医学 AI

MedSelect: Selective Labeling for Medical Image Classification Combining Meta-Learning with Deep Reinforcement Learning

Akshay Smit, Damir Vrabac, Yujie He, Andrew Y. Ng, Andrew L. Beam, Pranav Rajpurkar

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

Esophageal Tumor Segmentation in CT Images using Dilated Dense Attention Unet (DDAUnet)

Sahar Yousefi, Hessam Sokooti, Mohamed S. Elmahdy, Irene M. Lips, Mohammad T. Manzuri Shalmani, Roel T. Zinkstok, Frank J. W. M. Dankers, Marius Staring

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

Iterative Reconstruction for Low-Dose CT using Deep Gradient Priors of Generative Model

Zhuonan He, Yikun Zhang, Yu Guan, Shanzhou Niu, Yi Zhang, Yang Chen, Qiegen Liu

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

A Few-Shot Learning Approach for Accelerated MRI via Fusion of Data-Driven and Subject-Driven Priors

Salman Ul Hassan Dar, Mahmut Yurt, Tolga Çukur

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

Comments Accepted for presentation at the 29th Annual Meeting of the International Society of Magnetic Resonance in Medicine (ISMRM)

Fine-grained MRI Reconstruction using Attentive Selection Generative Adversarial Networks

Jingshuai Liu, Mehrdad Yaghoobi

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

Comments 5 pages, 2 figures, 1 table, 22 references

Liver Fibrosis and NAS scoring from CT images using self-supervised learning and texture encoding

Ananya Jana, Hui Qu, Carlos D. Minacapelli, Carolyn Catalano, Vinod Rustgi, Dimitris Metaxas

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

Comments 5 pages, 2 figures, accepted at ISBI 2021, code at this URL: https://github.com/ananyajana/fibrosis_code

U-DuDoNet: Unpaired dual-domain network for CT metal artifact reduction

Yuanyuan Lyu, Jiajun Fu, Cheng Peng, S. Kevin Zhou

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

Comments 11 pages, 4 figures

Interpolation of CT Projections by Exploiting Their Self-Similarity and Smoothness

Davood Karimi, Rabab K. Ward

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

3D-QCNet -- A Pipeline for Automated Artifact Detection in Diffusion MRI images

Adnan Ahmad, Drew Parker, Zahra Riahi Samani, Ragini Verma

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

Universal Undersampled MRI Reconstruction

Xinwen Liu, Jing Wang, Feng Liu, S. Kevin Zhou

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

Memory-efficient Learning for High-Dimensional MRI Reconstruction

Ke Wang, Michael Kellman, Christopher M. Sandino, Kevin Zhang, Shreyas S. Vasanawala, Jonathan I. Tamir, Stella X. Yu, Michael Lustig

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

Comments 14 pages, 8 figures

SpecTr: Spectral Transformer for Hyperspectral Pathology Image Segmentation

Boxiang Yun, Yan Wang, Jieneng Chen, Huiyu Wang, Wei Shen, Qingli Li

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

Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models

Jialin Peng, Ye Wang

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

Learning unbiased group-wise registration (LUGR) and joint segmentation: evaluation on longitudinal diffusion MRI

Bo Li, Wiro J. Niessen, Stefan Klein, M. Arfan Ikram, Meike W. Vernooij, Esther E. Bron

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

Comments SPIE Medical Imaging 2021 (oral)

Classification of COVID-19 via Homology of CT-SCAN

Sohail Iqbal, H. Fareed Ahmed, Talha Qaiser, Muhammad Imran Qureshi, Nasir Rajpoot

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

Multi-Slice Fusion for Sparse-View and Limited-Angle 4D CT Reconstruction

Soumendu Majee, Thilo Balke, Craig A. J. Kemp, Gregery T. Buzzard, Charles A. Bouman

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

Comments arXiv admin note: substantial text overlap with arXiv:1906.06601

Deep learning-based COVID-19 pneumonia classification using chest CT images: model generalizability

Dan Nguyen, Fernando Kay, Jun Tan, Yulong Yan, Yee Seng Ng, Puneeth Iyengar, Ron Peshock, Steve Jiang

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

Noise Entangled GAN For Low-Dose CT Simulation

Chuang Niu, Ge Wang, Pingkun Yan, Juergen Hahn, Youfang Lai, Xun Jia, Arjun Krishna, Klaus Mueller, Andreu Badal, KyleJ. Myers, Rongping Zeng

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

Attention-gated convolutional neural networks for off-resonance correction of spiral real-time MRI

Yongwan Lim, Shrikanth S. Narayanan, Krishna S. Nayak

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

Comments 8 pages, 4 figures, 1 table

Journal ref 28th Int. Soc. Magn. Reson. Med. (ISMRM) Scientific Sessions, 2020, p.1005

Rotation-Equivariant Deep Learning for Diffusion MRI

Philip Müller, Vladimir Golkov, Valentina Tomassini, Daniel Cremers

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

Comments 24 pages, 8 figures

Deep Iteration Assisted by Multi-level Obey-pixel Network Discriminator (DIAMOND) for Medical Image Recovery

Moran Xu, Dianlin Hu, Weifei Wu, Weiwen Wu

专题命中 医学影像 ：medical image(title)；diagnosis(abstract)；分类 cs.CV、eess.IV

A Systematic Approach for MRI Brain Tumor Localization, and Segmentation using Deep Learning and Active Contouring

Shanaka Ramesh Gunasekara, H. N. T. K. Kaldera, Maheshi B. Dissanayake

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

Comments accepted for publication in Journal of Healthcare Engineering, Hindawi in 2021

Automatic Segmentation of Organs-at-Risk from Head-and-Neck CT using Separable Convolutional Neural Network with Hard-Region-Weighted Loss

Wenhui Lei, Haochen Mei, Zhengwentai Sun, Shan Ye, Ran Gu, Huan Wang, Rui Huang, Shichuan Zhang, Shaoting Zhang, Guotai Wang

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

Comments Accepted by Neurocomputing

Generalizable Cone Beam CT Esophagus Segmentation Using Physics-Based Data Augmentation

Sadegh R Alam, Tianfang Li, Pengpeng Zhang, Si-Yuan Zhang, Saad Nadeem

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

Comments Accepted to Physics in Medicine & Biology 2021

Multi-Threshold Attention U-Net (MTAU) based Model for Multimodal Brain Tumor Segmentation in MRI scans

Navchetan Awasthi, Rohit Pardasani, Swati Gupta

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

An Explainable AI System for Automated COVID-19 Assessment and Lesion Categorization from CT-scans

Matteo Pennisi, Isaak Kavasidis, Concetto Spampinato, Vincenzo Schininà, Simone Palazzo, Francesco Rundo, Massimo Cristofaro, Paolo Campioni, Elisa Pianura, Federica Di Stefano, Ada Petrone, Fabrizio Albarello, Giuseppe Ippolito, Salvatore Cuzzocrea, Sabrina Conoci

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

Are Quantitative Features of Lung Nodules Reproducible at Different CT Acquisition and Reconstruction Parameters?

Barbaros S. Erdal, Mutlu Demirer, Chiemezie C. Amadi, Gehan F. M. Ibrahim, Thomas P. O'Donnell, Rainer Grimmer, Andreas Wimmer, Kevin J. Little, Vikash Gupta, Matthew T. Bigelow, Luciano M. Prevedello, Richard D. White

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

Learning Sampling and Model-Based Signal Recovery for Compressed Sensing MRI

Iris A. M. Huijben, Bastiaan S. Veeling, Ruud J. G. van Sloun

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

Journal ref In ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

A Lightweight Structure Aimed to Utilize Spatial Correlation for Sparse-View CT Reconstruction

Yitong Liu, Ken Deng, Chang Sun, Hongwen Yang

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

Real-Time Limited-View CT Inpainting and Reconstruction with Dual Domain Based on Spatial Information

Ken Deng, Chang Sun, Yitong Liu, Hongwen Yang

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