi Hu Chenfei Ye Yanwu Yang Xutao Guo Yang Shang P. Shi Hanyang Peng Ting Ma 114 0 0 04 Mar 2025
Dynamic Gradient Sparsification Training for Few-Shot Fine-tuning of CT Lymph Node Segmentation Foundation Model Zihao Luo Zijun Gao Wenjun Liao Shichuan Zhang Guotai Wang Xiangde Luo 93 0 0 02 Mar 2025
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation B. Shirokikh Anvar Kurmukov Mariia Donskova Valentin Samokhin Mikhail Belyaev Ivan Oseledets OOD 96 0 0 24 Feb 2025
From large language models to multimodal AI: A scoping review on the potential of generative AI in medicine Lukas Buess Matthias Keicher Nassir Navab Andreas Maier Soroosh Tayebi Arasteh LM&MA 346 2 0 13 Feb 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan Yuille Zongwei Zhou MedIm 150 11 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 298 27 0 17 Jan 2025
RadGPT: Constructing 3D Image-Text Tumor Datasets P. R. Bassi Mehmet Can Yavuz Kang Wang Xiaoxi Chen Wenxuan Li S. Decherchi Andrea Cavalli Yang Yang Alan Yuille Zongwei Zhou LM&MA MedIm 131 2 0 08 Jan 2025
Adaptivity can help exponentially for shadow tomography Sitan Chen Weiyuan Gong Zhihan Zhang 104 0 0 26 Dec 2024
AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation Jiaqi Ma Guo-Sen Xie Fang Zhao Zechao Li 102 1 0 23 Dec 2024
SegHeD+: Segmentation of Heterogeneous Data for Multiple Sclerosis Lesions with Anatomical Constraints and Lesion-aware Augmentation Berke Doga Basaran Paul M. Matthews Wenjia Bai 162 0 0 14 Dec 2024
Embeddings are all you need! Achieving High Performance Medical Image Classification through Training-Free Embedding Analysis Raj Hansini Khoiwal Alan B. McMillan MedIm 116 0 0 12 Dec 2024
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions Kai Sun Siyan Xue F. Sun Haoran Sun Yu-Juan Luo ... Xinzhou Wang Lei Yang Shuo Jin Jun Yan Jiahong Dong AI4CE 155 3 0 03 Dec 2024
MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training Chengyin Li Hui Zhu Rafi Ibn Sultan H. Bagher-Ebadian Prashant Khanduri Chetty Indrin Kundan Thind Dongxiao Zhu MedIm 139 2 0 23 Nov 2024
TP-UNet: Temporal Prompt Guided UNet for Medical Image Segmentation Ranmin Wang Limin Zhuang Hongkun Chen Boyan Xu Ruichu Cai 68 0 0 18 Nov 2024
GlocalCLIP: Object-agnostic Global-Local Prompt Learning for Zero-shot Anomaly Detection Jiyul Ham Yonggon Jung Jun-Geol Baek VLM 89 1 0 09 Nov 2024
TexLiverNet: Leveraging Medical Knowledge and Spatial-Frequency Perception for Enhanced Liver Tumor Segmentation Xiaoyan Jiang Zhi Zhou HaiLing Wang Guozhong Wang ZhiJun Fang MedIm 85 0 0 07 Nov 2024
Label Critic: Design Data Before Models P. R. Bassi Qilong Wu Wenxuan Li S. Decherchi Andrea Cavalli Alan Yuille Zongwei Zhou 90 0 0 05 Nov 2024
Text-Guided Attention is All You Need for Zero-Shot Robustness in Vision-Language Models Lu Yu Haiyang Zhang Changsheng Xu AAML VLM 106 7 0 29 Oct 2024
Anatomical 3D Style Transfer Enabling Efficient Federated Learning with Extremely Low Communication Costs Yuto Shibata Yasunori Kudo Yohei Sugawara 87 0 0 26 Oct 2024
Backdoor in Seconds: Unlocking Vulnerabilities in Large Pre-trained Models via Model Editing Dongliang Guo Mengxuan Hu Zihan Guan Junfeng Guo Thomas Hartvigsen Sheng Li AAML 140 2 0 23 Oct 2024
AttriPrompter: Auto-Prompting with Attribute Semantics for Zero-shot Nuclei Detection via Visual-Language Pre-trained Models Yongjian Wu Yang Zhou Jiya Saiyin Bingzheng Wei M. Lai Jianzhong Shou Yan Xu VLM MedIm 118 1 0 22 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 Shanghang Zhang MedIm 132 3 0 21 Oct 2024
CLIP-VAD: Exploiting Vision-Language Models for Voice Activity Detection Andrea Appiani Cigdem Beyan CLIP VLM 88 0 0 18 Oct 2024
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors Linshan Wu Jiaxin Zhuang Hao Chen 90 6 0 13 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 63 3 0 08 Oct 2024
SegHeD: Segmentation of Heterogeneous Data for Multiple Sclerosis Lesions with Anatomical Constraints Berke Doga Basaran Xinru Zhang Paul M. Matthews Wenjia Bai 67 1 0 02 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 MedIm VLM 128 2 0 02 Oct 2024