UNeXt: MLP-based Rapid Medical Image Segmentation Network

9 March 2022

Papers citing "UNeXt: MLP-based Rapid Medical Image Segmentation Network"

50 / 96 papers shown

Title
DFEN: Dual Feature Equalization Network for Medical Image Segmentation Jianjian Yin Yi Chen C. Li Zhichao Zheng Yanhui Gu Junsheng Zhou MedIm 32 0 0 09 May 2025
PRAD: Periapical Radiograph Analysis Dataset and Benchmark Model Development Zhenhuan Zhou Yuchen Zhang Ruihong Xu Xuansen Zhao Tao Li MedIm 24 0 0 10 Apr 2025
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging Siyuan Dai Kai Ye Guodong Liu Haoteng Tang Liang Zhan MedIm 33 0 0 09 Apr 2025
HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling Qing Xu Zhenye Lou Chenxin Li Xiangjian He Rong Qu Tesema Fiseha Berhanu Yi Wang Wenting Duan Zhen Chen MedIm 31 0 0 08 Apr 2025
Multi-Granularity Vision Fastformer with Fusion Mechanism for Skin Lesion Segmentation Xuanyu Liu Huiyun Yao Jinggui Gao Zhongyi Guo Xue Zhang Yulin Dong ViT MedIm 46 0 0 04 Apr 2025
STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation Dandan Shan Zihan Li Yunxiang Li Qingde Li Jie Tian Qingqi Hong MedIm 33 0 0 02 Apr 2025
LGPS: A Lightweight GAN-Based Approach for Polyp Segmentation in Colonoscopy Images Fiseha B. Tesema Alejandro Guerra Manzanares Tianxiang Cui Qian Zhang Moses Solomon Sean He 59 0 0 24 Mar 2025
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation Lei Shi Xi Fang Naiyu Wang Junxing Zhang 43 0 0 19 Mar 2025
Mono2D: A Trainable Monogenic Layer for Robust Knee Cartilage Segmentation on Out-of-Distribution 2D Ultrasound Data Alvin Kimbowa Arjun Parmar Maziar Badii David Liu Matthew Harkey Ilker Hacihaliloglu 65 0 0 12 Mar 2025
Catheter Detection and Segmentation in X-ray Images via Multi-task Learning Lin Xi Yingliang Ma Ethan Koland Sandra Howell Aldo Rinaldi Kawal S. Rhode 69 0 0 04 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 51 1 0 23 Feb 2025
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation Boqian Wu Q. Xiao Shiwei Liu Lu Yin Mykola Pechenizkiy D. Mocanu M. V. Keulen Elena Mocanu MedIm 53 4 0 20 Feb 2025
ProKAN: Progressive Stacking of Kolmogorov-Arnold Networks for Efficient Liver Segmentation Bhavesh Gyanchandani Aditya Oza Abhinav Roy 28 1 0 27 Dec 2024
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the Decoder Quansong He Xiaojun Yao Jun Wu Zhang Yi Tao He 85 2 0 09 Dec 2024
MambaU-Lite: A Lightweight Model based on Mamba and Integrated Channel-Spatial Attention for Skin Lesion Segmentation Thi-Nhu-Quynh Nguyen Quang-Huy Ho Duy-Thai Nguyen Hoang-Minh-Quang Le Van-Truong Pham Thi-Thao Tran Mamba 68 1 0 02 Dec 2024
CP-UNet: Contour-based Probabilistic Model for Medical Ultrasound Images Segmentation Ruiguo Yu Yiyang Zhang Yuan Tian Zhiqiang Liu Xuewei Li Jie Gao 67 0 0 21 Nov 2024
DBF-Net: A Dual-Branch Network with Feature Fusion for Ultrasound Image Segmentation Guoping Xu Ximing Wu Wentao Liao Xinglong Wu Qing Huang Chang Li 20 0 0 17 Nov 2024
Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image Segmentation Tao Wang Xinlin Zhang Yuanbin Chen Yuanbo Zhou Longxuan Zhao T. Tan Tong Tong 22 0 0 07 Nov 2024
Federated Black-Box Adaptation for Semantic Segmentation Jay N. Paranjape S. Sikder S. Vedula Vishal M. Patel FedML 32 0 0 31 Oct 2024
EViT-Unet: U-Net Like Efficient Vision Transformer for Medical Image Segmentation on Mobile and Edge Devices Xin Li Wenhui Zhu Xuanzhao Dong Oana Dumitrascu Yalin Wang ViT MedIm 28 0 0 19 Oct 2024
UniCoN: Universal Conditional Networks for Multi-Age Embryonic Cartilage Segmentation with Sparsely Annotated Data Nishchal Sapkota Yejia Zhang Zihao Zhao Maria Gomez Yuhan Hsi ... Meng Wu E. Jabs J. Richtsmeier S. M. Perrine D. Z. Chen AI4CE 23 0 0 16 Oct 2024
An Enhanced Harmonic Densely Connected Hybrid Transformer Network Architecture for Chronic Wound Segmentation Utilising Multi-Colour Space Tensor Merging B. Cassidy Christian Mcbride Connah Kendrick N. Reeves Joseph M Pappachan ... Metib Alotaibi Abdullah Abdulaziz AlWabel Mohammad Alderwish Kuan-Ying Lai Moi Hoon Yap 35 1 0 04 Oct 2024
Med-IC: Fusing a Single Layer Involution with Convolutions for Enhanced Medical Image Classification and Segmentation Md. Farhadul Islam Sarah Zabeen Meem Arafat Manab Mohammad Rakibul Hasan Mahin J. Mondal Md. Tanzim Reza Md. Zahidul Hasan Munima Haque Farig Sadeque Jannatun Noor 25 0 0 27 Sep 2024
D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image Segmentation Jin Yang Xiaobing Yu Peijie Qiu MedIm 36 0 0 13 Sep 2024
A Noval Feature via Color Quantisation for Fake Audio Detection Zhiyong Wang Xiaopeng Wang Yuankun Xie Ruibo Fu Zhengqi Wen ... Guanjun Li Xin Qi Yi Lu Xuefei Liu Yongwei Li 26 1 0 20 Aug 2024
Polyp SAM 2: Advancing Zero shot Polyp Segmentation in Colorectal Cancer Detection Mobina Mansoori Sajjad Shahabodini J. Abouei Konstantinos N. Plataniotis Arash Mohammadi MedIm 35 5 0 12 Aug 2024
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation Shreyank N. Gowda David A. Clifton MedIm 31 1 0 31 Jul 2024
Let Me DeCode You: Decoder Conditioning with Tabular Data Tomasz Szczepañski Michal K. Grzeszczyk Szymon Płotka Arleta Adamowicz Piotr Fudalej Przemysław Korzeniowski Tomasz Trzciñski Arkadiusz Sitek AI4CE 34 1 0 12 Jul 2024
SLoRD: Structural Low-Rank Descriptors for Shape Consistency in Vertebrae Segmentation Xin You Yixin Lou Minghui Zhang Chuyan Zhang Jie Yang Yun Gu 23 0 0 11 Jul 2024
Early Explorations of Lightweight Models for Wound Segmentation on Mobile Devices Vanessa Borst Timo Dittus Konstantin Müller Samuel Kounev 34 2 0 10 Jul 2024
Kolmogorov-Arnold Convolutions: Design Principles and Empirical Studies Ivan Drokin 45 19 0 01 Jul 2024
EFCNet: Every Feature Counts for Small Medical Object Segmentation Lingjie Kong Qiaoling Wei Chengming Xu Han Chen Yanwei Fu 26 0 0 26 Jun 2024
DocParseNet: Advanced Semantic Segmentation and OCR Embeddings for Efficient Scanned Document Annotation Ahmad Mohammadshirazi Ali Nosrati Firoozsalari Mengxi Zhou Dheeraj Kulshrestha R. Ramnath 31 0 0 25 Jun 2024
LU2Net: A Lightweight Network for Real-time Underwater Image Enhancement Haodong Yang Jisheng Xu Zhiliang Lin Jianping He 38 0 0 21 Jun 2024
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation Chenxin Li Xinyu Liu W. J. Li Cheng Wang Hengyu Liu Yifan Liu Zhen Chen Yixuan Yuan MedIm DiffM SSeg 46 115 0 05 Jun 2024
MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation Chunyu Yuan Dongfang Zhao S. Agaian Mamba 35 4 0 24 May 2024
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Md Mostafijur Rahman Mustafa Munir R. Marculescu MedIm 27 33 0 11 May 2024
Chameleon: A Data-Efficient Generalist for Dense Visual Prediction in the Wild Donggyun Kim Seongwoong Cho Semin Kim Chong Luo Seunghoon Hong VLM 39 2 0 29 Apr 2024
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation Songkai Sun Qingshan She Yuliang Ma Rihui Li Yingchun Zhang MedIm 28 0 0 11 Apr 2024
LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation Ngoc-Du Tran Thi-Thao Tran Quang-Huy Nguyen Manh-Hung Vu Van-Truong Pham MedIm ViT 36 1 0 04 Apr 2024
OFMPNet: Deep End-to-End Model for Occupancy and Flow Prediction in Urban Environment Youshaa Murhij Dmitry A. Yudin 27 7 0 02 Apr 2024
Fully-fused Multi-Layer Perceptrons on Intel Data Center GPUs Kai Yuan Christoph Bauinger Xiangyi Zhang Pascal Baehr Matthias Kirchhart Darius Dabert Adrien Tousnakhoff Pierre Boudier Michael Paulitsch 32 2 0 26 Mar 2024
Clustering Propagation for Universal Medical Image Segmentation Yuhang Ding Liulei Li Wenguan Wang Yi Yang 38 9 0 25 Mar 2024
MatchSeg: Towards Better Segmentation via Reference Image Matching Ruiqiang Xiao Jiayu Huo Haotian Zheng Yang Liu Sebastien Ourselin Rachel Sparks VLM MedIm 28 1 0 23 Mar 2024
Innovative Quantitative Analysis for Disease Progression Assessment in Familial Cerebral Cavernous Malformations Ruige Zong Tao Wang Chunwang Li Xinlin Zhang Yuanbin Chen ... Qixuan Li Qinquan Gao Dezhi Kang Fuxin Lin Tong Tong 23 0 0 23 Mar 2024
MARVIS: Motion & Geometry Aware Real and Virtual Image Segmentation Jiayi Wu Xiao-sheng Lin S. Negahdaripour Cornelia Fermuller Yiannis Aloimonos 40 3 0 14 Mar 2024
Multi-organ Self-supervised Contrastive Learning for Breast Lesion Segmentation Hugo Figueiras Helena Aidos Nuno C. Garcia SSL 27 0 0 21 Feb 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
SymTC: A Symbiotic Transformer-CNN Net for Instance Segmentation of Lumbar Spine MRI Jiasong Chen Linchen Qian Linhai Ma Timur Urakov Weiyong Gu Liang Liang MedIm 37 4 0 17 Jan 2024
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise Nannan Wu Zhaobin Sun Zengqiang Yan Li Yu FedML 22 11 0 20 Dec 2023