医学 AI

2011.12525 2022-01-19 eess.IV physics.med-ph 83%

Noise2Context: Context-assisted Learning 3D Thin-layer Low Dose CT Without Clean Data

Zhicheng Zhang, Xiaokun Liang, Wei Zhao, Lei Xing

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

2201.01283 2022-01-05 cs.CV 83%

Self-supervised Learning from 100 Million Medical Images

Florin C. Ghesu, Bogdan Georgescu, Awais Mansoor, Youngjin Yoo, Dominik Neumann, Pragneshkumar Patel, R. S. Vishwanath, James M. Balter, Yue Cao, Sasa Grbic, Dorin Comaniciu

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

2104.01617 2021-12-21 eess.IV 83%

Multi-Feature Semi-Supervised Learning for COVID-19 Diagnosis from Chest X-ray Images

Xiao Qi, John L. Nosher, David J. Foran, Ilker Hacihaliloglu

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

2110.08762 2021-10-19 cs.CV 83%

Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation

Yinghuan Shi, Jian Zhang, Tong Ling, Jiwen Lu, Yefeng Zheng, Qian Yu, Lei Qi, Yang Gao

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

Comments Accepted by IEEE Transactions on Medical Imaging (TMI)

2110.04735 2021-10-12 eess.IV 83%

Prior Attention Network for Multi-Lesion Segmentation in Medical Images

Xiangyu Zhao, Peng Zhang, Fan Song, Chenbin Ma, Guangda Fan, Yangyang Sun, Youdan Feng, Guanglei Zhang

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

Comments 10 pages

2110.02117 2021-10-06 cs.CV 83%

Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation

Devavrat Tomar, Behzad Bozorgtabar, Manana Lortkipanidze, Guillaume Vray, Mohammad Saeed Rad, Jean-Philippe Thiran

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

Comments Accepted in WACV 2022

2109.07407 2021-09-30 cs.CV 83%

Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation

Xinrong Hu, Dewen Zeng, Xiaowei Xu, Yiyu Shi

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

Comments 9 pages, accepted to MICCAI 2021

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

1. 医学影像 22645 篇

Noise2Context: Context-assisted Learning 3D Thin-layer Low Dose CT Without Clean Data

Self-supervised Learning from 100 Million Medical Images

Multi-Feature Semi-Supervised Learning for COVID-19 Diagnosis from Chest X-ray Images

Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation

Prior Attention Network for Multi-Lesion Segmentation in Medical Images

Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation

Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation

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