Unsupervised Few-shot Learning via Self-supervised Training

20 December 2019

Papers citing "Unsupervised Few-shot Learning via Self-supervised Training"

22 / 22 papers shown

Title
Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation Antreas Antoniou Amos Storkey SSL 70 75 0 26 Feb 2019
Unsupervised Learning via Meta-Learning Kyle Hsu Sergey Levine Chelsea Finn SSL OffRL 79 230 0 04 Oct 2018
Unsupervised Domain Adaptive Re-Identification: Theory and Practice Liangchen Song Cheng Wang Lefei Zhang Bo Du Qian Zhang Chang Huang Xinggang Wang OOD 60 346 0 30 Jul 2018
Towards Good Practices on Building Effective CNN Baseline Model for Person Re-identification Fu Xiong Yang Xiao Zhiguo Cao Kaicheng Gong Zhiwen Fang Qiufeng Wang CVBM 44 50 0 29 Jul 2018
Meta-Learning with Latent Embedding Optimization Andrei A. Rusu Dushyant Rao Jakub Sygnowski Oriol Vinyals Razvan Pascanu Simon Osindero R. Hadsell 139 1,371 0 16 Jul 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 88 1,898 0 15 Jul 2018
Attention-based Few-Shot Person Re-identification Using Meta Learning Alireza Rahimpour Hairong Qi 41 5 0 24 Jun 2018
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning Yanbin Liu Juho Lee Minseop Park Saehoon Kim Eunho Yang Sung Ju Hwang Yi Yang 98 668 0 25 May 2018
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 230 2,232 0 08 Mar 2018
Meta-Learning for Semi-Supervised Few-Shot Classification Mengye Ren Eleni Triantafillou S. S. Ravi Jake C. Snell Kevin Swersky J. Tenenbaum Hugo Larochelle R. Zemel SSL 70 1,283 0 02 Mar 2018
Low-Shot Learning from Imaginary Data Yu-Xiong Wang Ross B. Girshick M. Hebert Bharath Hariharan VLM 97 677 0 16 Jan 2018
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 295 4,050 0 16 Nov 2017
A Simple Neural Attentive Meta-Learner Nikhil Mishra Mostafa Rohaninejad Xi Chen Pieter Abbeel OOD 71 199 0 11 Jul 2017
Unsupervised Person Re-identification: Clustering and Fine-tuning Hehe Fan Liang Zheng Yi Yang SSL 105 492 0 30 May 2017
In Defense of the Triplet Loss for Person Re-Identification Alexander Hermans Lucas Beyer Bastian Leibe DML 78 3,206 0 22 Mar 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 300 8,134 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 823 11,909 0 09 Mar 2017
Re-ranking Person Re-identification with k-reciprocal Encoding Zhun Zhong Liang Zheng Donglin Cao Shaozi Li 129 1,504 0 29 Jan 2017
Cognitive Science in the era of Artificial Intelligence: A roadmap for reverse-engineering the infant language-learner Emmanuel Dupoux 66 158 0 29 Jul 2016
Learning to learn by gradient descent by gradient descent Marcin Andrychowicz Misha Denil Sergio Gomez Colmenarejo Matthew W. Hoffman David Pfau Tom Schaul Brendan Shillingford Nando de Freitas 110 2,006 0 14 Jun 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 373 7,323 0 13 Jun 2016
Unsupervised Deep Embedding for Clustering Analysis Junyuan Xie Ross B. Girshick Ali Farhadi SSL 86 2,875 0 19 Nov 2015