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1707.02610
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Few-Shot Learning Through an Information Retrieval Lens
9 July 2017
Eleni Triantafillou
R. Zemel
R. Urtasun
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Papers citing
"Few-Shot Learning Through an Information Retrieval Lens"
50 / 117 papers shown
Iterative label cleaning for transductive and semi-supervised few-shot learning
IEEE International Conference on Computer Vision (ICCV), 2020
Michalis Lazarou
Tania Stathaki
Yannis Avrithis
428
73
0
14 Dec 2020
Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks
Reza Esfandiarpoor
Amy Pu
M. Hajabdollahi
Stephen H. Bach
CLL
177
7
0
13 Dec 2020
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Han-Jia Ye
Lu Han
De-Chuan Zhan
OffRL
SSL
VLM
195
36
0
30 Nov 2020
RNNP: A Robust Few-Shot Learning Approach
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
Pratik Mazumder
Pravendra Singh
Vinay P. Namboodiri
NoLa
98
19
0
22 Nov 2020
Combining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification
Shuman Peng
Weilian Song
Martin Ester
133
3
0
31 Oct 2020
Representation Learning from Limited Educational Data with Crowdsourced Labels
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020
Wentao Wang
Guowei Xu
Wenbiao Ding
Gale Yan Huang
Guoliang Li
Shucheng Zhou
Zitao Liu
SSL
206
14
0
23 Sep 2020
Proxy Network for Few Shot Learning
Asian Conference on Machine Learning (ACML), 2020
Bin Xiao
Chien-Liang Liu
W. Hsaio
109
6
0
09 Sep 2020
A Survey on Machine Learning from Few Samples
Pattern Recognition (Pattern Recognit.), 2020
Jiang Lu
Pinghua Gong
Jieping Ye
Jianwei Zhang
Changshu Zhang
322
78
0
06 Sep 2020
Few-Shot Learning with Intra-Class Knowledge Transfer
Vivek Roy
Yan Xu
Yu-Xiong Wang
Kris Kitani
Ruslan Salakhutdinov
M. Hebert
VLM
151
4
0
22 Aug 2020
Cooperative Bi-path Metric for Few-shot Learning
ACM Multimedia (ACM MM), 2020
Zeyuan Wang
Yifan Zhao
Jia Li
Yonghong Tian
141
38
0
10 Aug 2020
Revisiting Mid-Level Patterns for Cross-Domain Few-Shot Recognition
ACM Multimedia (ACM MM), 2020
Yixiong Zou
Shanghang Zhang
Jianpeng Yu
Yonghong Tian
José M. F. Moura
174
18
0
07 Aug 2020
Contextualizing Enhances Gradient Based Meta Learning
IEEE Conference on High Performance Extreme Computing (HPEC), 2020
Evan Vogelbaum
Rumen Dangovski
L. Jing
Marin Soljacic
199
3
0
17 Jul 2020
How to trust unlabeled data? Instance Credibility Inference for Few-Shot Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Yikai Wang
Li Zhang
Xingtai Lv
Yanwei Fu
305
54
0
15 Jul 2020
Towards Robust Pattern Recognition: A Review
Proceedings of the IEEE (Proc. IEEE), 2020
Xu-Yao Zhang
Cheng-Lin Liu
C. Suen
OOD
HAI
203
126
0
12 Jun 2020
Compositional Few-Shot Recognition with Primitive Discovery and Enhancing
Yixiong Zou
Shanghang Zhang
Ke Chen
Yonghong Tian
Yaowei Wang
J. M. F. Moura
171
32
0
12 May 2020
Crossing Variational Autoencoders for Answer Retrieval
Annual Meeting of the Association for Computational Linguistics (ACL), 2020
Wenhao Yu
Lingfei Wu
Qingkai Zeng
S. Tao
Yu Deng
Meng Jiang
DRL
RALM
OOD
BDL
225
16
0
06 May 2020
A Comprehensive Overview and Survey of Recent Advances in Meta-Learning
Huimin Peng
VLM
OffRL
445
40
0
17 Apr 2020
Instance Credibility Inference for Few-Shot Learning
Computer Vision and Pattern Recognition (CVPR), 2020
Yikai Wang
C. Xu
Chen Liu
Li Zhang
Yanwei Fu
189
183
0
26 Mar 2020
Pre-training Tasks for Embedding-based Large-scale Retrieval
International Conference on Learning Representations (ICLR), 2020
Wei-Cheng Chang
Felix X. Yu
Yin-Wen Chang
Yiming Yang
Sanjiv Kumar
RALM
220
318
0
10 Feb 2020
Revisiting Meta-Learning as Supervised Learning
Wei-Lun Chao
Han-Jia Ye
De-Chuan Zhan
M. Campbell
Kilian Q. Weinberger
OOD
FedML
163
24
0
03 Feb 2020
Deep Graph Similarity Learning: A Survey
Data mining and knowledge discovery (DMKD), 2019
Guixiang Ma
Nesreen Ahmed
Theodore L. Willke
Philip S. Yu
GNN
226
90
0
25 Dec 2019
A Probabilistic approach for Learning Embeddings without Supervision
U. Dutta
Mehrtash Harandi
C. Sekhar
SSL
186
0
0
17 Dec 2019
A Two-Stage Approach to Few-Shot Learning for Image Recognition
IEEE Transactions on Image Processing (TIP), 2019
Debasmit Das
C. S. George Lee
191
136
0
10 Dec 2019
Continual egocentric object recognition
European Conference on Artificial Intelligence (ECAI), 2019
L. Erculiani
Fausto Giunchiglia
Baptiste Caramiaux
CLL
EgoV
117
14
0
06 Dec 2019
Instance Cross Entropy for Deep Metric Learning
Xinshao Wang
Elyor Kodirov
Yang Hua
N. Robertson
131
5
0
22 Nov 2019
SynSig2Vec: Learning Representations from Synthetic Dynamic Signatures for Real-world Verification
AAAI Conference on Artificial Intelligence (AAAI), 2019
Songxuan Lai
Lianwen Jin
Luojun Lin
Yecheng Zhu
Huiyun Mao
96
31
0
13 Nov 2019
SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning
Yan Wang
Wei-Lun Chao
Kilian Q. Weinberger
Laurens van der Maaten
VLM
262
373
0
12 Nov 2019
Learning One-Shot Imitation from Humans without Humans
IEEE Robotics and Automation Letters (RA-L), 2019
Alessandro Bonardi
Stephen James
Andrew J. Davison
236
87
0
04 Nov 2019
Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning
IEEE International Conference on Computer Vision (ICCV), 2019
Limeng Qiao
Yemin Shi
Jia Li
Yaowei Wang
Tiejun Huang
Yonghong Tian
201
193
0
05 Oct 2019
Stochastic Prototype Embeddings
Tyler R. Scott
Karl Ridgeway
Michael C. Mozer
BDL
UQCV
183
14
0
25 Sep 2019
Few-Shot Learning with Global Class Representations
IEEE International Conference on Computer Vision (ICCV), 2019
Tiange Luo
Aoxue Li
Tao Xiang
Weiran Huang
Liwei Wang
220
117
0
14 Aug 2019
Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector
Computer Vision and Pattern Recognition (CVPR), 2019
Qi Fan
Wei Zhuo
Chi-Keung Tang
Yu-Wing Tai
ObjD
341
603
0
06 Aug 2019
Unsupervised State Representation Learning in Atari
Neural Information Processing Systems (NeurIPS), 2019
Ankesh Anand
Evan Racah
Sherjil Ozair
Yoshua Bengio
Marc-Alexandre Côté
R. Devon Hjelm
SSL
512
269
0
19 Jun 2019
Learning Predicates as Functions to Enable Few-shot Scene Graph Prediction
Apoorva Dornadula
Austin Narcomey
Ranjay Krishna
Michael S. Bernstein
Li Fei-Fei
OCL
117
3
0
12 Jun 2019
Learning Adaptive Classifiers Synthesis for Generalized Few-Shot Learning
International Journal of Computer Vision (IJCV), 2019
Han-Jia Ye
Hexiang Hu
De-Chuan Zhan
283
64
0
07 Jun 2019
One-Shot Texture Retrieval with Global Context Metric
International Joint Conference on Artificial Intelligence (IJCAI), 2019
Kai Zhu
Wei Zhai
Zhengjun Zha
Yang Cao
3DV
174
6
0
16 May 2019
Hierarchically Structured Meta-learning
International Conference on Machine Learning (ICML), 2019
Huaxiu Yao
Ying Wei
Junzhou Huang
Ruoyao Xiao
193
218
0
13 May 2019
Generalizing from a Few Examples: A Survey on Few-Shot Learning
Yaqing Wang
Quanming Yao
James T. Kwok
L. Ni
541
1,995
0
10 Apr 2019
Hyperbolic Image Embeddings
Valentin Khrulkov
L. Mirvakhabova
E. Ustinova
Ivan Oseledets
Victor Lempitsky
238
354
0
03 Apr 2019
Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning
Wenbin Li
Lei Wang
Jinglin Xu
Jing Huo
Yang Gao
Jiebo Luo
258
554
0
28 Mar 2019
Ranked List Loss for Deep Metric Learning
Xinshao Wang
Yang Hua
Elyor Kodirov
N. Robertson
625
268
0
08 Mar 2019
NIPS - Not Even Wrong? A Systematic Review of Empirically Complete Demonstrations of Algorithmic Effectiveness in the Machine Learning and Artificial Intelligence Literature
Franz J. Király
Bilal A. Mateen
R. Sonabend
192
10
0
18 Dec 2018
Reconciling meta-learning and continual learning with online mixtures of tasks
Ghassen Jerfel
Erin Grant
Thomas Griffiths
Katherine A. Heller
FedML
CLL
BDL
378
12
0
14 Dec 2018
Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions
Han-Jia Ye
Hexiang Hu
De-Chuan Zhan
Fei Sha
454
767
0
10 Dec 2018
One-Shot Instance Segmentation
Claudio Michaelis
Ivan Ustyuzhaninov
Matthias Bethge
Alexander S. Ecker
ISeg
247
96
0
28 Nov 2018
Zero and Few Shot Learning with Semantic Feature Synthesis and Competitive Learning
Zhiwu Lu
Jiechao Guan
Aoxue Li
Tao Xiang
An Zhao
Ji-Rong Wen
134
68
0
19 Oct 2018
Transferrable Feature and Projection Learning with Class Hierarchy for Zero-Shot Learning
Aoxue Li
Zhiwu Lu
Jiechao Guan
Tao Xiang
Liwei Wang
Ji-Rong Wen
VLM
113
21
0
19 Oct 2018
Task-Embedded Control Networks for Few-Shot Imitation Learning
Stephen James
Michael Bloesch
Andrew J. Davison
174
145
0
08 Oct 2018
Open-Ended Content-Style Recombination Via Leakage Filtering
Karl Ridgeway
Michael C. Mozer
DRL
VLM
94
2
0
28 Sep 2018
Deep Learning in Information Security
S. Thaler
Vlado Menkovski
M. Petković
141
10
0
12 Sep 2018
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