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A Comprehensive Survey on Transfer Learning

A Comprehensive Survey on Transfer Learning

7 November 2019
Fuzhen Zhuang
Zhiyuan Qi
Keyu Duan
Dongbo Xi
Yongchun Zhu
Hengshu Zhu
Hui Xiong
Qing He
ArXivPDFHTML

Papers citing "A Comprehensive Survey on Transfer Learning"

50 / 997 papers shown
Title
ViPTT-Net: Video pretraining of spatio-temporal model for tuberculosis
  type classification from chest CT scans
ViPTT-Net: Video pretraining of spatio-temporal model for tuberculosis type classification from chest CT scans
H. Zunair
Aimon Rahman
Nabeel Mohammed
25
5
0
26 May 2021
Transparent Model of Unabridged Data (TMUD)
Transparent Model of Unabridged Data (TMUD)
Jie Xu
Min Ding
22
0
0
23 May 2021
Self-supervised Learning on Graphs: Contrastive, Generative,or
  Predictive
Self-supervised Learning on Graphs: Contrastive, Generative,or Predictive
Lirong Wu
Haitao Lin
Zhangyang Gao
Cheng Tan
Stan.Z.Li
SSL
28
241
0
16 May 2021
Learning a Universal Template for Few-shot Dataset Generalization
Learning a Universal Template for Few-shot Dataset Generalization
Eleni Triantafillou
Hugo Larochelle
R. Zemel
Vincent Dumoulin
32
92
0
14 May 2021
Data-Driven Strategies for Hierarchical Predictive Control in Unknown
  Environments
Data-Driven Strategies for Hierarchical Predictive Control in Unknown Environments
Charlott Vallon
Francesco Borrelli
6
14
0
13 May 2021
Applications of Deep Learning Techniques for Automated Multiple
  Sclerosis Detection Using Magnetic Resonance Imaging: A Review
Applications of Deep Learning Techniques for Automated Multiple Sclerosis Detection Using Magnetic Resonance Imaging: A Review
A. Shoeibi
Marjane Khodatars
M. Jafari
Parisa Moridian
Mitra Rezaei
...
Juan M Gorriz
Jónathan Heras
M. Panahiazar
S. Nahavandi
U. Acharya
32
125
0
11 May 2021
Unsupervised domain adaptation via double classifiers based on high
  confidence pseudo label
Unsupervised domain adaptation via double classifiers based on high confidence pseudo label
Hui Chen
Li Li
Jie-bin Chen
Kuo-Yi Lin
13
1
0
11 May 2021
Online Transfer Learning: Negative Transfer and Effect of Prior
  Knowledge
Online Transfer Learning: Negative Transfer and Effect of Prior Knowledge
Xuetong Wu
J. Manton
U. Aickelin
Jingge Zhu
CLL
OnRL
26
7
0
04 May 2021
Unsupervised Instance Selection with Low-Label, Supervised Learning for
  Outlier Detection
Unsupervised Instance Selection with Low-Label, Supervised Learning for Outlier Detection
Trent J. Bradberry
Christopher H. Hase
LeAnna Kent
Joel A. Góngora
19
0
0
26 Apr 2021
Automated News Summarization Using Transformers
Automated News Summarization Using Transformers
Anushka Gupta
Diksha Chugh
Anjum
R. Katarya
14
61
0
23 Apr 2021
Literature review on vulnerability detection using NLP technology
Literature review on vulnerability detection using NLP technology
Jiajie Wu
39
14
0
23 Apr 2021
SKID: Self-Supervised Learning for Knee Injury Diagnosis from MRI Data
SKID: Self-Supervised Learning for Knee Injury Diagnosis from MRI Data
Siladittya Manna
Saumik Bhattacharya
Umapada Pal
SSL
9
0
0
21 Apr 2021
A Multiple Regression-Enhanced Convolution Estimator for the Density of
  a Response Variable in the Presence of Additional Covariate Information
A Multiple Regression-Enhanced Convolution Estimator for the Density of a Response Variable in the Presence of Additional Covariate Information
Brian D. Fitzpatrick
J. Loughman
D. Flitcroft
8
0
0
16 Apr 2021
The Role of Cross-Silo Federated Learning in Facilitating Data Sharing
  in the Agri-Food Sector
The Role of Cross-Silo Federated Learning in Facilitating Data Sharing in the Agri-Food Sector
A. Durrant
Milan Markovic
David Matthews
David May
J. Enright
Georgios Leontidis
FedML
24
68
0
14 Apr 2021
Escaping the Big Data Paradigm with Compact Transformers
Escaping the Big Data Paradigm with Compact Transformers
Ali Hassani
Steven Walton
Nikhil Shah
Abulikemu Abuduweili
Jiachen Li
Humphrey Shi
56
462
0
12 Apr 2021
Which Neural Network to Choose for Post-Fault Localization, Dynamic
  State Estimation and Optimal Measurement Placement in Power Systems?
Which Neural Network to Choose for Post-Fault Localization, Dynamic State Estimation and Optimal Measurement Placement in Power Systems?
A. Afonin
Michael Chertkov
17
3
0
07 Apr 2021
DINE: Domain Adaptation from Single and Multiple Black-box Predictors
DINE: Domain Adaptation from Single and Multiple Black-box Predictors
Jian Liang
Dapeng Hu
Jiashi Feng
Ran He
23
77
0
04 Apr 2021
Real-time Data Infrastructure at Uber
Real-time Data Infrastructure at Uber
Yupeng Fu
Chinmay Soman
15
1
0
31 Mar 2021
Low-Fidelity End-to-End Video Encoder Pre-training for Temporal Action
  Localization
Low-Fidelity End-to-End Video Encoder Pre-training for Temporal Action Localization
Mengmeng Xu
Juan-Manuel Perez-Rua
Xiatian Zhu
Guohao Li
Brais Martinez
15
27
0
28 Mar 2021
A first step towards automated species recognition from camera trap
  images of mammals using AI in a European temperate forest
A first step towards automated species recognition from camera trap images of mammals using AI in a European temperate forest
M. Choinski
M. Rogowski
Piotr Tynecki
D. Kuijper
M. Churski
J. Bubnicki
19
22
0
19 Mar 2021
Multi-task learning for virtual flow metering
Multi-task learning for virtual flow metering
Anders T. Sandnes
B. Grimstad
O. Kolbjørnsen
11
13
0
15 Mar 2021
Mining Program Properties From Neural Networks Trained on Source Code
  Embeddings
Mining Program Properties From Neural Networks Trained on Source Code Embeddings
Martina Saletta
C. Ferretti
15
1
0
09 Mar 2021
Data Augmentation for Object Detection via Differentiable Neural
  Rendering
Data Augmentation for Object Detection via Differentiable Neural Rendering
G. Ning
Guang Chen
Chaowei Tan
Si Luo
Liefeng Bo
Heng Huang
31
6
0
04 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization
Generalizing to Unseen Domains: A Survey on Domain Generalization
Jindong Wang
Cuiling Lan
Chang-Shu Liu
Yidong Ouyang
Tao Qin
Wang Lu
Yiqiang Chen
Wenjun Zeng
Philip S. Yu
OOD
54
1,170
0
02 Mar 2021
Perspectives on individual animal identification from biology and
  computer vision
Perspectives on individual animal identification from biology and computer vision
Maxime Vidal
Nathan Wolf
B. Rosenberg
B. Harris
Alexander Mathis
36
63
0
28 Feb 2021
A Survey on Deep Semi-supervised Learning
A Survey on Deep Semi-supervised Learning
Xiangli Yang
Zixing Song
Irwin King
Zenglin Xu
27
566
0
28 Feb 2021
Incorporating Domain Knowledge into Deep Neural Networks
Incorporating Domain Knowledge into Deep Neural Networks
T. Dash
Sharad Chitlangia
Aditya Ahuja
A. Srinivasan
AI4CE
19
10
0
27 Feb 2021
A Theory of Label Propagation for Subpopulation Shift
A Theory of Label Propagation for Subpopulation Shift
Tianle Cai
Ruiqi Gao
J. Lee
Qi Lei
16
49
0
22 Feb 2021
Domain Adaptation for Medical Image Analysis: A Survey
Domain Adaptation for Medical Image Analysis: A Survey
Hao Guan
Mingxia Liu
OOD
42
529
0
18 Feb 2021
Deep Learning Based Walking Tasks Classification in Older Adults using
  fNIRS
Deep Learning Based Walking Tasks Classification in Older Adults using fNIRS
Dongning Ma
M. Izzetoglu
R. Holtzer
Xun Jiao
14
5
0
08 Feb 2021
Transfer Learning in Magnetic Resonance Brain Imaging: a Systematic
  Review
Transfer Learning in Magnetic Resonance Brain Imaging: a Systematic Review
Juan Miguel Valverde
Vandad Imani
A. Abdollahzadeh
Riccardo De Feo
M. Prakash
Robert Ciszek
Jussi Tohka
OOD
12
92
0
02 Feb 2021
Diminishing Domain Bias by Leveraging Domain Labels in Object Detection
  on UAVs
Diminishing Domain Bias by Leveraging Domain Labels in Object Detection on UAVs
Benjamin Kiefer
Martin Messmer
A. Zell
24
9
0
29 Jan 2021
Combat Data Shift in Few-shot Learning with Knowledge Graph
Combat Data Shift in Few-shot Learning with Knowledge Graph
Yongchun Zhu
Fuzhen Zhuang
Xiangliang Zhang
Zhiyuan Qi
Zhiping Shi
Juan Cao
Qing He
OOD
13
4
0
27 Jan 2021
A Review on Deep Learning in UAV Remote Sensing
A Review on Deep Learning in UAV Remote Sensing
L. Osco
J. M. Junior
A. P. Ramos
L. Jorge
S. Fatholahi
J. Silva
E. Matsubara
H. Pistori
W. Gonçalves
Jonathan Li
AI4Cl
39
341
0
22 Jan 2021
Traffic Flow Estimation using LTE Radio Frequency Counters and Machine
  Learning
Traffic Flow Estimation using LTE Radio Frequency Counters and Machine Learning
Forough Yaghoubi
Armin Catovic
A. Gusmao
Jan Pieczkowski
P. Boros
16
5
0
22 Jan 2021
Task-driven Self-supervised Bi-channel Networks for Diagnosis of Breast
  Cancers with Mammography
Task-driven Self-supervised Bi-channel Networks for Diagnosis of Breast Cancers with Mammography
Ronglin Gong
Jun Wang
Jun Shi
23
0
0
15 Jan 2021
Understanding the Effect of Out-of-distribution Examples and Interactive
  Explanations on Human-AI Decision Making
Understanding the Effect of Out-of-distribution Examples and Interactive Explanations on Human-AI Decision Making
Han Liu
Vivian Lai
Chenhao Tan
27
116
0
13 Jan 2021
Adversarial Sample Enhanced Domain Adaptation: A Case Study on
  Predictive Modeling with Electronic Health Records
Adversarial Sample Enhanced Domain Adaptation: A Case Study on Predictive Modeling with Electronic Health Records
Yiqin Yu
Pin-Yu Chen
Yuan Zhou
Jing Mei
OOD
13
1
0
13 Jan 2021
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with
  Reliable Transfer for Cardiac Segmentation
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation
Kang Li
Shujun Wang
Lequan Yu
Pheng-Ann Heng
62
28
0
07 Jan 2021
AILearn: An Adaptive Incremental Learning Model for Spoof Fingerprint
  Detection
AILearn: An Adaptive Incremental Learning Model for Spoof Fingerprint Detection
Shivang Agarwal
A. Rattani
C. R. Chowdary
CLL
11
11
0
29 Dec 2020
Hypothesis Disparity Regularized Mutual Information Maximization
Hypothesis Disparity Regularized Mutual Information Maximization
Qicheng Lao
Xiang Jiang
Mohammad Havaei
33
24
0
15 Dec 2020
Knowledge Capture and Replay for Continual Learning
Knowledge Capture and Replay for Continual Learning
Saisubramaniam Gopalakrishnan
Pranshu Ranjan Singh
Haytham M. Fayek
Savitha Ramasamy
Arulmurugan Ambikapathi
CLL
27
18
0
12 Dec 2020
GDA-HIN: A Generalized Domain Adaptive Model across Heterogeneous
  Information Networks
GDA-HIN: A Generalized Domain Adaptive Model across Heterogeneous Information Networks
Tiancheng Huang
Ke Xu
Donglin Wang
14
3
0
10 Dec 2020
Deep Transfer Learning for Industrial Automation: A Review and
  Discussion of New Techniques for Data-Driven Machine Learning
Deep Transfer Learning for Industrial Automation: A Review and Discussion of New Techniques for Data-Driven Machine Learning
Benjamin Maschler
M. Weyrich
21
76
0
06 Dec 2020
Rethinking supervised learning: insights from biological learning and
  from calling it by its name
Rethinking supervised learning: insights from biological learning and from calling it by its name
Alex Hernandez-Garcia
SSL
19
0
0
04 Dec 2020
Transfer Learning as an Enabler of the Intelligent Digital Twin
Transfer Learning as an Enabler of the Intelligent Digital Twin
Benjamin Maschler
Dominik I. Braun
N. Jazdi
M. Weyrich
AI4CE
24
39
0
03 Dec 2020
Cross-Descriptor Visual Localization and Mapping
Cross-Descriptor Visual Localization and Mapping
Mihai Dusmanu
O. Mikšík
Johannes L. Schonberger
Marc Pollefeys
12
26
0
02 Dec 2020
Multiclass non-Adversarial Image Synthesis, with Application to
  Classification from Very Small Sample
Multiclass non-Adversarial Image Synthesis, with Application to Classification from Very Small Sample
Itamar Winter
D. Weinshall
GAN
22
0
0
25 Nov 2020
DeepShadows: Separating Low Surface Brightness Galaxies from Artifacts
  using Deep Learning
DeepShadows: Separating Low Surface Brightness Galaxies from Artifacts using Deep Learning
Dimitrios Tanoglidis
A. Ćiprijanović
A. Drlica-Wagner
18
15
0
24 Nov 2020
SimTreeLS: Simulating aerial and terrestrial laser scans of trees
SimTreeLS: Simulating aerial and terrestrial laser scans of trees
F. Westling
M. Bryson
J. Underwood
3DPC
10
8
0
24 Nov 2020
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