Title
DWFF-Net : A Multi-Scale Farmland System Habitat Identification Method with Adaptive Dynamic Weight Kesong Zheng Zhi Song Peizhou Li Shuyi Yao Zhenxing Bian 147 0 0 11 Nov 2025
Context-Gated Cross-Modal Perception with Visual Mamba for PET-CT Lung Tumor Segmentation Elena Mulero Ayllón Linlin Shen Pierangelo Veltri Fabrizia Gelardi Arturo Chiti Paolo Soda M. Tortora Mamba 84 0 0 31 Oct 2025
$SA$^{2}$Net: Scale-Adaptive Structure-Affinity Transformation for Spine Segmentation from Ultrasound Volume Projection Imaging$ SA $^{2}$ Net: Scale-Adaptive Structure-Affinity Transformation for Spine Segmentation from Ultrasound Volume Projection Imaging Hao Xie Zixun Huang Yushen Zuo Yakun Ju F. Leung N. F. Law Kin-Man Lam Y. Zheng Sai Ho Ling 54 0 0 30 Oct 2025
SYNAPSE-Net: A Unified Framework with Lesion-Aware Hierarchical Gating for Robust Segmentation of Heterogeneous Brain Lesions Md. Mehedi Hassan Shafqat Alam Shahriar Ahmed Seam Maruf Ahmed MedIm 56 0 0 30 Oct 2025
Digitizing Paper ECGs at Scale: An Open-Source Algorithm for Clinical Research Elias Stenhede Agnar Martin Bjørnstad Arian Ranjbar MedIm 58 0 0 22 Oct 2025
Uncertainty-Aware Extreme Point Tracing for Weakly Supervised Ultrasound Image Segmentation Lei Shi Gang Li Junxing Zhang 72 0 0 17 Oct 2025
Rethinking Convergence in Deep Learning: The Predictive-Corrective Paradigm for Anatomy-Informed Brain MRI Segmentation Feifei Zhang Zhenhong Jia Sensen Song Fei Shi Dayong Ren MedIm 97 0 0 17 Oct 2025
Epistemic-aware Vision-Language Foundation Model for Fetal Ultrasound Interpretation Xiao He H. Vicky Zhao Guojia Wan Wei Zhou Yanxing Liu Juhua Liu Y. F. Xu Yong Luo Dacheng Tao Bo Du 80 0 0 14 Oct 2025
Label-Efficient Cross-Modality Generalization for Liver Segmentation in Multi-Phase MRI Quang Trung Tran Minh-Toan Dinh Thanh-Huy Nguyen Ba Thinh Lam Mai-Anh Vu Ulas Bagci 116 0 0 06 Oct 2025
Do Superpixel Segmentation Methods Influence Deforestation Image Classification? Hugo Resende F. Faria Eduardo B. Neto Isabela Borlido Victor Sundermann S. J. F. Guimarães Álvaro L. Fazenda 75 0 0 06 Oct 2025
Wave-GMS: Lightweight Multi-Scale Generative Model for Medical Image Segmentation Talha Ahmed Nehal Ahmed Shaikh Hassan Mohy-ud-Din MedIm VLM 68 0 0 03 Oct 2025
Generalized Parallel Scaling with Interdependent Generations Harry Dong David Brandfonbrener Eryk Helenowski Yun He Mrinal Kumar Han Fang Yuejie Chi Karthik Abinav Sankararaman LRM 104 0 0 01 Oct 2025
Auto-Regressive U-Net for Full-Field Prediction of Shrinkage-Induced Damage in Concrete Liya Gaynutdinova Petr Havlásek O. Rokoš Fleur Hendriks M. Doškář AI4CE 79 0 0 24 Sep 2025
MDF-MLLM: Deep Fusion Through Cross-Modal Feature Alignment for Contextually Aware Fundoscopic Image Classification Jason Jordan Mohammadreza Akbari Lor Peter Koulen Mei-Ling Shyu Shu-Ching Chen 36 0 0 21 Sep 2025
Geometric Analysis of Magnetic Labyrinthine Stripe Evolution via U-Net Segmentation Vinícius Yu Okubo Kotaro Shimizu B.S. Shivaran Gia-Wei Chern Hae Yong Kim 52 0 0 15 Sep 2025
SegDINO: An Efficient Design for Medical and Natural Image Segmentation with DINO-V3 Sicheng Yang Hongqiu Wang Zhaohu Xing Sixiang Chen Lei Zhu 144 3 0 31 Aug 2025
A Novel Attention-Augmented Wavelet YOLO System for Real-time Brain Vessel Segmentation on Transcranial Color-coded Doppler Wenxuan Zhang Shuai Li Xinyi Wang Yu Sun Hongyu Kang Pui Yuk Chryste Wan Yong-Ping Zheng Sai Kit Lam Yong-Ping Zheng Sai-Kit Lam 92 0 0 19 Aug 2025
Subcortical Masks Generation in CT Images via Ensemble-Based Cross-Domain Label TransferAnnual Conference on Medical Image Understanding and Analysis (MIUA), 2025 Augustine X. W. Lee Pak-Hei Yeung Jagath C. Rajapakse OOD 57 0 0 15 Aug 2025
Uncertainty-aware Cross-training for Semi-supervised Medical Image SegmentationIEEE Transactions on Image Processing (IEEE TIP), 2025 Kaiwen Huang Tao Zhou Huazhu Fu Yizhe Zhang Yi Zhou Xiao-Jun Wu OOD UQCV 102 1 0 12 Aug 2025
Filling MIDI Velocity using U-Net Image Colorizer Zhanhong He David Cooper Defeng Huang R. Togneri 84 0 0 11 Aug 2025
ASM-UNet: Adaptive Scan Mamba Integrating Group Commonalities and Individual Variations for Fine-Grained Segmentation Bo Wang Mengyuan Xu Yue Yan Yuqun Yang Kechen Shu Wei Ping Xu Tang Wei Jiang Zheng You Mamba 91 0 0 10 Aug 2025
MetaScope: Optics-Driven Neural Network for Ultra-Micro Metalens Endoscopy Wuyang Li W. Pan Xiaoyuan Liu Zhendong Luo Chenxin Li Hengyu Liu Din Ping Tsai Mu Ku Chen Yixuan Yuan 125 0 0 05 Aug 2025
MAUP: Training-free Multi-center Adaptive Uncertainty-aware Prompting for Cross-domain Few-shot Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Yazhou Zhu Haofeng Zhang 64 0 0 05 Aug 2025
LoRA-based methods on Unet for transfer learning in Subarachnoid Hematoma Segmentation Cristian Minoccheri Matthew Hodgman Haoyuan Ma Rameez Merchant Emily Wittrup Craig Williamson Kayvan Najarian 153 0 0 03 Aug 2025
HANS-Net: Hyperbolic Convolution and Adaptive Temporal Attention for Accurate and Generalizable Liver and Tumor Segmentation in CT Imaging Arefin Ittesafun Abian Ripon Kumar Debnath M. R M. R M. Islam Asif Karim Reem E. Mohamed Sami Azam 66 1 0 15 Jul 2025
Mamba Goes HoME: Hierarchical Soft Mixture-of-Experts for 3D Medical Image Segmentation Szymon Płotka Gizem Mert Maciej Chrabaszcz Ewa Szczurek Arkadiusz Sitek Mamba MoE 172 1 0 08 Jul 2025
Interpreting Biomedical VLMs on High-Imbalance Out-of-Distributions: An Insight into BiomedCLIP on Radiology Nafiz Sadman Farhana Zulkernine Benjamin Kwan 117 0 0 17 Jun 2025
MRI-CORE: A Foundation Model for Magnetic Resonance Imaging Haoyu Dong Yuwen Chen H. Gu Nicholas Konz Yaqian Chen Qihang Li Maciej A. Mazurowski MedIm VLM 158 4 0 13 Jun 2025
InceptionMamba: Efficient Multi-Stage Feature Enhancement with Selective State Space Model for Microscopic Medical Image Segmentation Daniya Najiha Abdul Kareem Abdul Hannan Mubashir Noman Jean Lahoud Mustansar Fiaz Hisham Cholakkal Mamba 104 0 0 13 Jun 2025
Laparoscopic Image Desmoking Using the U-Net with New Loss Function and Integrated Differentiable Wiener FilterInternational Conference on Big Data Computing Service and Applications (BigDataService), 2025 Chengyu Yang Chengjun Liu 130 1 0 27 May 2025
CENet: Context Enhancement Network for Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Afshin Bozorgpour Sina Ghorbani Kolahi Reza Azad Ilker Hacihaliloglu Dorit Merhof 276 0 0 23 May 2025
UNet with Self-Adaptive Mamba-Like Attention and Causal-Resonance Learning for Medical Image Segmentation Saqib Qamar Mohd Fazil Parvez Ahmad Ghulam Muhammad Abu Taha Zamani Mamba 286 1 0 21 May 2025
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and SegmentationComputer Vision and Pattern Recognition (CVPR), 2025 Kunpeng Qiu Zhiqiang Gao Zhiying Zhou Mingjie Sun Yongxin Guo MedIm 397 14 0 09 May 2025
Performance Estimation for Supervised Medical Image Segmentation Models on Unlabeled Data Using UniverSeg Jingchen Zou Jianqiang Li Gabriel Jimenez Qing Zhao Daniel Racoceanu Matias Cosarinsky Enzo Ferrante Guanghui Fu 138 0 0 22 Apr 2025
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 346 1 0 20 Apr 2025
Putting the Segment Anything Model to the Test with 3D Knee MRI - A Comparison with State-of-the-Art PerformanceBritish Machine Vision Conference (BMVC), 2025 Oliver Mills Philip G. Conaghan Nishant Ravikumar Samuel D. Relton MedIm 317 0 0 17 Apr 2025
From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Jingkun Chen Haoran Duan Xiao Zhang Boyan Gao Longxuan Zhao Vicente Grau 297 3 0 15 Apr 2025
Physical Scales Matter: The Role of Receptive Fields and Advection in Satellite-Based Thunderstorm Nowcasting with Convolutional Neural NetworksArtificial Intelligence for the Earth Systems (AI4ES), 2025 Christoph Metzl Kianusch Vahid Yousefnia Richard Müller Virginia Poli Miria Celano Tobias Bölle 216 0 0 14 Apr 2025
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical ImagingInternational Journal of Machine Learning and Cybernetics (IJMLC), 2025 Siyuan Dai Kai Ye Guodong Liu Haoteng Tang Chen Tang MedIm 171 3 0 09 Apr 2025
Manifold Learning for Hyperspectral Images Fethi Harkat Tiphaine Deuberet Guillaume Gey V. Perrier K. Polisano 165 0 0 19 Mar 2025
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation Anzhe Cheng Chenzhong Yin Yu Chang Heng Ping Shixuan Li Shahin Nazarian Paul Bogdan SSeg 520 1 0 11 Mar 2025
COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Gen Shi Hui Zhang Jie Tian Mamba 242 0 0 04 Mar 2025
Federated nnU-Net for Privacy-Preserving Medical Image Segmentation Grzegorz Skorupko Fotios Avgoustidis Carlos Martín-Isla Lidia Garrucho Dimitri A. Kessler ... Xavier Bargalló Paulius Jaruševičius Richard Osuala Kaisar Kushibar Karim Lekadir FedML 439 0 0 04 Mar 2025
Topology-Aware Wavelet Mamba for Airway Structure Segmentation in Postoperative Recurrent Nasopharyngeal Carcinoma CT Scans Haishan Huang Pengchen Liang Naier Lin Luxi Wang Bin Pu Jianguo Chen Qing Chang Xia Shen Guo Ran Mamba 210 0 0 21 Feb 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Yutong Xie Muhammad Haris Khan Muhammad Bilal Junaid Qadir 359 4 0 16 Feb 2025
A Physics-Informed Deep Learning Model for MRI Brain Motion Correction Mojtaba Safari Shansong Wang Zach Eidex Richard L. J. Qiu Chih-Wei Chang D. Yu Xiaofeng Yang 221 1 0 13 Feb 2025
A Comprehensive Framework for Analyzing the Convergence of Adam: Bridging the Gap with SGD Ruinan Jin Xiao Li Yaoliang Yu Baoxiang Wang 182 1 0 06 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 263 2 0 02 Oct 2024
An Effective UNet Using Feature Interaction and Fusion for Organ Segmentation in Medical Image Xiaolin Gou Chuanlin Liao Jizhe Zhou Fengshuo Ye Yi Lin 136 0 0 09 Sep 2024
From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo LabelsIEEE journal of biomedical and health informatics (IEEE JBHI), 2024 Zhisong Wang Yiwen Ye Ziyang Chen Minglei Shu Yanning Zhang Yong-quan Xia 247 1 0 23 Aug 2024