TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

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

50 / 361 papers shown

Title
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
SMAFormer: Synergistic Multi-Attention Transformer for Medical Image Segmentation Fuchen Zheng Xuhang Chen Weihuang Liu Haolun Li Yingtie Lei Jiahui He Chi-Man Pun Shounjun Zhou MedIm 50 13 0 31 Aug 2024
Staircase Cascaded Fusion of Lightweight Local Pattern Recognition and Long-Range Dependencies for Structural Crack Segmentation Hui Liu Chen Jia Fan Shi Xu Cheng Mianzhao Wang Shengyong Chen 48 1 0 23 Aug 2024
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation Beoungwoo Kang Seunghun Moon Yubin Cho Hyunwoo Yu Suk-Ju Kang ViT MedIm 32 8 0 14 Aug 2024
Efficient and Accurate Pneumonia Detection Using a Novel Multi-Scale Transformer Approach Alireza Saber Pouria Parhami Alimihammad Siahkarzadeh Amirreza Fateh Amirreza Fateh ViT MedIm 61 9 0 08 Aug 2024
NuLite -- Lightweight and Fast Model for Nuclei Instance Segmentation and Classification C. Tommasino Cristiano Russo A. M. Rinaldi 52 0 0 03 Aug 2024
Zero-Shot Surgical Tool Segmentation in Monocular Video Using Segment Anything Model 2 Ange Lou Yamin Li Ji-Eun Han Wonjin Yang Zhi-Qi Cheng VLM 34 8 0 03 Aug 2024
Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion Transformer Sungmin Kang Jaeha Song Jihie Kim MedIm 46 2 0 01 Aug 2024
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation Shreyank N. Gowda David A. Clifton MedIm 44 1 0 31 Jul 2024
Adaptive Mix for Semi-Supervised Medical Image Segmentation Zhiqiang Shen Peng Cao Junming Su Jinzhu Yang Osmar R. Zaiane 56 0 0 31 Jul 2024
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation Dinh-Phu Tran Quoc-Anh Nguyen Van-Truong Pham Thi-Thao Tran ViT MedIm 29 5 0 24 Jul 2024
Joint-Embedding Predictive Architecture for Self-Supervised Learning of Mask Classification Architecture Donghee Kim Sungduk Cho Hyeonwoo Cho Chanmin Park Jinyoung Kim Won Hwa Kim 56 0 0 15 Jul 2024
SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation Lin Zhang Wenbo Gao Jie Yi Yunyun Yang 46 0 0 14 Jul 2024
SS-SfP:Neural Inverse Rendering for Self Supervised Shape from (Mixed) Polarization Ashish Tiwari Shanmuganathan Raman MDE 39 1 0 12 Jul 2024
Brain Tumor Segmentation in MRI Images with 3D U-Net and Contextual Transformer Thien-Qua T. Nguyen Hieu-Nghia Nguyen Thanh-Hieu Bui Thien B. Nguyen-Tat V. M. Ngo ViT MedIm 25 1 0 11 Jul 2024
HyperSpace: Hypernetworks for spacing-adaptive image segmentation Samuel Joutard Maximilian Pietsch Raphael Prevost 47 3 0 04 Jul 2024
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature Upsampling Minghao Zhou Hong Wang Yefeng Zheng Deyu Meng 33 1 0 02 Jul 2024
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart Tianrun Chen Chaotao Ding Lanyun Zhu Tao Xu Deyi Ji Yan Wang Ying Zang Ziyue Li MedIm Mamba 52 13 0 01 Jul 2024
Kolmogorov-Arnold Convolutions: Design Principles and Empirical Studies Ivan Drokin 58 19 0 01 Jul 2024
Vision Mamba-based autonomous crack segmentation on concrete, asphalt, and masonry surfaces Zhaohui Chen Elyas Asadi Shamsabadi Sheng Jiang Luming Shen Daniel Dias-da-Costa Mamba 44 3 0 24 Jun 2024
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation Pengfei Gu Yejia Zhang Huimin Li Chaoli Wang Danny Chen MedIm 71 1 0 15 Jun 2024
Neuro-TransUNet: Segmentation of stroke lesion in MRI using transformers Muhammad Nouman M. Mabrok Essam A. Rashed 26 2 0 10 Jun 2024
Exploring Multilingual Large Language Models for Enhanced TNM classification of Radiology Report in lung cancer staging Hidetoshi Matsuo Mizuho Nishio Takaaki Matsunaga Koji Fujimoto Takamichi Murakami LM&MA 50 5 0 05 Jun 2024
Federated and Transfer Learning for Cancer Detection Based on Image Analysis Amine Bechar Y. Elmir Yassine Himeur Rafik Medjoudj Abbes Amira MedIm 51 4 0 30 May 2024
Universal and Extensible Language-Vision Models for Organ Segmentation and Tumor Detection from Abdominal Computed Tomography Jie Liu Yixiao Zhang Kang Wang Mehmet Can Yavuz Xiaoxi Chen ... Haoliang Li Yang Yang Alan Yuille Yucheng Tang Zongwei Zhou MedIm VLM 47 16 0 28 May 2024
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once Theodore Zhao Yu Gu Jianwei Yang Naoto Usuyama Ho Hin Lee ... B. Piening Carlo Bifulco Mu-Hsin Wei Hoifung Poon Sheng Wang MedIm 41 23 0 21 May 2024
Multi-scale Information Sharing and Selection Network with Boundary Attention for Polyp Segmentation Xiaolu Kang Zhuoqi Ma Kang Liu Yunan Li Qiguang Miao 47 3 0 18 May 2024
Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus Images Fatema Tuj Johora Faria Mukaffi Bin Moin Pronay Debnath Asif Iftekher Fahim Faisal Muhammad Shah 29 1 0 12 May 2024
MDNet: Multi-Decoder Network for Abdominal CT Organs Segmentation Debesh Jha Nikhil Kumar Tomar Koushik Biswas Gorkem Durak M. Antalek ... Alpay Medetalibeyoglu Yury Velichko Daniela Ladner Amir Borhani Ulas Bagci MedIm 32 1 0 10 May 2024
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey Guoping Xu Xiaxia Wang Xinglong Wu Xuesong Leng Yongchao Xu 3DPC 48 8 0 02 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey Rokas Gipiškis Chun-Wei Tsai Olga Kurasova 68 5 0 02 May 2024
DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation Zhaojin Fu Zheng Chen Jinjiang Li Lu Ren MedIm 29 1 0 01 May 2024
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging F. Bougourzi Fadi Dornaika Abdelmalik Taleb-Ahmed Vinh Truong Hoang MedIm ViT 45 2 0 28 Apr 2024
Light-weight Retinal Layer Segmentation with Global Reasoning Xiang He Weiye Song Yiming Wang Fabio Poiesi Ji Yi M. Desai Quanqing Xu Kongzheng Yang Yi Wan MedIm 3DV 30 12 0 25 Apr 2024
MAS-SAM: Segment Any Marine Animal with Aggregated Features Tianyu Yan Zifu Wan Xinhao Deng Pingping Zhang Yang Liu Huchuan Lu 34 6 0 24 Apr 2024
Transformer-Based Classification Outcome Prediction for Multimodal Stroke Treatment Danqing Ma Meng Wang Ao Xiang Zongqing Qi Qin Yang 40 18 0 19 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 41 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 43 1 0 04 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 44 0 0 02 Apr 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 A. Kazerouni Ilker Hacihaliloglu Dorit Merhof 56 7 0 28 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 42 3 0 25 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 26 2 0 21 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 44 32 0 18 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 51 10 0 15 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 38 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 41 6 0 09 Mar 2024
Med3DInsight: Enhancing 3D Medical Image Understanding with 2D Multi-Modal Large Language Models Qiuhui Chen Huping Ye Yi Hong MedIm 46 1 0 08 Mar 2024
Learning without Exact Guidance: Updating Large-scale High-resolution Land Cover Maps from Low-resolution Historical Labels Zhuo Li Wei He Jiepan Li Fangxiao Lu Hongyan Zhang 31 12 0 05 Mar 2024
Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image Segmentation Jamshid Hassanpour V. Srivastav Didier Mutter N. Padoy SSL 57 2 0 22 Feb 2024
NeRF Solves Undersampled MRI Reconstruction Tae Jun Jang Chang Min Hyun 34 3 0 20 Feb 2024