Title
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 32 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 36 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 57 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 D. Yang Yuan Tian Hai Lin X. Wang MedIm 69 0 0 05 May 2025
MedSegFactory: Text-Guided Generation of Medical Image-Mask Pairs Jiawei Mao Y. Wang Yucheng Tang Daguang Xu Kang Wang Yang Yang Zongwei Zhou Yuyin Zhou MedIm 22 0 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 50 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 58 0 0 28 Mar 2025
Show and Segment: Universal Medical Image Segmentation via In-Context Learning Yunhe Gao Di Liu Zhuowei Li Y. Li Dongdong Chen Mu Zhou Dimitris N. Metaxas VLM 48 0 0 25 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 X. Li OT 49 0 0 19 Mar 2025
Federated Continual 3D Segmentation With Single-round Communication Can Peng Qianhui Men Pramit Saha Qianye Yang Cheng Ouyang J. A. Noble FedML 54 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 ... L. Chen X. Li Quanzheng Li Ning Guo Dinggang Shen 51 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 Y. Li Rui Yan Zihang Jiang S. Kevin Zhou VLM 57 0 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 50 2 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 45 0 0 06 Mar 2025
Building 3D In-Context Learning Universal Model in Neuroimaging Jiesi Hu Hanyang Peng Yanwu Yang Xutao Guo Yang Shang P. Shi Chenfei Ye Ting Ma 62 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 43 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 V. Oseledets OOD 37 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 K. Maier Soroosh Tayebi Arasteh LM&MA 114 0 0 13 Feb 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 97 17 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 L. Yuille Zongwei Zhou LM&MA MedIm 38 0 0 08 Jan 2025
Adaptivity can help exponentially for shadow tomography Sitan Chen Weiyuan Gong Zhihan Zhang 36 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 32 0 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 71 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 67 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 69 2 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 80 1 0 23 Nov 2024
TP-UNet: Temporal Prompt Guided UNet for Medical Image Segmentation Ranmin Wang Limin Zhuang Hongkun Chen Boyan Xu Ruichu Cai 39 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 26 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 43 0 0 07 Nov 2024
Label Critic: Design Data Before Models P. R. Bassi Qilong Wu Wenxuan Li S. Decherchi Andrea Cavalli Alan L. Yuille Zongwei Zhou 41 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 21 3 0 29 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
Backdoor in Seconds: Unlocking Vulnerabilities in Large Pre-trained Models via Model Editing Dongliang Guo Mengxuan Hu Zihan Guan Junfeng Guo Thomas Hartvigsen Sheng R. Li AAML 26 0 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 25 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 S. Zhang MedIm 32 2 0 21 Oct 2024
CLIP-VAD: Exploiting Vision-Language Models for Voice Activity Detection Andrea Appiani Cigdem Beyan CLIP VLM 28 0 0 18 Oct 2024
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors Linshan Wu Jiaxin Zhuang Hao Chen 37 5 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 37 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 30 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 VLM MedIm 38 2 0 02 Oct 2024
Medical Image Segmentation with SAM-generated Annotations Iira Häkkinen Iaroslav Melekhov Erik Englesson Hossein Azizpour Juho Kannala VLM 25 0 0 30 Sep 2024
Universal Medical Image Representation Learning with Compositional Decoders Kaini Wang Ling Yang Siping Zhou Guangquan Zhou Wentao Zhang Bin Cui Shuo Li SSL MedIm 31 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 29 1 0 29 Sep 2024
Robotic-CLIP: Fine-tuning CLIP on Action Data for Robotic Applications Nghia Nguyen Minh Nhat Vu Tung D. Ta Baoru Huang T. Vo Ngan Le Anh Nguyen VLM CLIP 38 3 0 26 Sep 2024
Towards General Text-guided Image Synthesis for Customized Multimodal Brain MRI Generation Yulin Wang Honglin Xiong Kaicong Sun Shuwei Bai Ling Dai Zhongxiang Ding Jiameng Liu Qian Wang Qian Liu Dinggang Shen MedIm DiffM 26 1 0 25 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 42 18 0 13 Sep 2024
Knowledge-Enhanced Facial Expression Recognition with Emotional-to-Neutral Transformation Hangyu Li Yihan Xu Jiangchao Yao Nannan Wang Xinbo Gao Bo Han 28 0 0 13 Sep 2024
Analyzing Tumors by Synthesis Qi Chen Yuxiang Lai Xiaoxi Chen Qixin Hu Alan Yuille Zongwei Zhou 30 2 0 09 Sep 2024
Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image Segmentation Xixi Jiang Dong Zhang Xiang Li Kangyi Liu Kwang-Ting Cheng Xin Yang OOD 25 1 0 05 Sep 2024