医学 AI

2108.11154 2021-08-26 cs.CV 83%

Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation

Himashi Peiris, Zhaolin Chen, Gary Egan, Mehrtash Harandi

专题命中医学影像：medical image(title,abstract)；medical AI(abstract)；分类 cs.CV

2107.13741 2021-08-24 cs.CV 83%

Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels

Jizong Peng, Ping Wang, Chrisitian Desrosiers, Marco Pedersoli

专题命中医学影像：medical image(title,abstract)；MRI(abstract)；分类 cs.CV

2108.02996 2021-08-09 cs.CV 83%

Efficient and Generic Interactive Segmentation Framework to Correct Mispredictions during Clinical Evaluation of Medical Images

Bhavani Sambaturu, Ashutosh Gupta, C. V. Jawahar, Chetan Arora

专题命中医学影像：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments 12 pages, 8 figures, accepted to MICCAI 2021

2107.12842 2021-07-28 cs.CV 83%

Technical Report: Quality Assessment Tool for Machine Learning with Clinical CT

Riqiang Gao, Mirza S. Khan, Yucheng Tang, Kaiwen Xu, Steve Deppen, Yuankai Huo, Kim L. Sandler, Pierre P. Massion, Bennett A. Landman

专题命中医学影像：CT(title,abstract)；medical image(abstract)；分类 cs.CV

Comments 18 pages, 13 figures, technical report

2107.08623 2021-07-20 cs.CV 83%

LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation

Guoping Xu, Xingrong Wu, Xuan Zhang, Xinwei He

专题命中医学影像：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV

2107.06888 2021-07-16 eess.IV 83%

Blind Image Quality Assessment for MRI with A Deep Three-dimensional content-adaptive Hyper-Network

Kehan Qi, Haoran Li, Chuyu Rong, Yu Gong, Cheng Li, Hairong Zheng, Shanshan Wang

专题命中医学影像：MRI(title,abstract)；medical image(abstract)；分类 eess.IV

Comments 11 pages, 3 figures, 2 tables

2101.02639 2021-07-13 cs.CV 83%

Towards Robust General Medical Image Segmentation

Laura Daza, Juan C. Pérez, Pablo Arbeláez

专题命中医学影像：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments Accepted at MICCAI 2021

2105.13305 2021-06-30 eess.SP physics.med-ph 83%

A High-Dynamic-Range Digital RF-Over-Fiber Link for MRI Receive Coils Using Delta-Sigma Modulation

Mingdong Fan, Robert W. Brown, Xi Gao, Soumyajit Mandal, Labros Petropoulos, Xiaoyu Yang, Shinya Handa, Hiroyuki Fujita

专题命中医学影像：MRI(title,abstract)；CT(abstract)；分类 eess.SP

Comments Accepted for publication in the Review of Scientific Instruments

2106.06963 2021-06-29 cs.CV cs.CL 83%

Exploring and Distilling Posterior and Prior Knowledge for Radiology Report Generation

Fenglin Liu, Xian Wu, Shen Ge, Wei Fan, Yuexian Zou

专题命中医学影像：radiology(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments Accepted by CVPR 2021 (2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR2021))

2106.09812 2021-06-21 cs.CV cs.AI 83%

Deep reinforcement learning with automated label extraction from clinical reports accurately classifies 3D MRI brain volumes

Joseph Stember, Hrithwik Shalu

专题命中医学影像：MRI(title,abstract)；radiology(abstract)；分类 cs.CV

2104.08623 2021-05-31 cs.CV 83%

Learning Fuzzy Clustering for SPECT/CT Segmentation via Convolutional Neural Networks

Junyu Chen, Ye Li, Licia P. Luna, Hyun Woo Chung, Steven P. Rowe, Yong Du, Lilja B. Solnes, Eric C. Frey

专题命中医学影像：CT(title,abstract)；medical image(abstract)；分类 cs.CV

Comments This manuscript has been published by Medical Physics (2021)

2104.12166 2021-05-27 cs.CV 83%

MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning

Xiangde Luo, Guotai Wang, Tao Song, Jingyang Zhang, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren, Shaoting Zhang

专题命中医学影像：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments 17 pages, 16 figures

2012.07043 2021-05-26 cs.CV 83%

Contrastive Learning of Relative Position Regression for One-Shot Object Localization in 3D Medical Images

Wenhui Lei, Wei Xu, Ran Gu, Hao Fu, Shaoting Zhang, Guotai Wang

专题命中医学影像：medical image(title,abstract)；CT(abstract)；分类 cs.CV

Comments Early accepted by MICCAI 2021

2105.07495 2021-05-21 cs.LG 83%

Capsule GAN for Prostate MRI Super-Resolution

Mahdiyar Molahasani Majdabadi, Younhee Choi, S. Deivalakshmi, Seokbum Ko

专题命中医学影像：MRI(title,abstract)；diagnosis(abstract)；分类 cs.LG

2105.04532 2021-05-11 eess.IV cs.CV cs.LG eess.SP physics.med-ph 83%

Improved Simultaneous Multi-Slice Functional MRI Using Self-supervised Deep Learning

Omer Burak Demirel, Burhaneddin Yaman, Logan Dowdle, Steen Moeller, Luca Vizioli, Essa Yacoub, John Strupp, Cheryl A. Olman, Kâmil Uğurbil, Mehmet Akçakaya

专题命中医学影像：MRI(title,abstract)；分类 cs.CV、cs.LG、eess.IV

2104.08845 2021-04-20 cs.CV cs.AI 83%

Lesion-Inspired Denoising Network: Connecting Medical Image Denoising and Lesion Detection

Kecheng Chen, Kun Long, Yazhou Ren, Jiayu Sun, Xiaorong Pu

专题命中医学影像：medical image(title,abstract)；CT(abstract)；分类 cs.CV

2012.08721 2021-04-02 cs.CV 83%

Deep Learning to Segment Pelvic Bones: Large-scale CT Datasets and Baseline Models

Pengbo Liu, Hu Han, Yuanqi Du, Heqin Zhu, Yinhao Li, Feng Gu, Honghu Xiao, Jun Li, Chunpeng Zhao, Li Xiao, Xinbao Wu, S. Kevin Zhou

专题命中医学影像：CT(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments Accepted by IPCAI2021

2103.12328 2021-03-24 cs.CV 83%

Decomposing Normal and Abnormal Features of Medical Images into Discrete Latent Codes for Content-Based Image Retrieval

Kazuma Kobayashi, Ryuichiro Hataya, Yusuke Kurose, Mototaka Miyake, Masamichi Takahashi, Akiko Nakagawa, Tatsuya Harada, Ryuji Hamamoto

专题命中医学影像：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV

2103.00528 2021-03-23 cs.CV 83%

Improving Medical Image Classification with Label Noise Using Dual-uncertainty Estimation

Lie Ju, Xin Wang, Lin Wang, Dwarikanath Mahapatra, Xin Zhao, Mehrtash Harandi, Tom Drummond, Tongliang Liu, Zongyuan Ge

专题命中医学影像：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV

2102.07510 2021-03-22 math.NA cs.CV cs.NA 83%

Plug-and-Play gradient-based denoisers applied to CT image enhancement

Pasquale Cascarano, Elena Loli Piccolomini, Elena Morotti, Andrea Sebastiani

专题命中医学影像：CT(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments Submitted to journal

2103.10178 2021-03-19 cs.CV 83%

A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation

Qinji Yu, Kang Dang, Nima Tajbakhsh, Demetri Terzopoulos, Xiaowei Ding

专题命中医学影像：medical image(title,abstract)；CT(abstract)；分类 cs.CV

Comments ISBI2021 accepted

2103.08590 2021-03-16 cs.CV 83%

Interpretability of a Deep Learning Model in the Application of Cardiac MRI Segmentation with an ACDC Challenge Dataset

Adrianna Janik, Jonathan Dodd, Georgiana Ifrim, Kris Sankaran, Kathleen Curran

专题命中医学影像：MRI(title,abstract)；diagnosis(abstract)；分类 cs.CV

2103.05940 2021-03-11 cs.CV 83%

TransMed: Transformers Advance Multi-modal Medical Image Classification

Yin Dai, Yifan Gao

专题命中医学影像：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments 8 pages, 4 figures

2103.05772 2021-03-11 eess.IV 83%

Introduction to Brain and Medical Images

Moo K. Chung

专题命中医学影像：medical image(title,abstract)；MRI(abstract)；分类 eess.IV

2103.01609 2021-03-03 physics.med-ph eess.IV 83%

Deep learning-based synthetic CT generation from MR images: comparison of generative adversarial and residual neural networks

Faeze Gholamiankhah, Samaneh Mostafapour, Hossein Arabi

专题命中医学影像：CT(title,abstract)；MRI(abstract)；分类 eess.IV

2102.13066 2021-02-26 eess.IV cs.CV cs.LG eess.SP physics.med-ph 83%

On Instabilities of Conventional Multi-Coil MRI Reconstruction to Small Adverserial Perturbations

Chi Zhang, Jinghan Jia, Burhaneddin Yaman, Steen Moeller, Sijia Liu, Mingyi Hong, Mehmet Akçakaya

专题命中医学影像：MRI(title,abstract)；分类 cs.CV、cs.LG、eess.IV

Comments To appear in Proceedings of the 29th Annual Meeting of ISMRM, 2021

2008.08194 2021-02-23 cs.CV 83%

PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data

Meng Ye, Qiaoying Huang, Dong Yang, Pengxiang Wu, Jingru Yi, Leon Axel, Dimitris Metaxas

专题命中医学影像：CT(title,abstract)；diagnosis(abstract)；分类 cs.CV

Journal ref STACOM 2020

2102.04306 2021-02-09 cs.CV 83%

TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

Jieneng Chen, Yongyi Lu, Qihang Yu, Xiangde Luo, Ehsan Adeli, Yan Wang, Le Lu, Alan L. Yuille, Yuyin Zhou

专题命中医学影像：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments 13 pages, 3 figures

2101.09658 2021-01-26 cs.CV 83%

Computational Intelligence Approach to Improve the Classification Accuracy of Brain Neoplasm in MRI Data

Nilanjan Sinhababu, Monalisa Sarma, Debasis Samanta

专题命中医学影像：MRI(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments 28 pages

1. 医学影像 22633 篇

Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation

Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels

Efficient and Generic Interactive Segmentation Framework to Correct Mispredictions during Clinical Evaluation of Medical Images

Technical Report: Quality Assessment Tool for Machine Learning with Clinical CT

LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation

Blind Image Quality Assessment for MRI with A Deep Three-dimensional content-adaptive Hyper-Network

More Reliable AI Solution: Breast Ultrasound Diagnosis Using Multi-AI Combination

Towards Robust General Medical Image Segmentation

A High-Dynamic-Range Digital RF-Over-Fiber Link for MRI Receive Coils Using Delta-Sigma Modulation

Exploring and Distilling Posterior and Prior Knowledge for Radiology Report Generation

Deep reinforcement learning with automated label extraction from clinical reports accurately classifies 3D MRI brain volumes

Learning Fuzzy Clustering for SPECT/CT Segmentation via Convolutional Neural Networks

MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning

Contrastive Learning of Relative Position Regression for One-Shot Object Localization in 3D Medical Images

Capsule GAN for Prostate MRI Super-Resolution

Improved Simultaneous Multi-Slice Functional MRI Using Self-supervised Deep Learning

Lesion-Inspired Denoising Network: Connecting Medical Image Denoising and Lesion Detection

Deep Learning to Segment Pelvic Bones: Large-scale CT Datasets and Baseline Models

Decomposing Normal and Abnormal Features of Medical Images into Discrete Latent Codes for Content-Based Image Retrieval

Improving Medical Image Classification with Label Noise Using Dual-uncertainty Estimation

Plug-and-Play gradient-based denoisers applied to CT image enhancement

A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation

Interpretability of a Deep Learning Model in the Application of Cardiac MRI Segmentation with an ACDC Challenge Dataset

TransMed: Transformers Advance Multi-modal Medical Image Classification

Introduction to Brain and Medical Images

Deep learning-based synthetic CT generation from MR images: comparison of generative adversarial and residual neural networks

On Instabilities of Conventional Multi-Coil MRI Reconstruction to Small Adverserial Perturbations

PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data

TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

Computational Intelligence Approach to Improve the Classification Accuracy of Brain Neoplasm in MRI Data