医学 AI - arXivDaily 专题

2211.00611 2023-01-18 cs.CV 83%

MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model

Junde Wu, Rao Fu, Huihui Fang, Yu Zhang, Yehui Yang, Haoyi Xiong, Huiying Liu, Yanwu Xu

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

Comments Code is released at: https://github.com/WuJunde/MedSegDiff

2205.13199 2023-01-11 cs.CV 83%

Decoupled Pyramid Correlation Network for Liver Tumor Segmentation from CT images

Yao Zhang, Jiawei Yang, Yang Liu, Jiang Tian, Siyun Wang, Cheng Zhong, Zhongchao Shi, Yang Zhang, Zhiqiang He

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

Comments 29 pages, 7 figures, 5 tables

2301.01437 2023-01-05 eess.IV cs.DC 83%

Noise Reduction in Medical Images

Sussana M. Florez-Aroni, Mijail A. Hancco-Condori, Fred Torres-Cruz

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

2212.08127 2022-12-19 eess.IV 83%

Prediction of Model Generalizability for Unseen Data: Methodology and Case Study in Brain Metastases Detection in T1-Weighted Contrast-Enhanced 3D MRI

Engin Dikici, Xuan Nguyen, Noah Takacs, Luciano M. Prevedello

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

2212.02675 2022-12-07 cs.CV 83%

Attend Who is Weak: Pruning-assisted Medical Image Localization under Sophisticated and Implicit Imbalances

Ajay Jaiswal, Tianlong Chen, Justin F. Rousseau, Yifan Peng, Ying Ding, Zhangyang Wang

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

Comments Accepted in WACV 2023

2211.15924 2022-11-30 cs.CV 83%

Weakly Supervised Learning Significantly Reduces the Number of Labels Required for Intracranial Hemorrhage Detection on Head CT

Jacopo Teneggi, Paul H. Yi, Jeremias Sulam

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

2211.14500 2022-11-29 cs.NE cs.AI cs.LG 83%

Deep neuroevolution to predict primary brain tumor grade from functional MRI adjacency matrices

Joseph Stember, Mehrnaz Jenabi, Luca Pasquini, Kyung Peck, Andrei Holodny, Hrithwik Shalu

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

2211.12081 2022-11-23 cs.CV 83%

CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation

Ran Gu, Guotai Wang, Jiangshan Lu, Jingyang Zhang, Wenhui Lei, Yinan Chen, Wenjun Liao, Shichuan Zhang, Kang Li, Dimitris N. Metaxas, Shaoting Zhang

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

Comments 14 pages, 8 figures

2211.11380 2022-11-22 cs.CV cs.AI 83%

Self adaptive global-local feature enhancement for radiology report generation

Yuhao Wang, Kai Wang, Xiaohong Liu, Tianrun Gao, Jingyue Zhang, Guangyu Wang

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

2211.08643 2022-11-17 cs.CV 83%

Keep Your Friends Close & Enemies Farther: Debiasing Contrastive Learning with Spatial Priors in 3D Radiology Images

Yejia Zhang, Nishchal Sapkota, Pengfei Gu, Yaopeng Peng, Hao Zheng, Danny Z. Chen

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

Comments Accepted to 2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM'22)

2211.08557 2022-11-17 cs.CV 83%

Unsupervised Feature Clustering Improves Contrastive Representation Learning for Medical Image Segmentation

Yejia Zhang, Xinrong Hu, Nishchal Sapkota, Yiyu Shi, Danny Z. Chen

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

Comments Accepted to 2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM'22) proceedings

2204.02490 2022-10-20 physics.med-ph eess.SP 83%

Motion Correction via Locally Linear Embedding for Helical Photon-counting CT

Mengzhou Li, Chiara Lowe, Anthony Butler, Phil Butler, Ge Wang

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

2210.02523 2022-10-17 cs.CV cs.AI 83%

Dual-Domain Cross-Iteration Squeeze-Excitation Network for Sparse Reconstruction of Brain MRI

Xiongchao Chen, Yoshihisa Shinagawa, Zhigang Peng, Gerardo Hermosillo Valadez

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

Comments 4 pages, 5 figures, 2 tables

2210.03416 2022-10-10 cs.CV 83%

Detailed Annotations of Chest X-Rays via CT Projection for Report Understanding

Constantin Seibold, Simon Reiß, Saquib Sarfraz, Matthias A. Fink, Victoria Mayer, Jan Sellner, Moon Sung Kim, Klaus H. Maier-Hein, Jens Kleesiek, Rainer Stiefelhagen

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

Comments 33rd British Machine Vision Conference (BMVC 2022)

2210.02401 2022-10-06 cs.CV cs.AI 83%

Medical Image Retrieval via Nearest Neighbor Search on Pre-trained Image Features

Deepak Gupta, Russell Loane, Soumya Gayen, Dina Demner-Fushman

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

2210.01467 2022-10-05 eess.IV 83%

An Anatomy-aware Framework for Automatic Segmentation of Parotid Tumor from Multimodal MRI

Yifan Gao, Yin Dai, Fayu Liu, Weibing Chen, Lifu Shi

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

Comments under review

2209.13844 2022-10-04 cs.CV 83%

Deeply Supervised Layer Selective Attention Network: Towards Label-Efficient Learning for Medical Image Classification

Peng Jiang, Juan Liu, Lang Wang, Zhihui Ynag, Hongyu Dong, Jing Feng

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

2206.10531 2022-10-03 cs.CV cs.AI 83%

Neural Transformers for Intraductal Papillary Mucosal Neoplasms (IPMN) Classification in MRI images

Federica Proietto Salanitri, Giovanni Bellitto, Simone Palazzo, Ismail Irmakci, Michael B. Wallace, Candice W. Bolan, Megan Engels, Sanne Hoogenboom, Marco Aldinucci, Ulas Bagci, Daniela Giordano, Concetto Spampinato

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

2209.14434 2022-09-30 cs.CV cs.AI 83%

Efficient Medical Image Assessment via Self-supervised Learning

Chun-Yin Huang, Qi Lei, Xiaoxiao Li

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

2209.13983 2022-09-29 cs.CV cs.AI 83%

Medical Image Captioning via Generative Pretrained Transformers

Alexander Selivanov, Oleg Y. Rogov, Daniil Chesakov, Artem Shelmanov, Irina Fedulova, Dmitry V. Dylov

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

Comments 13 pages, 3 figures, The work was completed in 2021

2110.06411 2022-09-28 eess.IV 83%

A Teacher-Student Framework with Fourier Augmentation for COVID-19 Infection Segmentation in CT Images

Han Chen, Yifan Jiang, Hanseok Ko, Murray Loew

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

2206.02288 2022-09-27 cs.CV 83%

ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training

Xiaofeng Liu, Fangxu Xing, Nadya Shusharina, Ruth Lim, C-C Jay Kuo, Georges El Fakhri, Jonghye Woo

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

Comments MICCAI 2022 (early accept)

2209.08887 2022-09-20 cs.CV 83%

Attentive Symmetric Autoencoder for Brain MRI Segmentation

Junjia Huang, Haofeng Li, Guanbin Li, Xiang Wan

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

Comments MICCAI 2022, code:https://github.com/lhaof/ASA

2209.04375 2022-09-12 physics.med-ph eess.IV 83%

Unsupervised segmentation of biomedical hyperspectral image data: tackling high dimensionality with convolutional autoencoders

Ciaran Bench, Jayakrupakar Nallala, Chun-Chin Wang, Hannah Sheridan, Nicholas Stone

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

2209.00123 2022-09-02 cs.CV 83%

Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI

Hritam Basak, Sagnik Ghosal, Ram Sarkar

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

Comments Paper accepted at MICCAI 2022

2204.07923 2022-08-22 eess.IV cs.CV cs.LG eess.SP physics.med-ph 83%

Accelerated MRI With Deep Linear Convolutional Transform Learning

Hongyi Gu, Burhaneddin Yaman, Steen Moeller, Il Yong Chun, Mehmet Akçakaya

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

2202.12165 2022-08-22 cs.CV 83%

Transformers in Medical Image Analysis: A Review

Kelei He, Chen Gan, Zhuoyuan Li, Islem Rekik, Zihao Yin, Wen Ji, Yang Gao, Qian Wang, Junfeng Zhang, Dinggang Shen

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

2208.02642 2022-08-16 cs.CV cs.AI 83%

ACSGRegNet: A Deep Learning-based Framework for Unsupervised Joint Affine and Diffeomorphic Registration of Lumbar Spine CT via Cross- and Self-Attention Fusion

Xiaoru Gao, GuoYan Zheng

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

Comments 10 Pages, 5 figures

2203.05683 2022-07-22 cs.CV 83%

Deep Multimodal Guidance for Medical Image Classification

Mayur Mallya, Ghassan Hamarneh

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

2011.08894 2022-07-22 cs.CV 83%

Contrastive Registration for Unsupervised Medical Image Segmentation

Lihao Liu, Angelica I Aviles-Rivero, Carola-Bibiane Schönlieb

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

Comments 12 pages, 8 figures, 4 tables

1. 医学影像 22633 篇

MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model

Decoupled Pyramid Correlation Network for Liver Tumor Segmentation from CT images

Noise Reduction in Medical Images

Prediction of Model Generalizability for Unseen Data: Methodology and Case Study in Brain Metastases Detection in T1-Weighted Contrast-Enhanced 3D MRI

Attend Who is Weak: Pruning-assisted Medical Image Localization under Sophisticated and Implicit Imbalances

Weakly Supervised Learning Significantly Reduces the Number of Labels Required for Intracranial Hemorrhage Detection on Head CT

Deep neuroevolution to predict primary brain tumor grade from functional MRI adjacency matrices

CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation

Self adaptive global-local feature enhancement for radiology report generation

Keep Your Friends Close & Enemies Farther: Debiasing Contrastive Learning with Spatial Priors in 3D Radiology Images

Unsupervised Feature Clustering Improves Contrastive Representation Learning for Medical Image Segmentation

Motion Correction via Locally Linear Embedding for Helical Photon-counting CT

Dual-Domain Cross-Iteration Squeeze-Excitation Network for Sparse Reconstruction of Brain MRI

Detailed Annotations of Chest X-Rays via CT Projection for Report Understanding

Medical Image Retrieval via Nearest Neighbor Search on Pre-trained Image Features

An Anatomy-aware Framework for Automatic Segmentation of Parotid Tumor from Multimodal MRI

Deeply Supervised Layer Selective Attention Network: Towards Label-Efficient Learning for Medical Image Classification

Neural Transformers for Intraductal Papillary Mucosal Neoplasms (IPMN) Classification in MRI images

Efficient Medical Image Assessment via Self-supervised Learning

Medical Image Captioning via Generative Pretrained Transformers

A Teacher-Student Framework with Fourier Augmentation for COVID-19 Infection Segmentation in CT Images

ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training

Attentive Symmetric Autoencoder for Brain MRI Segmentation

Unsupervised segmentation of biomedical hyperspectral image data: tackling high dimensionality with convolutional autoencoders

Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI

Accelerated MRI With Deep Linear Convolutional Transform Learning

Transformers in Medical Image Analysis: A Review

ACSGRegNet: A Deep Learning-based Framework for Unsupervised Joint Affine and Diffeomorphic Registration of Lumbar Spine CT via Cross- and Self-Attention Fusion

Deep Multimodal Guidance for Medical Image Classification

Contrastive Registration for Unsupervised Medical Image Segmentation