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Pushing the Limits of Simple Pipelines for Few-Shot Learning: External
  Data and Fine-Tuning Make a Difference

Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference

Computer Vision and Pattern Recognition (CVPR), 2022
15 April 2022
S. Hu
Da Li
Jan Stuhmer
Minyoung Kim
Timothy M. Hospedales
ArXiv (abs)PDFHTML

Papers citing "Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference"

8 / 58 papers shown
Title
Generalization in Neural Networks: A Broad Survey
Generalization in Neural Networks: A Broad SurveyNeurocomputing (Neurocomputing), 2022
Chris Rohlfs
OODAI4CE
213
16
0
04 Sep 2022
Class-Specific Channel Attention for Few-Shot Learning
Ying-Cong Chen
J. Hsieh
Ming-Ching Chang
270
0
0
03 Sep 2022
Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone
  fine-tuning without episodic meta-learning dominates for few-shot learning
  image classification
Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classificationNeural Information Processing Systems (NeurIPS), 2022
Adrian El Baz
Ihsan Ullah
Edesio Alcobaça
André C. P. L. F. de Carvalho
Hong Chen
...
Ekrem Öztürk
J. V. Rijn
Haozhe Sun
Xin Wang
Wenwu Zhu
168
13
0
15 Jun 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications,
  Challenges, and Opportunities
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and OpportunitiesACM Computing Surveys (ACM CSUR), 2022
Yisheng Song
Ting-Yuan Wang
S. Mondal
J. P. Sahoo
SLR
288
541
0
13 May 2022
Delving Deep into One-Shot Skeleton-based Action Recognition with
  Diverse Occlusions
Delving Deep into One-Shot Skeleton-based Action Recognition with Diverse OcclusionsIEEE transactions on multimedia (IEEE TMM), 2022
Kunyu Peng
Alina Roitberg
Kailun Yang
Kailai Li
Rainer Stiefelhagen
ViT
337
40
0
23 Feb 2022
Union-net: A deep neural network model adapted to small data sets
Union-net: A deep neural network model adapted to small data setsJournal of Supercomputing (JS), 2020
Qingfang He
Guang Cheng
Zhiying Lin
PINN
204
11
0
24 Dec 2020
Unsupervised Learning of Visual Features by Contrasting Cluster
  Assignments
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
Mathilde Caron
Ishan Misra
Julien Mairal
Priya Goyal
Piotr Bojanowski
Armand Joulin
OCLSSL
1.2K
4,625
0
17 Jun 2020
High-order structure preserving graph neural network for few-shot
  learning
High-order structure preserving graph neural network for few-shot learningIEEE Internet of Things Journal (IEEE IoT J.), 2020
Guangfeng Lin
Ying Yang
Y. Fan
Xiao-bing Kang
Kaiyang Liao
Fan Zhao
206
4
0
29 May 2020
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