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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
Skeleton based Zero Shot Action Recognition in Joint Pose-Language Semantic Space Bhavan A. Jasani Afshaan Mazagonwalla 55 19 0 26 Nov 2019
Few-Shot Knowledge Graph Completion Chuxu Zhang Huaxiu Yao Chao Huang Meng Jiang Z. Li Nitesh Chawla 54 205 0 26 Nov 2019
Learning to Learn Words from Visual Scenes Dídac Surís Dave Epstein Heng Ji Shih-Fu Chang Carl Vondrick VLM CLIP SSL OffRL 59 4 0 25 Nov 2019
Generalized Adaptation for Few-Shot Learning Liang Song Jinlu Liu Yongqiang Qin VLM 71 8 0 25 Nov 2019
Prototype Rectification for Few-Shot Learning Jinlu Liu Liang Song Yongqiang Qin 107 250 0 25 Nov 2019
Knowledge Graph Transfer Network for Few-Shot Recognition Riquan Chen Tianshui Chen X. Hui Hefeng Wu Guanbin Li Liang Lin SLR 49 63 0 21 Nov 2019
Relation Network for Person Re-identification Hyunjong Park Bumsub Ham 76 128 0 21 Nov 2019
Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation Juncheng Li Xinze Wang Siliang Tang Haizhou Shi Leilei Gan Yueting Zhuang William Yang Wang SSL 99 70 0 18 Nov 2019
Meta-Reinforced Synthetic Data for One-Shot Fine-Grained Visual Recognition Satoshi Tsutsui Yanwei Fu David J. Crandall 117 38 0 17 Nov 2019
Defensive Few-shot Learning Wenbin Li Lei Wang Xingxing Zhang Lei Qi Jing Huo Yang Gao Jiebo Luo 83 7 0 16 Nov 2019
Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources Qianhui Wu Zijia Lin Guoxin Wang Hui Chen Börje F. Karlsson Biqing Huang Chin-Yew Lin 96 68 0 14 Nov 2019
Self-Supervised Learning For Few-Shot Image Classification Da Chen YueFeng Chen Yuhong Li Feng Mao Yuan He Hui Xue SSL 73 111 0 14 Nov 2019
Learning from the Past: Continual Meta-Learning via Bayesian Graph Modeling Yadan Luo Zi Huang Zheng Zhang Ziwei Wang Mahsa Baktashmotlagh Yang Yang CLL BDL 63 25 0 12 Nov 2019
SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning Yan Wang Wei-Lun Chao Kilian Q. Weinberger Laurens van der Maaten VLM 89 343 0 12 Nov 2019
MAME : Model-Agnostic Meta-Exploration Swaminathan Gurumurthy Sumit Kumar Katia Sycara 84 15 0 11 Nov 2019
Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Andrew McCallum SSL 94 121 0 10 Nov 2019
Penalty Method for Inversion-Free Deep Bilevel Optimization Akshay Mehra Jihun Hamm 143 46 0 08 Nov 2019
Leveraging Pretrained Image Classifiers for Language-Based Segmentation David Golub Ahmed El-Kishky Roberto Martín-Martín VLM 84 4 0 03 Nov 2019
Picking groups instead of samples: A close look at Static Pool-based Meta-Active Learning Ignasi Mas J. Morros Verónica Vilaplana 40 2 0 01 Nov 2019
Learning to Customize Model Structures for Few-shot Dialogue Generation Tasks Yiping Song Zequn Liu Wei Bi Rui Yan Ming Zhang 59 35 0 31 Oct 2019
Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation Risto Vuorio Shao-Hua Sun Hexiang Hu Joseph J. Lim 101 218 0 30 Oct 2019
Deep Weakly-supervised Anomaly Detection Guansong Pang Chunhua Shen Huidong Jin Anton van den Hengel 89 94 0 30 Oct 2019
Neural Similarity Learning Weiyang Liu Zhen Liu James M. Rehg Le Song 94 30 0 28 Oct 2019
HIDRA: Head Initialization across Dynamic targets for Robust Architectures Rafael Rêgo Drumond L. Brinkmeyer Josif Grabocka Lars Schmidt-Thieme 77 4 0 28 Oct 2019
AMP0: Species-Specific Prediction of Anti-microbial Peptides using Zero and Few Shot Learning Sadaf Gull F. Minhas 62 10 0 28 Oct 2019
ATZSL: Defensive Zero-Shot Recognition in the Presence of Adversaries Xingxing Zhang Shupeng Gui Zhenfeng Zhu Yao Zhao Ji Liu VLM 52 5 0 24 Oct 2019
Zero-shot Learning via Simultaneous Generating and Learning Hyeonwoo Yu Beomhee Lee VLM GAN 55 54 0 21 Oct 2019
Zero-Shot Recognition via Optimal Transport Wenlin Wang Hongteng Xu Guoyin Wang Wenqi Wang Lawrence Carin OT 29 2 0 20 Oct 2019
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 280 646 0 17 Oct 2019
Self-supervised Label Augmentation via Input Transformations Hankook Lee Sung Ju Hwang Jinwoo Shin SSL 68 63 0 14 Oct 2019
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Massimiliano Patacchiola Jack Turner Elliot J. Crowley Michael F. P. O'Boyle Amos Storkey BDL 74 19 0 11 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 98 171 0 08 Oct 2019
Semi Few-Shot Attribute Translation Ricard Durall Franz-Josef Pfreundt J. Keuper GAN VLM 55 3 0 08 Oct 2019
Graph Few-shot Learning via Knowledge Transfer Huaxiu Yao Chuxu Zhang Ying Wei Meng Jiang Suhang Wang Junzhou Huang Nitesh Chawla Z. Li 126 168 0 07 Oct 2019
Meta-Transfer Learning through Hard Tasks Qianru Sun Yaoyao Liu Zhaozheng Chen Tat-Seng Chua Bernt Schiele 102 103 0 07 Oct 2019
Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning Limeng Qiao Yemin Shi Jia Li Yaowei Wang Tiejun Huang Yonghong Tian 70 182 0 05 Oct 2019
Revisiting Fine-tuning for Few-shot Learning Akihiro Nakamura Tatsuya Harada 116 54 0 01 Oct 2019
Meta-learning algorithms for Few-Shot Computer Vision Etienne Bennequin VLM 76 6 0 30 Sep 2019
Chameleon: Learning Model Initializations Across Tasks With Different Schemas L. Brinkmeyer Rafael Rêgo Drumond Randolf Scholz Josif Grabocka Lars Schmidt-Thieme CLL 61 8 0 30 Sep 2019
Feature Weighting and Boosting for Few-Shot Segmentation Khoi Duc Minh Nguyen S. Todorovic 120 331 0 28 Sep 2019
Decoder Choice Network for Meta-Learning Jialin Liu Chia-Wen Lin Longzhi Yang Chih-Min Lin Q. Shen 31 9 0 25 Sep 2019
Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML Aniruddh Raghu M. Raghu Samy Bengio Oriol Vinyals 319 648 0 19 Sep 2019
Meta-Neighborhoods Siyuan Shan Yang Li Junier Oliva 142 15 0 18 Sep 2019
ProtoGAN: Towards Few Shot Learning for Action Recognition Sai Kumar Dwivedi Vikram Gupta Rahul Mitra Shuaib Ahmed Arjun Jain 97 96 0 17 Sep 2019
Metric-Based Few-Shot Learning for Video Action Recognition Chris Careaga Brian Hutchinson Nathan Oken Hodas Lawrence Phillips 143 22 0 14 Sep 2019
Rethinking Zero-Shot Learning: A Conditional Visual Classification Perspective Keqin Li Martin Renqiang Min Y. Fu VLM 107 127 0 13 Sep 2019
PARN: Position-Aware Relation Networks for Few-Shot Learning Ziyang Wu Yuwei Li Lihua Guo Kui Jia 75 88 0 10 Sep 2019
Episode-based Prototype Generating Network for Zero-Shot Learning YunLong Yu Zhong Ji Zhongfei Zhang Jungong Han VLM 82 145 0 08 Sep 2019
Efficient Automatic Meta Optimization Search for Few-Shot Learning Xinyue Zheng Peng Wang Qigang Wang Zhongchao Shi Feiyu Xu 23 0 0 06 Sep 2019
Meta Learning with Relational Information for Short Sequences Yujia Xie Haoming Jiang Feng Liu T. Zhao H. Zha 86 14 0 04 Sep 2019