TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

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

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Title
SegFormer3D: an Efficient Transformer for 3D Medical Image Segmentation Shehan Perera Pouyan Navard Alper Yilmaz MedIm 90 23 0 15 Apr 2024
Adaptive Patching for High-resolution Image Segmentation with Transformers Enzhi Zhang Isaac Lyngaas Peng Chen Xiao Wang Jun Igarashi Yuankai Huo Mohamed Wahib M. Munetomo MedIm 75 2 0 15 Apr 2024
Q2A: Querying Implicit Fully Continuous Feature Pyramid to Align Features for Medical Image Segmentation Jiahao Yu Li Chen 113 0 0 15 Apr 2024
Weight Copy and Low-Rank Adaptation for Few-Shot Distillation of Vision Transformers Diana-Nicoleta Grigore Mariana-Iuliana Georgescu J. A. Justo T. Johansen Andreea-Iuliana Ionescu Radu Tudor Ionescu 81 0 0 14 Apr 2024
Ethical Framework for Responsible Foundational Models in Medical Imaging Abhijit Das Debesh Jha Jasmer Sanjotra Onkar Susladkar Suramyaa Sarkar A. Rauniyar Nikhil Tomar Vanshali Sharma Ulas Bagci MedIm 106 0 0 14 Apr 2024
Meply: A Large-scale Dataset and Baseline Evaluations for Metastatic Perirectal Lymph Node Detection and Segmentation Wei-Ting Guo Han-Di Zhang Shouhong Wan Bingbing Zou Wanqin Wang Chenyang Qiu Jun Li Peiquan Jin 65 1 0 13 Apr 2024
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical Images Yizhi Pan Junyi Xin Tianhua Yang Teeradaj Racharak Le-Minh Nguyen Guanqun Sun 57 4 0 12 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 64 1 0 11 Apr 2024
VMambaMorph: a Multi-Modality Deformable Image Registration Framework based on Visual State Space Model with Cross-Scan Module Ziyang Wang Jian-Qing Zheng Chao Ma Tao Guo Mamba 77 3 0 07 Apr 2024
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation Yousef Sadegheih Afshin Bozorgpour Pratibha Kumari Reza Azad Dorit Merhof 91 4 0 07 Apr 2024
Fantastic Animals and Where to Find Them: Segment Any Marine Animal with Dual SAM Pingping Zhang Tianyu Yan Yang Liu Huchuan Lu 89 11 0 07 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 237 1 0 04 Apr 2024
Cross-Modal Conditioned Reconstruction for Language-guided Medical Image Segmentation Xiaoshuang Huang Hongxiang Li Meng Cao Long Chen Chenyu You Dong An VLM 97 5 0 03 Apr 2024
RS-Mamba for Large Remote Sensing Image Dense Prediction Sijie Zhao Hao Chen Xue-liang Zhang Pengfeng Xiao Lei Bai Wanli Ouyang Mamba 125 100 0 03 Apr 2024
RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic Segmentation Xianping Ma Xiaokang Zhang Man-On Pun Mamba 107 60 0 03 Apr 2024
Guidelines for Cerebrovascular Segmentation: Managing Imperfect Annotations in the context of Semi-Supervised Learning Pierre Rougé Pierre-Henri Conze Nicolas Passat Odyssée Merveille 94 0 0 02 Apr 2024
MugenNet: A Novel Combined Convolution Neural Network and Transformer Network with its Application for Colonic Polyp Image Segmentation Chen Peng Zhiqin Qian Kunyu Wang Qi Luo Zhuming Bi Wenjun Zhang ViT MedIm 75 0 0 31 Mar 2024
YNetr: Dual-Encoder architecture on Plain Scan Liver Tumors (PSLT) Wen Sheng Zhong Zheng Jiajun Liu Han Lu Hanyuan Zhang Zhengyong Jiang Zhihong Zhang Daoping Zhu ViT 146 0 0 30 Mar 2024
Look-Around Before You Leap: High-Frequency Injected Transformer for Image Restoration Shihao Zhou Duosheng Chen Jinshan Pan Jufeng Yang 108 2 0 30 Mar 2024
Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR Images Linchen Qian Jiasong Chen Linhai Ma Timur Urakov Weiyong Gu Liang Liang MedIm 98 0 0 30 Mar 2024
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Peijie Qiu Jin Yang Sayantan Kumar S. Ghosh Aristeidis Sotiras MedIm 107 11 0 29 Mar 2024
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights Moein Heidari Reza Azad Sina Ghorbani Kolahi René Arimond Leon Niggemeier ... Afshin Bozorgpour Ehsan Khodapanah Aghdam Amirhossein Kazerouni Ilker Hacihaliloglu Dorit Merhof 97 7 0 28 Mar 2024
Rethinking Information Loss in Medical Image Segmentation with Various-sized Targets Tianyi Liu Zhaorui Tan Kaizhu Huang Haochuan Jiang 66 0 0 28 Mar 2024
Transformers-based architectures for stroke segmentation: A review Yalda Zafari-Ghadim Essam A. Rashed M. Mabrok MedIm 69 2 0 27 Mar 2024
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding Zhiheng Cheng Qingyue Wei Hongru Zhu Yan Wang Liangqiong Qu Wei Shao Yuyin Zhou MedIm 86 33 0 27 Mar 2024
Segment Any Medical Model Extended Yihao Liu Jiaming Zhang Andres Diaz-Pinto Haowei Li A. Martin-Gomez Amir Kheradmand Mehran Armand VLM MedIm 70 8 0 26 Mar 2024
Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation Hao Tang Lianglun Cheng Guoheng Huang Zhengguang Tan Junhao Lu Kaihong Wu Mamba 108 11 0 26 Mar 2024
Clustering Propagation for Universal Medical Image Segmentation Yuhang Ding Liulei Li Wenguan Wang Yi Yang 92 12 0 25 Mar 2024
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging Lingdong Shen Fangxin Shang Xiaoshuang Huang Yehui Yang Haifeng Huang Shiming Xiang VLM 108 3 0 25 Mar 2024
3D-EffiViTCaps: 3D Efficient Vision Transformer with Capsule for Medical Image Segmentation Dongwei Gan Ming Chang Juan Chen ViT MedIm 74 0 0 25 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 118 0 0 23 Mar 2024
3D-TransUNet for Brain Metastases Segmentation in the BraTS2023 Challenge Siwei Yang Xianhang Li Jieru Mei Jieneng Chen Cihang Xie Yuyin Zhou MedIm 71 7 0 23 Mar 2024
PECI-Net: Bolus segmentation from video fluoroscopic swallowing study images using preprocessing ensemble and cascaded inference Dougho Park Younghun Kim Harim Kang Junmyeoung Lee Jinyoung Choi Taeyeon Kim Sangeok Lee Seokil Son Minsol Kim Injung Kim 46 3 0 21 Mar 2024
MaskSAM: Towards Auto-prompt SAM with Mask Classification for Volumetric Medical Image Segmentation Bin Xie Hao Tang Bin Duan Dawen Cai Yan Yan Gady Agam VLM MedIm 81 0 0 21 Mar 2024
SAMCT: Segment Any CT Allowing Labor-Free Task-Indicator Prompts Xian Lin Yangyang Xiang Zhehao Wang Kwang-Ting Cheng Zengqiang Yan Li Yu VLM MedIm 77 1 0 20 Mar 2024
LSKNet: A Foundation Lightweight Backbone for Remote Sensing Yuxuan Li Xiang Li Yimain Dai Qibin Hou Li Liu Yongxiang Liu Ming-Ming Cheng Jian Yang 122 42 0 18 Mar 2024
Uncertainty-Aware Adapter: Adapting Segment Anything Model (SAM) for Ambiguous Medical Image Segmentation Mingzhou Jiang Jiaying Zhou Junde Wu Tianyang Wang Yueming Jin Min Xu MedIm 103 3 0 16 Mar 2024
COVID-CT-H-UNet: a novel COVID-19 CT segmentation network based on attention mechanism and Bi-category Hybrid loss Anay Panja Somenath Kuiry Alaka Das M. Nasipuri N. Das 42 1 0 16 Mar 2024
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation Jin Yang Peijie Qiu Yichi Zhang Daniel S. Marcus Aristeidis Sotiras MedIm 82 12 0 15 Mar 2024
Temporal-spatial Adaptation of Promptable SAM Enhance Accuracy and Generalizability of cine CMR Segmentation Zhennong Chen Sekeun Kim Hui Ren Quanzheng Li Xiang Li MedIm 117 0 0 15 Mar 2024
VM-UNET-V2 Rethinking Vision Mamba UNet for Medical Image Segmentation Mingya Zhang Yue Yu Limei Gu Tingsheng Lin Xianping Tao Mamba 105 52 0 14 Mar 2024
Augmenting Efficient Real-time Surgical Instrument Segmentation in Video with Point Tracking and Segment Anything Zijian Wu Adam Schmidt Peter Kazanzides Septimiu E. Salcudean 58 2 0 12 Mar 2024
Attention Prompt Tuning: Parameter-efficient Adaptation of Pre-trained Models for Spatiotemporal Modeling W. G. C. Bandara Vishal M. Patel VPVLM VLM 78 1 0 11 Mar 2024
Explainable Transformer Prototypes for Medical Diagnoses Ugur Demir Debesh Jha Zheyu Zhang Elif Keles Bradley Allen Aggelos K. Katsaggelos Ulas Bagci MedIm 43 3 0 11 Mar 2024
A Segmentation Foundation Model for Diverse-type Tumors Jianhao Xie Ziang Zhang Guibo Luo Yuesheng Zhu MedIm AI4CE 75 0 0 11 Mar 2024
CausalCellSegmenter: Causal Inference inspired Diversified Aggregation Convolution for Pathology Image Segmentation Dawei Fan Yifan Gao Jiaming Yu Yanping Chen Wencheng Li Chuancong Lin Kaibin Li Changcai Yang Riqing Chen Lifang Wei 64 1 0 10 Mar 2024
General surgery vision transformer: A video pre-trained foundation model for general surgery Samuel Schmidgall Ji Woong Kim Jeffery Jopling Axel Krieger ViT MedIm 105 8 0 09 Mar 2024
Mask-Enhanced Segment Anything Model for Tumor Lesion Semantic Segmentation Hairong Shi Songhao Han Shaofei Huang Yue Liao Guanbin Li Xiangxing Kong Hua Zhu Xiaomu Wang Si Liu MedIm 74 4 0 09 Mar 2024
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation Weibin Liao Yinghao Zhu Xinyuan Wang Cehngwei Pan Yasha Wang Liantao Ma Mamba 88 70 0 08 Mar 2024
Med3DInsight: Enhancing 3D Medical Image Understanding with 2D Multi-Modal Large Language Models Qiuhui Chen Huping Ye Yi Hong MedIm 83 1 0 08 Mar 2024