Representation Transfer

Representation Transfer is a machine learning paradigm in which knowledge in the form of feature representations, acquired from a source task or domain, is adapted and applied to improve performance in a target task or domain, thereby enabling more efficient and effective learning when data or annotations are limited.

268

Publications

31.2K

Citations

876

Authors

294

Institutions

Publications per year

2017–2026

203

Parents

Transfer Learning

Publications

268

How transferable are features in deep neural networks?

Jason Yosinski, Jeff Clune, Yoshua Bengio et al. · arXiv (Cornell University) · 2014 · 3.5K citations · Full text

Computing, Computer Science, Computer Vision +16

Learning and Transferring Mid-level Image Representations Using Convolutional Neural Networks

Maxime Oquab, Léon Bottou, Ivan Laptev et al. · 2014 · 3.2K citations

Computing, Computer Science, Computer Vision +15

A Gift from Knowledge Distillation: Fast Optimization, Network Minimization and Transfer Learning

Junho Yim, Donggyu Joo, Ji‐Hoon Bae et al. · 2017 · 1.6K citations

Computing, Computer Science, Knowledge Representation +14

Paying More Attention to Attention: Improving the Performance of Convolutional Neural Networks via Attention Transfer

Sergey Zagoruyko, Nikos Komodakis · arXiv (Cornell University) · 2016 · 1.6K citations · Full text

Computing, Computer Science, Educational Technology +16

Do Better ImageNet Models Transfer Better?

Simon Kornblith, Jonathon Shlens, Quoc V. Le · 2019 · 1.3K citations

Computing, Computer Science, Computer Vision +16

1–5 of 268

Authors

876

ML
Mingsheng Long
Tsinghua University, China
7 publications · 1.2K citations
7
h-index
JW
Jianmin Wang
Tsinghua University, China
7 publications · 1.2K citations
7
h-index
MI
Michael I. Jordan
University of California, Berkeley, United States
5 publications · 728 citations
5
h-index
CZ
Chiyuan Zhang
Columbia University, United States
5 publications · 1.1K citations
5
h-index
QY
Qiang Yang
Hong Kong University of Science and Technology, Hong Kong SAR China
5 publications · 1.1K citations
5
h-index

1–5 of 876

Institutions

294

1–8 of 294

Venues

arXiv (Cornell University)
Repository · 64 publications · 8.5K citations
29
h-index
Neural Information Processing Systems
Conference · 6 publications · 547 citations
6
h-index
Journal of Experimental Psychology Learning Memory and Cognition
5 publications · 463 citations
5
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 5 publications · 762 citations
5
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 5 publications · 560 citations
5
h-index

1–5