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Domain Adaptation and Few-Shot Learning

TopicLeading institutions, researchers & key papers

Domain Adaptation and Few-Shot Learning is a topic indexed in PICO Portal from OpenAlex.

What is known about Domain Adaptation and Few-Shot Learning?

PICO Portalrecord summary

This cluster of papers focuses on the advances in transfer learning and domain adaptation, including topics such as few-shot learning, unsupervised learning, representation learning, deep networks, meta-learning, visual recognition, semi-supervised learning, and clustering analysis.

How many works does Domain Adaptation and Few-Shot Learning have?

PICO Portalindexed works

Domain Adaptation and Few-Shot Learning has 87 works in the PICO Portal index. The count is the OpenAlex total, not the number of papers listed on this page.

What is the OpenAlex record for Domain Adaptation and Few-Shot Learning?

PICO Portalopenalex

The OpenAlex for Domain Adaptation and Few-Shot Learning is on the source record.

What are the most-cited papers on Domain Adaptation and Few-Shot Learning?

PICO Portalmost cited works
One-shot learning of object categories
Li Fei-Fei, Rob Fergus, Pietro Perona
IEEE Transactions on Pattern Analysis and Machine Intelligence. 20063,082 Citations
A Decade Survey of Transfer Learning (2010–2020)
Shuteng Niu, Yongxin Liu, Jian Wang, Houbing Song
IEEE Transactions on Artificial Intelligence. 2020641 Citations
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning
Mingle Xu, Sook Yoon, Alvaro Fuentes, Dong Sun Park
Pattern Recognition. 2023602 CitationsOPEN ACCESS
Self-challenging Improves Cross-Domain Generalization
Zeyi Huang, Haohan Wang, Eric P. Xing, Dong Huang
Lecture notes in computer science. 2020501 Citations
SpotTune: Transfer Learning Through Adaptive Fine-Tuning
Yunhui Guo, Honghui Shi, Abhishek Kumar, Kristen Grauman, Tajana Rosing, Rogério Feris
2019461 Citations

Where is Domain Adaptation and Few-Shot Learning research published, and who funds it?

PICO Portalvenues & funding sources

TOP FUNDERS

National Science Foundation—
NIH—
Wellcome Trust—
European Research Council—
Funder breakdown is a member featureSign up free to unlock

How much of the research on Domain Adaptation and Few-Shot Learning is open access?

PICO Portalopen access share
33%OPEN ACCESS
Gold
7%
Green
7%
Hybrid
7%
Bronze
13%
Closed
67%

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