Learning to Compare: Relation Network for Few-Shot Learning

16 November 2017

Li Zhang

Timothy M. Hospedales

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Papers citing "Learning to Compare: Relation Network for Few-Shot Learning"

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Title
Learning to match transient sound events using attentional similarity for few-shot sound recognition Szu-Yu Chou Kai-Hsiang Cheng J. Jang Yi-Hsuan Yang 21 59 0 04 Dec 2018
One-Shot Instance Segmentation Claudio Michaelis Ivan Ustyuzhaninov Matthias Bethge Alexander S. Ecker ISeg 37 89 0 28 Nov 2018
Generative Dual Adversarial Network for Generalized Zero-shot Learning He Huang Chang-Dong Wang Philip S. Yu Chang-Dong Wang GAN 30 220 0 12 Nov 2018
Power Normalizing Second-order Similarity Network for Few-shot Learning Hongguang Zhang Piotr Koniusz 18 59 0 10 Nov 2018
Few-shot learning with attention-based sequence-to-sequence models Bertrand Higy P. Bell 19 6 0 08 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 28 64 0 19 Oct 2018
Incremental Few-Shot Learning with Attention Attractor Networks Mengye Ren Renjie Liao Ethan Fetaya R. Zemel CLL 30 181 0 16 Oct 2018
Fast Context Adaptation via Meta-Learning L. Zintgraf K. Shiarlis Vitaly Kurin Katja Hofmann Shimon Whiteson 18 37 0 08 Oct 2018
Knowledge-guided Semantic Computing Network Guangming Shi Zhongqiang Zhang Dahua Gao Xuemei Xie Yihao Feng Xinrui Ma Danhua Liu 18 8 0 29 Sep 2018
Towards Effective Deep Embedding for Zero-Shot Learning Lei Zhang Peng Wang Lingqiao Liu Chunhua Shen Wei Wei Yanning Zhang Anton Van Den Hengel VLM 13 71 0 30 Aug 2018
Improving Generalization via Scalable Neighborhood Component Analysis Zhirong Wu Alexei A. Efros Stella X. Yu BDL 22 144 0 14 Aug 2018
Deep Transfer Learning for Cross-domain Activity Recognition Jindong Wang V. Zheng Yiqiang Chen Meiyu Huang HAI 36 126 0 20 Jul 2018
Large Margin Few-Shot Learning Yong Wang Xiao-Ming Wu Qimai Li Jiatao Gu Wangmeng Xiang Lei Zhang V. Li MQ 29 29 0 08 Jul 2018
Cross-position Activity Recognition with Stratified Transfer Learning Yiqiang Chen Jindong Wang Meiyu Huang Han Yu 15 74 0 26 Jun 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 176 666 0 07 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 22 666 0 25 May 2018
Meta-Learning Probabilistic Inference For Prediction Jonathan Gordon J. Bronskill Matthias Bauer Sebastian Nowozin Richard Turner BDL 45 263 0 24 May 2018
TADAM: Task dependent adaptive metric for improved few-shot learning Boris N. Oreshkin Pau Rodríguez López Alexandre Lacoste 56 1,303 0 23 May 2018
Stacked Semantic-Guided Attention Model for Fine-Grained Zero-Shot Learning YunLong Yu Zhong Ji Yanwei Fu Jichang Guo Yanwei Pang Zhongfei Zhang VLM 24 27 0 21 May 2018
Task-Agnostic Meta-Learning for Few-shot Learning Muhammad Abdullah Jamal Guo-Jun Qi M. Shah 52 456 0 20 May 2018
Piecewise classifier mappings: Learning fine-grained learners for novel categories with few examples Xiu-Shen Wei Peng Wang Lingqiao Liu Chunhua Shen Jianxin Wu 27 124 0 11 May 2018
Recasting Gradient-Based Meta-Learning as Hierarchical Bayes Erin Grant Chelsea Finn Sergey Levine Trevor Darrell Thomas Griffiths BDL 26 505 0 26 Jan 2018
Learning Non-Metric Visual Similarity for Image Retrieval Noa Garcia George Vogiatzis 22 37 0 05 Sep 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 422 11,715 0 09 Mar 2017
Learning a Deep Embedding Model for Zero-Shot Learning Li Zhang Tao Xiang S. Gong SyDa VLM 73 700 0 15 Nov 2016
Learning Deep Representations of Fine-grained Visual Descriptions Scott E. Reed Zeynep Akata Bernt Schiele Honglak Lee OCL VLM 176 840 0 17 May 2016