医学 AI - arXivDaily 专题

2208.01230 2023-01-11 cs.LG cs.AI cs.CY 57%

A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models

Chao Yan, Yao Yan, Zhiyu Wan, Ziqi Zhang, Larsson Omberg, Justin Guinney, Sean D. Mooney, Bradley A. Malin

专题命中医学数据与评测：biomedical(abstract)；分类 cs.LG

2201.01409 2023-01-11 cs.LG 57%

Towards Understanding Quality Challenges of the Federated Learning for Neural Networks: A First Look from the Lens of Robustness

Amin Eslami Abyane, Derui Zhu, Roberto Souza, Lei Ma, Hadi Hemmati

专题命中医学数据与评测：medical image(abstract)；分类 cs.LG

Comments Accepted by the EMSE journal

2107.02504 2023-01-09 cs.CV 57%

Memory-aware curriculum federated learning for breast cancer classification

Amelia Jiménez-Sánchez, Mickael Tardy, Miguel A. González Ballester, Diana Mateus, Gemma Piella

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV

Comments Computer Methods and Programs in Biomedicine

2212.12478 2022-12-26 cs.CV cs.AI cs.NE 57%

Image Classification with Small Datasets: Overview and Benchmark

L. Brigato, B. Barz, L. Iocchi, J. Denzler

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV

Comments arXiv admin note: text overlap with arXiv:2108.13122

2212.10688 2022-12-22 cs.CV cs.DB 57%

Local Differential Privacy Image Generation Using Flow-based Deep Generative Models

Hisaichi Shibata, Shouhei Hanaoka, Yang Cao, Masatoshi Yoshikawa, Tomomi Takenaga, Yukihiro Nomura, Naoto Hayashi, Osamu Abe

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV

2212.09032 2022-12-20 cs.LG cs.DB 57%

AutoSlicer: Scalable Automated Data Slicing for ML Model Analysis

Zifan Liu, Evan Rosen, Paul Suganthan G. C

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG

Comments 11 pages, 5 figures, NeurIPS 2022 Workshop on Challenges in Deploying and Monitoring Machine Learning Systems

2211.01631 2022-12-13 cs.CV 57%

$\mathcal{X}$-Metric: An N-Dimensional Information-Theoretic Framework for Groupwise Registration and Deep Combined Computing

Xinzhe Luo, Xiahai Zhuang

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV

2211.15200 2022-11-29 cs.CV cs.AI 57%

Angular triangle distance for ordinal metric learning

Imam Mustafa Kamal, Hyerim Bae

专题命中医学数据与评测：biomedical(abstract)；分类 cs.CV

2211.15197 2022-11-29 cs.CV 57%

Metric Learning as a Service with Covariance Embedding

Imam Mustafa Kamal, Hyerim Bae, Ling Liu

专题命中医学数据与评测：biomedical(abstract)；分类 cs.CV

2211.13542 2022-11-28 cs.CR cs.LG 57%

A Privacy-Preserving Outsourced Data Model in Cloud Environment

Rishabh Gupta, Ashutosh Kumar Singh

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG

2204.13591 2022-11-28 cs.LG cs.AI 57%

Continual Learning for Peer-to-Peer Federated Learning: A Study on Automated Brain Metastasis Identification

Yixing Huang, Christoph Bert, Stefan Fischer, Manuel Schmidt, Arnd Dörfler, Andreas Maier, Rainer Fietkau, Florian Putz

专题命中医学数据与评测：MRI(abstract)；分类 cs.LG

2211.11687 2022-11-22 cs.CV 57%

Unsupervised Echocardiography Registration through Patch-based MLPs and Transformers

Zihao Wang, Yingyu Yang, Maxime Sermesant, Herve Delingette

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV

2211.06034 2022-11-14 cs.LG cs.AI 57%

Does Deep Learning REALLY Outperform Non-deep Machine Learning for Clinical Prediction on Physiological Time Series?

Ke Liao, Wei Wang, Armagan Elibol, Lingzhong Meng, Xu Zhao, Nak Young Chong

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG

2211.01645 2022-11-07 stat.ML cs.CR cs.LG stat.ME 57%

Towards federated multivariate statistical process control (FedMSPC)

Du Nguyen Duy, David Gabauer, Ramin Nikzad-Langerodi

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG

2210.09290 2022-10-18 cs.CV 57%

Automated Identification of Tree Species by Bark Texture Classification Using Convolutional Neural Networks

Sahil Faizal

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV

Comments 11 Pages, 10 Figures and 2 Tables

Journal ref 2022

2210.03419 2022-10-11 cs.CL cs.IR cs.LG 57%

Event Extraction: A Survey

Viet Dac Lai

专题命中医学数据与评测：biomedical(abstract)；分类 cs.LG

Comments 20 pages

2210.00912 2022-10-04 cs.CV 57%

Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer

Junming Chen, Meirui Jiang, Qi Dou, Qifeng Chen

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV

Comments Accepted by WACV 2023

2207.01059 2022-09-26 cs.LG cs.AI cs.HC 57%

Identifying the Context Shift between Test Benchmarks and Production Data

Matthew Groh

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG

2209.07118 2022-09-16 cs.CL cs.CV 57%

Align, Reason and Learn: Enhancing Medical Vision-and-Language Pre-training with Knowledge

Zhihong Chen, Guanbin Li, Xiang Wan

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV

Comments Natural Language Processing. 10 pages, 3 figures

2209.07098 2022-09-16 cs.CV cs.CL 57%

Multi-Modal Masked Autoencoders for Medical Vision-and-Language Pre-Training

Zhihong Chen, Yuhao Du, Jinpeng Hu, Yang Liu, Guanbin Li, Xiang Wan, Tsung-Hui Chang

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV

Comments Natural Language Processing. 11 pages, 3 figures

2209.01988 2022-09-07 cs.CV 57%

A Benchmark for Weakly Semi-Supervised Abnormality Localization in Chest X-Rays

Haoqin Ji, Haozhe Liu, Yuexiang Li, Jinheng Xie, Nanjun He, Yawen Huang, Dong Wei, Xinrong Chen, Linlin Shen, Yefeng Zheng

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV

Comments Accepted by MICCAI-2022

2207.03414 2022-09-07 cs.CV 57%

Domain Knowledge Driven 3D Dose Prediction Using Moment-Based Loss Function

Gourav Jhanwar, Navdeep Dahiya, Parmida Ghahremani, Masoud Zarepisheh, Saad Nadeem

专题命中医学数据与评测：CT(abstract)；分类 cs.CV

Comments Physics in Medicine & Biology 2022. **First two authors contributed equally. Last two authors are co-senior authors. arXiv admin note: substantial text overlap with arXiv:2106.03705

2208.08848 2022-08-19 cs.CV 57%

A Two-stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction

Manli Zhu, Qianhui Men, Edmond S. L. Ho, Howard Leung, Hubert P. H. Shum

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV

Comments Journal of Medical Systems

2205.10088 2022-08-19 cs.CL cs.LG stat.ML 57%

Semi-self-supervised Automated ICD Coding

Hlynur D. Hlynsson, Steindór Ellertsson, Jón F. Daðason, Emil L. Sigurdsson, Hrafn Loftsson

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG

Comments Re-upload comment: added a baseline comparison as well as an analysis of the features

2208.04028 2022-08-09 cs.CV 57%

Deep Computational Model for the Inference of Ventricular Activation Properties

Lei Li, Julia Camps, Abhirup Banerjee, Marcel Beetz, Blanca Rodriguez, Vicente Grau

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV

2205.02652 2022-08-09 cs.LG cs.CR 57%

Can collaborative learning be private, robust and scalable?

Dmitrii Usynin, Helena Klause, Johannes C. Paetzold, Daniel Rueckert, Georgios Kaissis

专题命中医学数据与评测：medical image(abstract)；分类 cs.LG

Comments Accepted at MICCAI DeCaF 2022

2204.05737 2022-07-01 cs.CV 57%

LifeLonger: A Benchmark for Continual Disease Classification

Mohammad Mahdi Derakhshani, Ivona Najdenkoska, Tom van Sonsbeek, Xiantong Zhen, Dwarikanath Mahapatra, Marcel Worring, Cees G. M. Snoek

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV

2206.13676 2022-06-29 cs.LG 57%

TTS-CGAN: A Transformer Time-Series Conditional GAN for Biosignal Data Augmentation

Xiaomin Li, Anne Hee Hiong Ngu, Vangelis Metsis

专题命中医学数据与评测：biomedical(abstract)；分类 cs.LG

Comments under review

2102.02849 2022-06-28 cs.LG 57%

Semi-Synchronous Federated Learning for Energy-Efficient Training and Accelerated Convergence in Cross-Silo Settings

Dimitris Stripelis, Jose Luis Ambite

专题命中医学数据与评测：biomedical(abstract)；分类 cs.LG

Comments 30 pages, 12 figures

2206.11045 2022-06-23 eess.AS cs.LG cs.SD 57%

COVYT: Introducing the Coronavirus YouTube and TikTok speech dataset featuring the same speakers with and without infection

Andreas Triantafyllopoulos, Anastasia Semertzidou, Meishu Song, Florian B. Pokorny, Björn W. Schuller

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG

1. 医学数据与评测 2136 篇

A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models

Towards Understanding Quality Challenges of the Federated Learning for Neural Networks: A First Look from the Lens of Robustness

Memory-aware curriculum federated learning for breast cancer classification

Image Classification with Small Datasets: Overview and Benchmark

Local Differential Privacy Image Generation Using Flow-based Deep Generative Models

AutoSlicer: Scalable Automated Data Slicing for ML Model Analysis

$\mathcal{X}$-Metric: An N-Dimensional Information-Theoretic Framework for Groupwise Registration and Deep Combined Computing

Angular triangle distance for ordinal metric learning

Metric Learning as a Service with Covariance Embedding

A Privacy-Preserving Outsourced Data Model in Cloud Environment

Continual Learning for Peer-to-Peer Federated Learning: A Study on Automated Brain Metastasis Identification

Unsupervised Echocardiography Registration through Patch-based MLPs and Transformers

Does Deep Learning REALLY Outperform Non-deep Machine Learning for Clinical Prediction on Physiological Time Series?

Towards federated multivariate statistical process control (FedMSPC)

Automated Identification of Tree Species by Bark Texture Classification Using Convolutional Neural Networks

Event Extraction: A Survey

Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer

Identifying the Context Shift between Test Benchmarks and Production Data

Align, Reason and Learn: Enhancing Medical Vision-and-Language Pre-training with Knowledge

Multi-Modal Masked Autoencoders for Medical Vision-and-Language Pre-Training

A Benchmark for Weakly Semi-Supervised Abnormality Localization in Chest X-Rays

Domain Knowledge Driven 3D Dose Prediction Using Moment-Based Loss Function

A Two-stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction

Semi-self-supervised Automated ICD Coding

Deep Computational Model for the Inference of Ventricular Activation Properties

Can collaborative learning be private, robust and scalable?

LifeLonger: A Benchmark for Continual Disease Classification

TTS-CGAN: A Transformer Time-Series Conditional GAN for Biosignal Data Augmentation

Semi-Synchronous Federated Learning for Energy-Efficient Training and Accelerated Convergence in Cross-Silo Settings

COVYT: Introducing the Coronavirus YouTube and TikTok speech dataset featuring the same speakers with and without infection