CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation

22 September 2020

Guotai Wang

Sébastien Ourselin

Tom Kamiel Magda Vercauteren

Shaoting Zhang

SSeg

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Papers citing "CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation"

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Title
CNNtention: Can CNNs do better with Attention? Julian Glattki Nikhil Kapila Tejas Rathi 67 0 0 31 Dec 2024
FANCL: Feature-Guided Attention Network with Curriculum Learning for Brain Metastases Segmentation Zijiang Liu Xiaoyu Liu Linhao Qu Yonghong Shi MedIm 26 0 0 29 Oct 2024
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks Junlin Hou Sicen Liu Yequan Bie Hongmei Wang Andong Tan Luyang Luo Hao Chen XAI 25 3 0 03 Oct 2024
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical Images Longchao Da Rui Wang Xiaojian Xu Parminder Bhatia Taha A. Kass-Hout Hua Wei Cao Xiao VLM MedIm 46 2 0 02 Oct 2024
TransResNet: Integrating the Strengths of ViTs and CNNs for High Resolution Medical Image Segmentation via Feature Grafting Muhammad Hamza Sharif Dmitry Demidov Asif Hanif Mohammad Yaqub Min Xu ViT MedIm 31 2 0 01 Oct 2024
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation Hugo Porta Emanuele Dalsasso Diego Marcos D. Tuia 95 0 0 14 Sep 2024
SkinFormer: Learning Statistical Texture Representation with Transformer for Skin Lesion Segmentation Rongtao Xu Changwei Wang Jiguang Zhang Shibiao Xu Weiliang Meng Xiaopeng Zhang ViT MedIm 31 3 0 13 Sep 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 50 9 0 08 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
HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation Tao Chen Chenhui Wang Zhihao Chen Yiming Lei Hongming Shan MedIm 36 8 0 03 Jul 2024
Applications of interpretable deep learning in neuroimaging: a comprehensive review Lindsay Munroe Mariana da Silva Faezeh Heidari I. Grigorescu Simon Dahan E. C. Robinson Maria Deprez Po-Wah So AI4CE 44 5 0 30 May 2024
Adaptive Multiscale Retinal Diagnosis: A Hybrid Trio-Model Approach for Comprehensive Fundus Multi-Disease Detection Leveraging Transfer Learning and Siamese Networks Yavuz Selim Inan 21 2 0 28 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey Rokas Gipiškis Chun-Wei Tsai Olga Kurasova 61 5 0 02 May 2024
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic Segmentation Z. A. Yazici Ilkay Oksuz H. K. Ekenel MedIm 38 7 0 27 Apr 2024
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation Yuanpeng He EDL 39 2 0 09 Apr 2024
Clustering Propagation for Universal Medical Image Segmentation Yuhang Ding Liulei Li Wenguan Wang Yi Yang 46 9 0 25 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 29 0 0 20 Mar 2024
MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment Yequan Bie Luyang Luo Hao Chen 26 14 0 16 Jan 2024
PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation Jiahui Zhong Wenhong Tian Yuanlun Xie Zhijia Liu Jie Ou Taoran Tian Lei Zhang 23 6 0 15 Jan 2024
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 51 13 0 14 Dec 2023
USL-Net: Uncertainty Self-Learning Network for Unsupervised Skin Lesion Segmentation Xiaofan Li Bo Peng Jie Hu Changyou Ma Daipeng Yang Zhuyang Xie 34 6 0 23 Sep 2023
Beyond Adapting SAM: Towards End-to-End Ultrasound Image Segmentation via Auto Prompting Xian Lin Yangyang Xiang Li Yu Zengqiang Yan MedIm 33 20 0 13 Sep 2023
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization Ke Wang Zanting Ye Xiang Xie Haidong Cui Tao Chen Banteng Liu 24 9 0 06 Sep 2023
Unsupervised discovery of Interpretable Visual Concepts Caroline Mazini Rodrigues Nicolas Boutry Laurent Najman FAtt 18 2 0 31 Aug 2023
A hybrid approach for improving U-Net variants in medical image segmentation Aitik Gupta J. Dhar SSeg 21 2 0 31 Jul 2023
MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset Guotai Wang Jianghao Wu Xiangde Luo Xinglong Liu Kang Li Shaoting Zhang 27 25 0 29 Jun 2023
1M parameters are enough? A lightweight CNN-based model for medical image segmentation Binh-Duong Dinh Thanh-Thu Nguyen Thi-Thao Tran Van-Truong Pham SSeg MedIm 27 16 0 28 Jun 2023
TEC-Net: Vision Transformer Embrace Convolutional Neural Networks for Medical Image Segmentation Rui Sun Tao Lei Xiaogang Du Y. Wan Yong-quan Xia A. Nandi ViT MedIm 6 5 0 07 Jun 2023
CiT-Net: Convolutional Neural Networks Hand in Hand with Vision Transformers for Medical Image Segmentation Tao Lei Rui Sun Xuan Wang Yingbo Wang Xi He A. Nandi ViT MedIm 11 12 0 06 Jun 2023
SSL-CPCD: Self-supervised learning with composite pretext-class discrimination for improved generalisability in endoscopic image analysis Ziang Xu J. Rittscher Sharib Ali 23 3 0 31 May 2023
Attention Mechanisms in Medical Image Segmentation: A Survey Yutong Xie Bing Yang Qi Guan Jianpeng Zhang Qi Wu Yong-quan Xia ViT MedIm 25 16 0 29 May 2023
Gender, Smoking History and Age Prediction from Laryngeal Images Tianxiao Zhang A. Bur Shannon M. Kraft Hannah Kavookjian Bryan Renslo Xiangyu Chen Bo Luo Guanghui Wang 26 7 0 26 May 2023
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation Abdul Rehman Khan Asifullah Khan ViT MedIm 44 14 0 15 May 2023
Trustworthy Multi-phase Liver Tumor Segmentation via Evidence-based Uncertainty Chuanfei Hu Tianyi Xia Yingwei Cui Quchen Zou Yuan-Cheng Wang Wenbo Xiao Shenghong Ju Xinde Li EDL 19 30 0 09 May 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 28 2 0 10 Apr 2023
Uncertainty Driven Bottleneck Attention U-net for Organ at Risk Segmentation Abdullah Nazib Riad Hassan Zahidul Islam Clinton Fookes SSeg 27 3 0 19 Mar 2023
Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective Chenyu You Weicheng Dai Yifei Min Fenglin Liu David A. Clifton S. Kevin Zhou Lawrence H. Staib James S Duncan 23 69 0 03 Feb 2023
Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated Uncertainty K. Zou Yidi Chen Ling Huang Xuedong Yuan Xiaojing Shen Meng Wang Rick Siow Mong Goh Yong-Jin Liu Huazhu Fu UQCV 25 4 0 01 Jan 2023
Segmentation Ability Map: Interpret deep features for medical image segmentation Sheng He Yanfang Feng P. E. Grant Yangming Ou SSeg 19 24 0 19 Dec 2022
CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation Ran Gu Guotai Wang Jiangshan Lu Jingyang Zhang Wenhui Lei ... Wenjun Liao Shichuan Zhang Kang Li Dimitris N. Metaxas Shaoting Zhang MedIm 32 29 0 22 Nov 2022
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine A. Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 24 38 0 17 Nov 2022
U-Net-based Models for Skin Lesion Segmentation: More Attention and Augmentation P. M. Kazaj MohammadHossein Koosheshi Alireza Shahedi A. V. Sadr SSeg 16 7 0 28 Oct 2022
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image Segmentation Hui Zhu Shi Shu Jianping Zhang SSeg 22 6 0 27 Oct 2022
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19 Medical Images Xiaoyu Pan Huazheng Zhu Jinglong Du Guang-qin Hu Baoru Han Yuanyuan Jia 31 1 0 22 Oct 2022
Explainable Artificial Intelligence to Detect Image Spam Using Convolutional Neural Network Zhibo Zhang Ernesto Damiani H. A. Hamadi C. Yeun Fatma Taher FAtt 20 8 0 07 Sep 2022
PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation Guotai Wang Xiangde Luo Ran Gu Shuojue Yang Yijie Qu Shuwei Zhai Qianfei Zhao Kang Li Shaoting Zhang VLM 33 35 0 19 Aug 2022
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures Ran Gu Jingyang Zhang Guotai Wang Wenhui Lei Tao Song Xiaofan Zhang Kang Li Shaoting Zhang 29 41 0 18 Aug 2022
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images Kristoffer Wickstrøm Eirik Agnalt Ostmo Keyur Radiya Karl Øyvind Mikalsen Michael C. Kampffmeyer Robert Jenssen SSL 23 13 0 11 Jul 2022
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning Xian Lin Li Yu Kwang-Ting Cheng Zengqiang Yan ViT MedIm 30 31 0 29 Jun 2022
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image Segmentation Xian Lin Li Yu Kwang-Ting Cheng Zengqiang Yan ViT MedIm 22 32 0 29 Jun 2022