TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

Papers citing "TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation"

50 / 359 papers shown

Title
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning Pengchen Zhang Alan J.X. Guo Sipin Luo Zhe Han Lin Guo 32 0 0 16 May 2025
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 46 0 0 14 May 2025
LatticeVision: Image to Image Networks for Modeling Non-Stationary Spatial Data Antony Sikorski Michael Ivanitskiy Nathan Lenssen Douglas Nychka Daniel McKenzie DiffM 31 0 0 14 May 2025
Dynamic Snake Upsampling Operater and Boundary-Skeleton Weighted Loss for Tubular Structure Segmentation Yiqi Chen Ganghai Huang Sheng Zhang Jianglin Dai 36 0 0 13 May 2025
GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI Lei Su 36 0 0 13 May 2025
ABS-Mamba: SAM2-Driven Bidirectional Spiral Mamba Network for Medical Image Translation Feng Yuan Yifan Gao Wenbin Wu Keqing Wu Xiaotong Guo Jie Jiang Xin Gao Mamba 56 0 0 12 May 2025
DFEN: Dual Feature Equalization Network for Medical Image Segmentation Jianjian Yin Yi Chen Chong Li Zhichao Zheng Yanhui Gu Junsheng Zhou MedIm 37 0 0 09 May 2025
ViCTr: Vital Consistency Transfer for Pathology Aware Image Synthesis Onkar Susladkar Gayatri S Deshmukh Yalcin Tur Ulas Bagci MedIm 58 0 0 08 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 69 0 0 08 May 2025
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and Classification Ting Yu Tsai An Yu Meghana Spurthi Maadugundu Ishrat Jahan Mohima Umme Habiba Barsha Mei-Hwa F. Chen Balakrishnan Prabhakaran Ming-Ching Chang 35 0 0 05 May 2025
Sim2Real in endoscopy segmentation with a novel structure aware image translation Clara Tomasini L. Riazuelo Ana C. Murillo MedIm 39 0 0 05 May 2025
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook Muyi Bao Shuchang Lyu Zhaoyang Xu Huiyu Zhou Jinchang Ren Shiming Xiang Xuelong Li Guangliang Cheng Mamba 87 0 0 01 May 2025
LDPoly: Latent Diffusion for Polygonal Road Outline Extraction in Large-Scale Topographic Mapping Weiqin Jiao Hao Cheng G. Vosselman Claudio Persello 81 0 0 29 Apr 2025
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token Pruning Yuanbing Ouyang Yizhuo Liang Qingpeng Li Xinfei Guo Yiming Luo Di Wu Hao Wang Yushan Pan ViT VLM 73 0 0 25 Apr 2025
Federated Client-tailored Adapter for Medical Image Segmentation Guyue Hu Siyuan Song Yukun Kang Z. Yin Gangming Zhao Chenglong Li Jin Tang FedML MedIm 263 0 0 25 Apr 2025
SSA-UNet: Advanced Precipitation Nowcasting via Channel Shuffling Marco Turzi Siamak Mehrkanoon AI4TS 57 0 0 25 Apr 2025
A Novel Hybrid Approach for Retinal Vessel Segmentation with Dynamic Long-Range Dependency and Multi-Scale Retinal Edge Fusion Enhancement Yihao Ouyang Xunheng Kuang Mengjia Xiong Zhida Wang Yuanquan Wang 48 0 0 18 Apr 2025
FocusNet: Transformer-enhanced Polyp Segmentation with Local and Pooling Attention Jun Zeng KC Santosh Deepak Rajan Nayak Thomas de Lange Jonas Varkey Tyler Berzin Debesh Jha ViT MedIm 43 0 0 18 Apr 2025
Beyond Conventional Transformers: The Medical X-ray Attention (MXA) Block for Improved Multi-Label Diagnosis Using Knowledge Distillation Amit Rand Hadi Ibrahim MedIm 62 0 0 03 Apr 2025
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Yiheng Zhong Zihong Luo Chengzhi Liu Feilong Tang Zelin Peng Ming Hu Yitao Hu Jionglong Su Zongyuan Geand Imran Razzak MedIm 68 0 0 23 Mar 2025
Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds David Vallmanya Poch Yorick Estievenart Elnura Zhalieva Sukanya Patra Mohammad Yaqub Souhaib Ben Taieb 56 0 0 11 Mar 2025
Robotic Ultrasound-Guided Femoral Artery Reconstruction of Anatomically-Representative Phantoms Lidia Al-Zogbi Deepak Raina Vinciya Pandian Thorsten Fleiter Axel Krieger 49 0 0 09 Mar 2025
GBT-SAM: Adapting a Foundational Deep Learning Model for Generalizable Brain Tumor Segmentation via Efficient Integration of Multi-Parametric MRI Data Cecilia Diana-Albelda Roberto Alcover-Couso Álvaro García-Martín Jesús Bescós Marcos Escudero-Viñolo 52 1 0 06 Mar 2025
ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation Saqib Qamar Syed Furqan Qadri Roobaea Alroobaea Majed Alsafyani Abdullah M. Baqasah ViT MedIm 91 0 0 05 Mar 2025
Interactive Gadolinium-Free MRI Synthesis: A Transformer with Localization Prompt Learning Linhao Li Changhui Su Yu Guo Huimao Zhang Dong Liang K. Shang MedIm 56 0 0 03 Mar 2025
A Lightweight and Extensible Cell Segmentation and Classification Model for Whole Slide Images N. Shvetsov T. Kilvaer M. Tafavvoghi Anders Sildnes Kajsa Møllersen Lill-ToveRasmussen Busund L. A. Bongo VLM 71 1 0 26 Feb 2025
Vision-LSTM: xLSTM as Generic Vision Backbone Benedikt Alkin M. Beck Korbinian Poppel Sepp Hochreiter Johannes Brandstetter VLM 69 44 0 24 Feb 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li Haoran Wang Weibo Ma Qing Chang VLM MedIm 106 0 0 24 Feb 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 75 0 0 21 Feb 2025
DSCA: A Digital Subtraction Angiography Sequence Dataset and Spatio-Temporal Model for Cerebral Artery Segmentation Qihang Xie Mengguo Guo Lei Mou Dan Zhang Da Chen Caifeng Shan Yitian Zhao Ruisheng Su Jiong Zhang 113 1 0 21 Feb 2025
Automatic Quality Assessment of First Trimester Crown-Rump-Length Ultrasound Images Sevim Cengiz I. Hamdi Mohammad Yaqub 40 1 0 15 Feb 2025
FunduSAM: A Specialized Deep Learning Model for Enhanced Optic Disc and Cup Segmentation in Fundus Images Jinchen Yu Yongwei Nie Fei Qi Wenxiong Liao Hongmin Cai MedIm 59 0 0 10 Feb 2025
Layer Separation: Adjustable Joint Space Width Images Synthesis in Conventional Radiography Haolin Wang Yafei Ou Prasoon Ambalathankandy Gen Ota Pengyu Dai Masayuki Ikebe Kenji Suzuki Tamotsu Kamishima 82 0 0 04 Feb 2025
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation Bin Xie Hao Tang Dawen Cai Yan Yan Gady Agam MedIm VLM 64 1 0 02 Feb 2025
Motion-enhancement to Echocardiography Segmentation via Inserting a Temporal Attention Module: An Efficient, Adaptable, and Scalable Approach M. Hasan Guang Yang Choon Hwai Yap 44 0 0 28 Jan 2025
GAMED-Snake: Gradient-aware Adaptive Momentum Evolution Deep Snake Model for Multi-organ Segmentation Ruicheng Zhang Haowei Guo Zeyu Zhang Puxin Yan Shen Zhao 89 5 0 22 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 105 20 0 17 Jan 2025
Kolmogorov-Arnold Network for Remote Sensing Image Semantic Segmentation Xianping Ma Ziyao Wang Yin Hu Xiaokang Zhang Man-On Pun 51 0 0 13 Jan 2025
Flemme: A Flexible and Modular Learning Platform for Medical Images Guoqing Zhang Jingyun Yang Yang Li MedIm 53 1 0 08 Jan 2025
GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image Segmentation Niloufar Eghbali H. Bagher-Ebadian Tuka Alhanai M. Ghassemi MedIm ViT 45 0 0 06 Jan 2025
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling Akansh Agrawal Akshan Agrawal Shashwat Gupta Priyanka Bagade Mamba 88 3 0 18 Nov 2024
EchoFM: Foundation Model for Generalizable Echocardiogram Analysis Sekeun Kim Pengfei Jin S. Song Cheng Chen Yiwei Li Hui Ren Xiang Li Tianming Liu Quanzheng Li 41 0 0 30 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 42 2 0 21 Oct 2024
Large Scale MRI Collection and Segmentation of Cirrhotic Liver Debesh Jha Onkar Susladkar Vandan Gorade Elif Keles M. Antalek ... Daniela Ladner Amir Borhani Alpay Medetalibeyoglu Gorkem Durak Ulas Bagci 51 2 0 06 Oct 2024
DB-SAM: Delving into High Quality Universal Medical Image Segmentation Chao Qin Jiale Cao Huazhu Fu Fahad Shahbaz Khan Rao Muhammad Anwer MedIm 33 5 0 05 Oct 2024
Efficient Semantic Segmentation via Lightweight Multiple-Information Interaction Network Yangyang Qiu Guoan Xu Guangwei Gao Zhenhua Guo Yi Yu Chia-Wen Lin 35 0 0 03 Oct 2024
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With A Affine Transformation Contrastive Learning Wenhui Diao Haichen Yu Kaiyue Kang Tong Ling Di Liu ... Hanbo Bi Libo Ren Xuexue Li Yongqiang Mao Xian Sun 42 1 0 20 Sep 2024
Genetic Information Analysis of Age-Related Macular Degeneration Fellow Eye Using Multi-Modal Selective ViT Yoichi Furukawa Satoshi Kamiya Yoichi Sakurada Kenji Kashiwagi Kazuhiro Hotta 29 0 0 17 Sep 2024
TransDAE: Dual Attention Mechanism in a Hierarchical Transformer for Efficient Medical Image Segmentation Bobby Azad Pourya Adibfar Kaiqun Fu ViT MedIm 34 0 0 03 Sep 2024
IGEV++: Iterative Multi-range Geometry Encoding Volumes for Stereo Matching Gangwei Xu Xianqi Wang Zhaoxing Zhang Junda Cheng Chunyuan Liao Xin Yang 3DV 78 11 0 01 Sep 2024