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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
Semi-Supervised Few-Shot Learning with Prototypical Random Walks A. Ayyad Yuchen Li Nassir Navab Shadi Albarqouni Mohamed Elhoseiny 38 7 0 06 Mar 2019
Induction Networks for Few-Shot Text Classification Ruiying Geng Binhua Li Yongbin Li Xiao-Dan Zhu Ping Jian Jian Sun 104 186 0 27 Feb 2019
Adaptive Cross-Modal Few-Shot Learning Chen Xing Negar Rostamzadeh Boris N. Oreshkin Pedro H. O. Pinheiro 148 275 0 19 Feb 2019
Meta-Curvature Eunbyung Park Junier B. Oliva BDL 78 124 0 09 Feb 2019
Feature-Critic Networks for Heterogeneous Domain Generalization Yiying Li Yongxin Yang Wei Zhou Timothy M. Hospedales OOD 103 255 0 31 Jan 2019
Learning Classifiers for Domain Adaptation, Zero and Few-Shot Recognition Based on Learning Latent Semantic Parts Pengkai Zhu Hanxiao Wang Venkatesh Saligrama VLM 70 10 0 25 Jan 2019
Deep Learning on Small Datasets without Pre-Training using Cosine Loss Björn Barz Joachim Denzler 84 132 0 25 Jan 2019
Sequential Skip Prediction with Few-shot in Streamed Music Contents Sungkyun Chang Seungjin Lee Kyogu Lee AI4TS 23 8 0 24 Jan 2019
Adaptive Confidence Smoothing for Generalized Zero-Shot Learning Yuval Atzmon Gal Chechik 68 4 0 24 Dec 2018
Learning Compositional Representations for Few-Shot Recognition P. Tokmakov Yu-Xiong Wang M. Hebert OCL 89 126 0 21 Dec 2018
Toward Multimodal Model-Agnostic Meta-Learning Risto Vuorio Shao-Hua Sun Hexiang Hu Joseph J. Lim 95 32 0 18 Dec 2018
Face-Focused Cross-Stream Network for Deception Detection in Videos Mingyu Ding An Zhao Zhiwu Lu Tao Xiang Ji-Rong Wen CVBM 123 53 0 11 Dec 2018
Zero-Shot Learning with Sparse Attribute Propagation Nanyi Fei Jiechao Guan Zhiwu Lu Tao Xiang Ji-Rong Wen VLM 33 0 0 11 Dec 2018
Prior-Knowledge and Attention-based Meta-Learning for Few-Shot Learning Yunxiao Qin Weiguo Zhang Chenxu Zhao Zezheng Wang Xiangyu Zhu Guojun Qi Jingping Shi Zhen Lei 71 24 0 11 Dec 2018
Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions Han-Jia Ye Hexiang Hu De-Chuan Zhan Fei Sha 142 670 0 10 Dec 2018
ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection D. Cozzolino Justus Thies Andreas Rossler Christian Riess Matthias Nießner L. Verdoliva AAML 94 270 0 06 Dec 2018
Meta-Transfer Learning for Few-Shot Learning Qianru Sun Yaoyao Liu Tat-Seng Chua Bernt Schiele 227 1,074 0 06 Dec 2018
Few-shot Object Detection via Feature Reweighting Bingyi Kang Zhuang Liu Xin Wang Feng Yu Jiashi Feng Trevor Darrell ObjD OffRL 107 701 0 05 Dec 2018
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 104 59 0 04 Dec 2018
Cross-Modulation Networks for Few-Shot Learning Hugo Prol Vincent Dumoulin Luis Herranz 71 15 0 01 Dec 2018
One-Shot Instance Segmentation Claudio Michaelis Ivan Ustyuzhaninov Matthias Bethge Alexander S. Ecker ISeg 109 89 0 28 Nov 2018
Bi-Adversarial Auto-Encoder for Zero-Shot Learning YunLong Yu Zhong Ji Yanwei Pang Jichang Guo Zhongfei Zhang Leilei Gan GAN 46 3 0 20 Nov 2018
Representation based and Attention augmented Meta learning Yunxiao Qin Chenxu Zhao Zezheng Wang Junliang Xing Jun Wan Zhen Lei 25 1 0 19 Nov 2018
RelationNet2: Deep Comparison Columns for Few-Shot Learning Xueting Zhang Yuting Qiang Flood Sung Yongxin Yang Timothy M. Hospedales 58 18 0 17 Nov 2018
Generative Dual Adversarial Network for Generalized Zero-shot Learning He Huang Chang-Dong Wang Philip S. Yu Chang-Dong Wang GAN 114 222 0 12 Nov 2018
Power Normalizing Second-order Similarity Network for Few-shot Learning Hongguang Zhang Piotr Koniusz 75 59 0 10 Nov 2018
Few-shot learning with attention-based sequence-to-sequence models Bertrand Higy P. Bell 53 6 0 08 Nov 2018
Class-Agnostic Counting Erika Lu Weidi Xie Andrew Zisserman 82 151 0 01 Nov 2018
Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks Hang Gao Zheng Shou Alireza Zareian Hanwang Zhang Shih-Fu Chang GAN 93 137 0 27 Oct 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 73 64 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 60 20 0 19 Oct 2018
Incremental Few-Shot Learning with Attention Attractor Networks Mengye Ren Renjie Liao Ethan Fetaya R. Zemel CLL 108 181 0 16 Oct 2018
Comparison-Based Convolutional Neural Networks for Cervical Cell/Clumps Detection in the Limited Data Scenario Yixiong Liang Zhihong Tang Meng Yan Jialin Chen Qing Liu Yao Xiang 128 11 0 14 Oct 2018
Fast Context Adaptation via Meta-Learning L. Zintgraf K. Shiarlis Vitaly Kurin Katja Hofmann Shimon Whiteson 88 37 0 08 Oct 2018
One-Click Annotation with Guided Hierarchical Object Detection Adithya Subramanian A. Subramanian 34 2 0 01 Oct 2018
Knowledge-guided Semantic Computing Network Guangming Shi Zhongqiang Zhang Dahua Gao Xuemei Xie Yihao Feng Xinrui Ma Danhua Liu 39 10 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 75 72 0 30 Aug 2018
Learning to Support: Exploiting Structure Information in Support Sets for One-Shot Learning Jinchao Liu S. Gibson Margarita Osadchy 54 8 0 22 Aug 2018
Improving Generalization via Scalable Neighborhood Component Analysis Zhirong Wu Alexei A. Efros Stella X. Yu BDL 60 146 0 14 Aug 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 98 72 0 14 Aug 2018
Comparator Networks Weidi Xie Li Shen Andrew Zisserman CoGe 88 76 0 30 Jul 2018
Multicolumn Networks for Face Recognition Weidi Xie Andrew Zisserman CVBM 57 87 0 24 Jul 2018
Deep Transfer Learning for Cross-domain Activity Recognition Jindong Wang V. Zheng Yiqiang Chen Meiyu Huang HAI 95 130 0 20 Jul 2018
Meta-Learning with Latent Embedding Optimization Andrei A. Rusu Dushyant Rao Jakub Sygnowski Oriol Vinyals Razvan Pascanu Simon Osindero R. Hadsell 154 1,374 0 16 Jul 2018
Large Margin Few-Shot Learning Yong Wang Xiao-Ming Wu Qimai Li Jiatao Gu Wangmeng Xiang Lei Zhang Victor O.K. Li MQ 90 29 0 08 Jul 2018
Cross-position Activity Recognition with Stratified Transfer Learning Yiqiang Chen Jindong Wang Meiyu Huang Han Yu 79 74 0 26 Jun 2018
Global Semantic Consistency for Zero-Shot Learning Fan Wu Kai Tian Jihong Guan Shuigeng Zhou 37 3 0 22 Jun 2018
Delta-encoder: an effective sample synthesis method for few-shot object recognition Eli Schwartz Leonid Karlinsky J. Shtok Sivan Harary Mattias Marder Rogerio Feris Abhishek Kumar Raja Giryes A. Bronstein 255 357 0 12 Jun 2018
Adversarial Meta-Learning Chengxiang Yin Jian Tang Zhiyuan Xu Yanzhi Wang 93 42 0 08 Jun 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 308 674 0 07 Jun 2018