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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
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation Ali Hatamizadeh SSeg 57 3 0 23 Jun 2020
Meta Learning for Support Recovery in High-dimensional Precision Matrix Estimation Qian Zhang Yilin Zheng Jean Honorio 87 7 0 22 Jun 2020
Generalized Zero and Few-Shot Transfer for Facial Forgery Detection Shivangi Aneja Matthias Nießner 61 43 0 21 Jun 2020
Class Normalization for (Continual)? Generalized Zero-Shot Learning Ivan Skorokhodov Mohamed Elhoseiny VLM 66 5 0 19 Jun 2020
Zero-Shot Learning with Common Sense Knowledge Graphs Nihal V. Nayak Stephen H. Bach VLM 123 37 0 18 Jun 2020
Extensively Matching for Few-shot Learning Event Detection Viet Dac Lai Franck Dernoncourt Thien Huu Nguyen 95 60 0 17 Jun 2020
Self-supervised Knowledge Distillation for Few-shot Learning Jathushan Rajasegaran Salman Khan Munawar Hayat Fahad Shahbaz Khan M. Shah SSL 96 93 0 17 Jun 2020
Enhancing Few-Shot Image Classification with Unlabelled Examples Peyman Bateni Jarred Barber Jan-Willem van de Meent Frank Wood VLM SSL 132 57 0 17 Jun 2020
Channel Relationship Prediction with Forget-Update Module for Few-shot Classification Minglei Yuan Cunhao Cai Tong Lu ViT 14 0 0 16 Jun 2020
LFD-ProtoNet: Prototypical Network Based on Local Fisher Discriminant Analysis for Few-shot Learning K. Mukaiyama Issei Sato Masashi Sugiyama 24 2 0 15 Jun 2020
Graph Meta Learning via Local Subgraphs Kexin Huang Marinka Zitnik 117 166 0 14 Jun 2020
Learning-to-Learn Personalised Human Activity Recognition Models A. Wijekoon Nirmalie Wiratunga HAI 55 4 0 12 Jun 2020
Backdoor Attacks on Federated Meta-Learning Chien-Lun Chen L. Golubchik Marco Paolieri FedML 68 32 0 12 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 69 110 0 12 Jun 2020
Learning to Learn Kernels with Variational Random Features Xiantong Zhen Hao Sun Yingjun Du Jun Xu Yilong Yin Ling Shao Cees G. M. Snoek DRL 72 34 0 11 Jun 2020
Self-Supervised Relational Reasoning for Representation Learning Massimiliano Patacchiola Amos Storkey OOD SSL 78 63 0 10 Jun 2020
Unique Faces Recognition in Videos Jiahao Huo Terence L van Zyl CVBM 35 7 0 10 Jun 2020
Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network Yutai Hou Wanxiang Che Y. Lai Zhihan Zhou Yijia Liu Han Liu Ting Liu 59 194 0 10 Jun 2020
Smooth Proxy-Anchor Loss for Noisy Metric Learning Carlos Roig David Varas Issey Masuda J. C. Riveiro Elisenda Bou NoLa 31 3 0 09 Jun 2020
Multi-step Estimation for Gradient-based Meta-learning Jin-Hwa Kim Junyoung Park Yongseok Choi 75 1 0 08 Jun 2020
Towards Context-Agnostic Learning Using Synthetic Data Charles Jin Martin Rinard OOD 113 1 0 29 May 2020
High-order structure preserving graph neural network for few-shot learning Guangfeng Lin Ying Yang Y. Fan Xiao-bing Kang Kaiyang Liao Fan Zhao 68 1 0 29 May 2020
ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill Identification Naoto Usuyama N. Larios Amanda K. Hall Jessica Lundin 50 7 0 28 May 2020
Improving Generalized Zero-Shot Learning by Semantic Discriminator Xinpeng Li VLM 48 1 0 28 May 2020
Boosting Few-Shot Learning With Adaptive Margin Loss Aoxue Li Weiran Huang Xu Lan Jiashi Feng Zhenguo Li Liwei Wang 119 194 0 28 May 2020
TOAN: Target-Oriented Alignment Network for Fine-Grained Image Categorization with Few Labeled Samples Huaxi Huang Junjie Zhang Jian Zhang Qiang Wu Chang Xu 81 57 0 28 May 2020
Few-Shot Open-Set Recognition using Meta-Learning Bo Liu Hao Kang Haoxiang Li G. Hua Nuno Vasconcelos BDL EDL 68 93 0 27 May 2020
Looking back to lower-level information in few-shot learning Zhongjie Yu S. Raschka 48 5 0 27 May 2020
AVGZSLNet: Audio-Visual Generalized Zero-Shot Learning by Reconstructing Label Features from Multi-Modal Embeddings Pratik Mazumder Pravendra Singh Kranti K. Parida Vinay P. Namboodiri 79 35 0 27 May 2020
ALBA : Reinforcement Learning for Video Object Segmentation Shreyank N. Gowda Panagiotis Eustratiadis Timothy M. Hospedales Laura Sevilla-Lara VOS 50 10 0 26 May 2020
A Concise Review of Recent Few-shot Meta-learning Methods Xiaoxu Li Z. Sun Jing-Hao Xue Zhanyu Ma VLM OffRL 113 133 0 22 May 2020
Large Margin Mechanism and Pseudo Query Set on Cross-Domain Few-Shot Learning Jia-Fong Yeh Hsin-Ying Lee Bing-Chen Tsai Yi-Rong Chen Ping Huang Winston H. Hsu 75 14 0 19 May 2020
MOTS: Multiple Object Tracking for General Categories Based On Few-Shot Method Xixi Xu Chao Lu Liang Zhu Xiangyang Xue Guanxian Chen Qi Guo Yining Lin Zhijian Zhao VOT 59 1 0 19 May 2020
A Biologically Inspired Feature Enhancement Framework for Zero-Shot Learning Zhongwu Xie Weipeng Cao Xizhao Wang Zhong Ming Jingjing Zhang Jiyong Zhang VLM 27 4 0 13 May 2020
Compositional Few-Shot Recognition with Primitive Discovery and Enhancing Yixiong Zou Shanghang Zhang Ke Chen Yonghong Tian Yaowei Wang J. M. F. Moura 49 27 0 12 May 2020
Dynamic Memory Induction Networks for Few-Shot Text Classification Ruiying Geng Binhua Li Yongbin Li Jian Sun Xiao-Dan Zhu 56 79 0 12 May 2020
A Comparison of Few-Shot Learning Methods for Underwater Optical and Sonar Image Classification Mateusz Ochal Jose Vazquez Y. Pétillot Sen Wang 73 26 0 10 May 2020
Generative Model-driven Structure Aligning Discriminative Embeddings for Transductive Zero-shot Learning Omkar Gune Mainak Pal Preeti Mukherjee Biplab Banerjee S. Chaudhuri VLM 32 4 0 09 May 2020
Memory-Augmented Relation Network for Few-Shot Learning J. He Richang Hong Xueliang Liu Mingliang Xu Zhengjun Zha Meng Wang 96 50 0 09 May 2020
One-Shot Object Detection without Fine-Tuning Xiang Li Lin Zhang Yau Pun Chen Yu-Wing Tai Chi-Keung Tang ObjD VLM 71 28 0 08 May 2020
Gradual Relation Network: Decoding Intuitive Upper Extremity Movement Imaginations Based on Few-Shot EEG Learning Kyung-Hwan Shim Ji-Hoon Jeong Seong-Whan Lee 10 3 0 06 May 2020
One-Shot Image Classification by Learning to Restore Prototypes Wanqi Xue Wei Wang VLM 88 52 0 04 May 2020
Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities Gong Cheng Xingxing Xie Junwei Han Lei Guo Guisong Xia VLM 133 641 0 03 May 2020
A Novel Perspective to Zero-shot Learning: Towards an Alignment of Manifold Structures via Semantic Feature Expansion Jingcai Guo Song Guo 64 50 0 30 Apr 2020
Physarum Powered Differentiable Linear Programming Layers and Applications Zihang Meng Sathya Ravi Vikas Singh 83 5 0 30 Apr 2020
Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation Nithin Holla Pushkar Mishra H. Yannakoudakis Ekaterina Shutova 88 28 0 29 Apr 2020
Deflating Dataset Bias Using Synthetic Data Augmentation Nikita Jaipuria Xianling Zhang Rohan Bhasin Mayar Arafa Punarjay Chakravarty Shubham Shrivastava Sagar Manglani Vidya N. Murali 56 65 0 28 Apr 2020
Empirical Bayes Transductive Meta-Learning with Synthetic Gradients S. Hu Pablo G. Moreno Yanghua Xiao Xin Shen G. Obozinski Neil D. Lawrence Andreas C. Damianou BDL 94 125 0 27 Apr 2020
Few-Shot Class-Incremental Learning Xiaoyu Tao Xiaopeng Hong Xinyuan Chang Songlin Dong Xing Wei Yihong Gong CLL 104 417 0 23 Apr 2020
TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition Rami Ben-Ari Mor Shpigel Ophir Azulai Udi Barzelay Daniel Rotman ViT 72 25 0 21 Apr 2020