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
Learning Multi-axis Representation in Frequency Domain for Medical Image Segmentation Jiacheng Ruan Jingsheng Gao Mingye Xie Suncheng Xiang 62 2 0 28 Dec 2023
MGAug: Multimodal Geometric Augmentation in Latent Spaces of Image Deformations Tonmoy Hossain Miaomiao Zhang 142 3 0 20 Dec 2023
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 146 14 0 14 Dec 2023
PnPNet: Pull-and-Push Networks for Volumetric Segmentation with Boundary Confusion Xin You Ming Ding Minghui Zhang Hanxiao Zhang Yi Yu Jie Yang Yun Gu 126 2 0 13 Dec 2023
TABSurfer: a Hybrid Deep Learning Architecture for Subcortical Segmentation Aaron Cao Vishwanatha M. Rao Kejia Liu Xinru Liu Andrew F. Laine Jia Guo MedIm 75 1 0 13 Dec 2023
U-MixFormer: UNet-like Transformer with Mix-Attention for Efficient Semantic Segmentation Seul-Ki Yeom Julian von Klitzing ViT 78 8 0 11 Dec 2023
Disentangled Representation Learning for Controllable Person Image Generation Wenju Xu Chengjiang Long Yongwei Nie Guanghui Wang DRL 78 3 0 10 Dec 2023
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook Reza Azad Moein Heidary Kadir Yilmaz Michael Huttemann Sanaz Karimijafarbigloo Yuli Wu Anke Schmeink Dorit Merhof VLM SSeg 125 24 0 08 Dec 2023
gcDLSeg: Integrating Graph-cut into Deep Learning for Binary Semantic Segmentation Hui Xie Weiyu Xu Ya Xing Wang John Buatti Xiaodong Wu SSeg 56 1 0 07 Dec 2023
AI-SAM: Automatic and Interactive Segment Anything Model Yimu Pan Sitao Zhang Alison D. Gernand Jeffery A. Goldstein J. Z. Wang VLM 62 4 0 05 Dec 2023
Graph Information Bottleneck for Remote Sensing Segmentation Yuntao Shou Wei Ai Tao Meng SSL 55 25 0 05 Dec 2023
Inspecting Model Fairness in Ultrasound Segmentation Tasks Zikang Xu Fenghe Tang Quan Quan Jianrui Ding C. Ning S. Kevin Zhou 67 0 0 05 Dec 2023
SRSNetwork: Siamese Reconstruction-Segmentation Networks based on Dynamic-Parameter Convolution Bingkun Nian Fenghe Tang Jianrui Ding Pingping Zhang Jie Yang S.Kevin Zhou Wei Liu 66 1 0 04 Dec 2023
MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentation Fenghe Tang Bingkun Nian Jianrui Ding Quan Quan Jie Yang Wei Liu S.Kevin Zhou ViT MedIm 105 3 0 04 Dec 2023
Motion Informed Needle Segmentation in Ultrasound Images Raghavv Goel Cecilia G. Morales Manpreet Singh Artur Dubrawski J. Galeotti Howie Choset 46 0 0 02 Dec 2023
Adaptive Correspondence Scoring for Unsupervised Medical Image Registration Xiaoran Zhang J. Stendahl Lawrence H. Staib Albert J Sinusas Alex Wong James S. Duncan OOD 72 2 0 01 Dec 2023
Full-resolution MLPs Empower Medical Dense Prediction Mingyuan Meng Yuxin Xue Da-wei Feng Lei Bi Jinman Kim MedIm 66 4 0 28 Nov 2023
I-MedSAM: Implicit Medical Image Segmentation with Segment Anything Xiaobao Wei Jiajun Cao Yizhu Jin Ming Lu Guangyu Wang Shanghang Zhang VLM 103 12 0 28 Nov 2023
Automated Measurement of Vascular Calcification in Femoral Endarterectomy Patients Using Deep Learning Alireza Bagheri Rajeoni Breanna Pederson Daniel G. Clair S. Lessner H. Valafar 49 6 0 27 Nov 2023
Only Positive Cases: 5-fold High-order Attention Interaction Model for Skin Segmentation Derived Classification Renkai Wu Yinghao Liu Pengchen Liang Qing Chang 71 1 0 27 Nov 2023
Spectro-ViT: A Vision Transformer Model for GABA-edited MRS Reconstruction Using Spectrograms G. Dias R. Berto Mateus Oliveira Lucas Ueda S. Dertkigil Paula D. P. Costa Amirmohammad Shamaei Roberto Souza Ashley D. Harris Letícia Rittner 60 0 0 26 Nov 2023
ChAda-ViT : Channel Adaptive Attention for Joint Representation Learning of Heterogeneous Microscopy Images Nicolas Bourriez Ihab Bendidi Ethan O. Cohen Gabriel Watkinson Maxime Sanchez Guillaume Bollot Auguste Genovesio MedIm 58 12 0 26 Nov 2023
Deep Learning for Vascular Segmentation and Applications in Phase Contrast Tomography Imaging Ekin Yagis S. Aslani Yashvardhan Jain Yang Zhou Shahrokh Rahmani ... M. Ackermann D. Jonigk Paul Tafforeau Peter D Lee Claire L. Walsh 77 4 0 22 Nov 2023
Alpha Zero for Physics: Application of Symbolic Regression with Alpha Zero to find the analytical methods in physics Yoshihiro Michishita AI4CE 85 2 0 21 Nov 2023
GMISeg: General Medical Image Segmentation without Re-Training Jing Xu VLM 76 2 0 21 Nov 2023
Shape-Sensitive Loss for Catheter and Guidewire Segmentation Chayun Kongtongvattana Baoru Huang Jingxuan Kang Hoan Nguyen Olajide Olufemi Anh Nguyen MedIm 44 4 0 19 Nov 2023
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation D. M. Nguyen Tan Ngoc Pham Nghiem Tuong Diep Nghi Quoc Phan Quang Pham ... Ngan Hoang Le Nhat Ho Pengtao Xie Daniel Sonntag Mathias Niepert VLM UQCV OOD 80 7 0 18 Nov 2023
Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation Xiaoyang Chen Hao Zheng Yuemeng Li Yuncong Ma Liang Ma Hongming Li Yong-Xian Fan 78 7 0 17 Nov 2023
Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation Tao Wang Yuanbin Chen Xinlin Zhang Yuanbo Zhou Junlin Lan Bizhe Bai Tao Tan Min Du Qinquan Gao Tong Tong 52 0 0 17 Nov 2023
TransONet: Automatic Segmentation of Vasculature in Computed Tomographic Angiograms Using Deep Learning Alireza Bagheri Rajeoni Breanna Pederson Ali Firooz Hamed Abdollahi Andrew K. Smith Daniel G. Clair S. Lessner H. Valafar 57 0 0 17 Nov 2023
Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task Model Raphael Schäfer Till Nicke Henning Höfener Annkristin Lange Dorit Merhof Friedrich Feuerhake Volkmar Schulz Johannes Lotz Fabian Kiessling VLM 56 23 0 16 Nov 2023
DECDM: Document Enhancement using Cycle-Consistent Diffusion Models Jiaxin Zhang Joy Rimchala Lalla Mouatadid Kamalika Das Kumar Sricharan DiffM 65 1 0 16 Nov 2023
SAMIHS: Adaptation of Segment Anything Model for Intracranial Hemorrhage Segmentation Yinuo Wang Kai Chen Weimin Yuan Cai Meng XiangZhi Bai VLM 75 11 0 14 Nov 2023
An Automated Pipeline for Tumour-Infiltrating Lymphocyte Scoring in Breast Cancer A. Shephard Mostafa Jahanifar Ruoyu Wang Muhammad Dawood Simon Graham K. Sidlauskas S. Khurram Nasir M. Rajpoot S. Raza 50 4 0 10 Nov 2023
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks Zhaoyang Ma Xupeng He Hyung Kwak Jun Gao Shuyu Sun Bicheng Yan AI4CE 81 5 0 10 Nov 2023
Learning Contrastive Self-Distillation for Ultra-Fine-Grained Visual Categorization Targeting Limited Samples Ziye Fang Xin Jiang Hao Tang Zechao Li 92 14 0 10 Nov 2023
Retinal OCT Synthesis with Denoising Diffusion Probabilistic Models for Layer Segmentation Yuli Wu Weidong He Dennis Eschweiler Ningxin Dou Zixin Fan Shengli Mi Peter Walter Johannes Stegmaier MedIm DiffM 87 3 0 09 Nov 2023
Transformer-based Model for Oral Epithelial Dysplasia Segmentation A. Shephard H. Mahmood S. Raza A. L. D. Araújo A. Santos-Silva ... Jill M Brooks P. Nankivell H. Mehanna S. Khurram Nasir M. Rajpoot MedIm 76 1 0 09 Nov 2023
Multi-task Learning for Optical Coherence Tomography Angiography (OCTA) Vessel Segmentation Can Koz Onat Dalmaz Mertay Dayanç 28 0 0 03 Nov 2023
FairSeg: A Large-Scale Medical Image Segmentation Dataset for Fairness Learning Using Segment Anything Model with Fair Error-Bound Scaling Yu Tian Minfei Shi Yan Luo Ava Kouhana T. Elze Mengyu Wang 83 5 0 03 Nov 2023
AiluRus: A Scalable ViT Framework for Dense Prediction Jin Li Yaoming Wang Xiaopeng Zhang Bowen Shi Dongsheng Jiang Chenglin Li Wenrui Dai Hongkai Xiong Qi Tian 130 5 0 02 Nov 2023
Muscle volume quantification: guiding transformers with anatomical priors Louise Piecuch Vanessa Gonzales Duque A. Sarcher Enzo Hollville A. Nordez G. Rabita G. Guilhem Diana Mateus ViT MedIm 46 3 0 31 Oct 2023
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder Md Motiur Rahman Shiva Shokouhmand Smriti Bhatt M. Faezipour MedIm 100 16 0 30 Oct 2023
Med-DANet V2: A Flexible Dynamic Architecture for Efficient Medical Volumetric Segmentation Haoran Shen Yifu Zhang Wenxuan Wang Chen Chen Jing Liu Shanshan Song Jiangyun Li MedIm 67 0 0 28 Oct 2023
SynergyNet: Bridging the Gap between Discrete and Continuous Representations for Precise Medical Image Segmentation Vandan Gorade Sparsh Mittal Debesh Jha Ulas Bagci 69 11 0 26 Oct 2023
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Md Mostafijur Rahman R. Marculescu MedIm 69 40 0 24 Oct 2023
Inter-Scale Dependency Modeling for Skin Lesion Segmentation with Transformer-based Networks Sania Eskandari Janet Lumpp ViT MedIm 40 3 0 20 Oct 2023
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling Sania Eskandari Janet Lumpp Luis Gonzalo Sánchez Giraldo ViT MedIm 54 8 0 20 Oct 2023
DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging Data Taehyo Kim Hai Shu Qiran Jia Mony de Leon 49 1 0 20 Oct 2023
TRUSTED: The Paired 3D Transabdominal Ultrasound and CT Human Data for Kidney Segmentation and Registration Research William Ndzimbong Cyril Fourniol Loic Themyr Nicolas Thome Yvonne Keeza ... J. Marescaux Daniel George Didier Mutter Alexandre Hostettler Toby Collins 43 0 0 19 Oct 2023