Limited Training Samples | List of Frontiers open access articles

Brief Research Report

Published on 30 Jun 2022

Sparse Gaussian Process Regression for Landslide Displacement Time-Series Forecasting

in Geohazards and Georisks

Weiqi Yang
Yuran Feng
Jian Wan
Lingling Wang

Frontiers in Earth Science

doi 10.3389/feart.2022.944301

1,780 views
10 citations

Original Research

Published on 30 May 2023

Multi-level semantic information guided image generation for few-shot steel surface defect classification

in Radiation Detectors and Imaging

Liang Hao
Pei Shen
Zhiwei Pan
Yong Xu

Frontiers in Physics

doi 10.3389/fphy.2023.1208781

3,444 views
6 citations

Original Research

Published on 11 Apr 2023

A novel transfer learning framework for sorghum biomass prediction using UAV-based remote sensing data and genetic markers

in Technical Advances in Plant Science

Taojun Wang
Melba M. Crawford
Mitchell R. Tuinstra

Frontiers in Plant Science

doi 10.3389/fpls.2023.1138479

5,137 views
17 citations

Original Research

Published on 27 Mar 2025

Heterogeneous transfer learning model for improving the classification performance of fNIRS signals in motor imagery among cross-subject stroke patients

in Brain-Computer Interfaces

Jin Feng
YunDe Li
ZiJun Huang
Yehang Chen
SenLiang Lu
RongLiang Hu
QingHui Hu
YuYao Chen
XiMiao Wang
Yong Fan

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1555690

3,279 views
1 citation

Brief Research Report

Published on 07 Feb 2024

A multi-center distributed learning approach for Parkinson's disease classification using the traveling model paradigm

in Machine Learning and Artificial Intelligence

Raissa Souza
Emma A. M. Stanley
Milton Camacho
Richard Camicioli
Oury Monchi
Zahinoor Ismail
Matthias Wilms
Nils D. Forkert

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1301997

3,008 views
12 citations

Original Research

Published on 29 Oct 2020

A Deep Learning Model to Predict the Response to Neoadjuvant Chemoradiotherapy by the Pretreatment Apparent Diffusion Coefficient Images of Locally Advanced Rectal Cancer

in Cancer Imaging and Image-directed Interventions

Hai-Tao Zhu
Xiao-Yan Zhang
Yan-Jie Shi
Xiao-Ting Li
Ying-Shi Sun

Frontiers in Oncology

doi 10.3389/fonc.2020.574337

4,587 views
20 citations

Articles

Sparse Gaussian Process Regression for Landslide Displacement Time-Series Forecasting

Multi-level semantic information guided image generation for few-shot steel surface defect classification

A novel transfer learning framework for sorghum biomass prediction using UAV-based remote sensing data and genetic markers

Heterogeneous transfer learning model for improving the classification performance of fNIRS signals in motor imagery among cross-subject stroke patients

A multi-center distributed learning approach for Parkinson's disease classification using the traveling model paradigm

A Deep Learning Model to Predict the Response to Neoadjuvant Chemoradiotherapy by the Pretreatment Apparent Diffusion Coefficient Images of Locally Advanced Rectal Cancer