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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
Large-scale Tag-based Font Retrieval with Generative Feature Learning Tianlang Chen Zhaowen Wang N. Xu Hailin Jin Jiebo Luo 3DV VLM 52 28 0 04 Sep 2019
TGG: Transferable Graph Generation for Zero-shot and Few-shot Learning Chenrui Zhang Xiaoqing Lyu Zhi Tang 65 30 0 30 Aug 2019
Neural Snowball for Few-Shot Relation Learning Tianyu Gao Xu Han Ruobing Xie Zhiyuan Liu Fen Lin Leyu Lin Maosong Sun 97 79 0 29 Aug 2019
Large-Scale Historical Watermark Recognition: dataset and a new consistency-based approach Xi Shen Ilaria Pastrolin Oumayma Bounou Spyros Gidaris Marc Smith Olivier Poncet Mathieu Aubry 26 16 0 27 Aug 2019
Learning Continually from Low-shot Data Stream Canyu Le Xihan Wei Biao Wang L. Zhang Zhonggui Chen CLL 24 3 0 27 Aug 2019
An Introduction to Advanced Machine Learning : Meta Learning Algorithms, Applications and Promises F. Mohammadi M. Amini H. Arabnia OffRL 65 22 0 26 Aug 2019
A Semantics-Guided Class Imbalance Learning Model for Zero-Shot Classification Zhong Ji Xuejie Yu YunLong Yu Yanwei Pang Zhongfei Zhang VLM 55 2 0 26 Aug 2019
Self-reinforcing Unsupervised Matching Jiang Lu Lei Li Changshui Zhang 54 5 0 23 Aug 2019
When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification Shumin Deng Ningyu Zhang Zhanlin Sun Jiaoyan Chen Huajun Chen VLM 79 45 0 22 Aug 2019
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Kaixin Wang Jun Hao Liew Yingtian Zou Daquan Zhou Jiashi Feng VLM 84 1,074 0 18 Aug 2019
Few-shot Text Classification with Distributional Signatures Yujia Bao Menghua Wu Shiyu Chang Regina Barzilay 92 168 0 16 Aug 2019
Transferable Contrastive Network for Generalized Zero-Shot Learning Huajie Jiang Ruiping Wang Shiguang Shan Xilin Chen VLM 101 176 0 16 Aug 2019
Few-Shot Learning with Global Class Representations Tiange Luo Aoxue Li Tao Xiang Weiran Huang Liwei Wang 125 114 0 14 Aug 2019
Memory-Based Neighbourhood Embedding for Visual Recognition Suichan Li Dapeng Chen B. Liu Nenghai Yu Rui Zhao 127 39 0 14 Aug 2019
Meta Reasoning over Knowledge Graphs Hong Wang Wenhan Xiong Mo Yu Xiaoxiao Guo Shiyu Chang William Yang Wang ReLM LRM 75 8 0 13 Aug 2019
Towards Deep Learning-Based EEG Electrode Detection Using Automatically Generated Labels N. Gessert M. Gromniak M. Bengs L. Matthäus Alexander Schlaefer 35 1 0 12 Aug 2019
Visual and Semantic Prototypes-Jointly Guided CNN for Generalized Zero-shot Learning Chuanxing Geng Lue Tao Songcan Chen ObjD 34 0 0 12 Aug 2019
Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector Qi Fan Wei Zhuo Chi-Keung Tang Yu-Wing Tai ObjD 174 533 0 06 Aug 2019
Learning to Generalize to Unseen Tasks with Bilevel Optimization Hayeon Lee Donghyun Na Haebeom Lee Sung Ju Hwang 31 1 0 05 Aug 2019
Low-Rank Pairwise Alignment Bilinear Network For Few-Shot Fine-Grained Image Classification Huaxi Huang Junjie Zhang Jian Zhang Jingsong Xu Qiang Wu 131 122 0 04 Aug 2019
Permutation-invariant Feature Restructuring for Correlation-aware Image Set-based Recognition Xiaofeng Liu Zhenhua Guo Site Li Lingsheng Kong P. Jia J. You B. V. Kumar CVBM 94 32 0 03 Aug 2019
Dolphin: A Spoken Language Proficiency Assessment System for Elementary Education Wenbiao Ding Guowei Xu Tianqiao Liu Weiping Fu Y. Song Chaoyou Guo Cong Kong Songfan Yang Gale Yan Huang Zitao Liu 45 21 0 01 Aug 2019
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation Xiang Li Tianhan Wei Yau Pun Chen Yu-Wing Tai Chi-Keung Tang VLM 89 249 0 29 Jul 2019
Charting the Right Manifold: Manifold Mixup for Few-shot Learning Puneet Mangla M. Singh Abhishek Sinha Nupur Kumari V. Balasubramanian Balaji Krishnamurthy SSL 113 329 0 28 Jul 2019
Uncertainty in Model-Agnostic Meta-Learning using Variational Inference Cuong C. Nguyen Thanh-Toan Do G. Carneiro OOD BDL UQCV 83 54 0 27 Jul 2019
Few-shot Learning for Domain-specific Fine-grained Image Classification Xin Sun Hongwei Xv Junyu Dong Qiong Li Changrui Chen 95 63 0 23 Jul 2019
Bayesian Zero-Shot Learning Sarkhan Badirli Zeynep Akata M. M. Dundar BDL VLM 67 6 0 22 Jul 2019
Relational Generalized Few-Shot Learning Xiahan Shi Leonard Salewski Martin Schiegg Zeynep Akata Max Welling 78 24 0 22 Jul 2019
Automatic detection of rare pathologies in fundus photographs using few-shot learning G. Quellec M. Lamard Pierre-Henri Conze P. Massin B. Cochener 81 77 0 22 Jul 2019
TARN: Temporal Attentive Relation Network for Few-Shot and Zero-Shot Action Recognition M. Bishay Georgios Zoumpourlis Ioannis Patras ViT 89 155 0 21 Jul 2019
Learning Effective Embeddings From Crowdsourced Labels: An Educational Case Study Guowei Xu Wenbiao Ding Jiliang Tang Songfan Yang Gale Yan Huang Zitao Liu SSL 41 12 0 18 Jul 2019
How much real data do we actually need: Analyzing object detection performance using synthetic and real data F. Nowruzi Prince Kapoor Dhanvin Kolhatkar Fahed Al Hassanat R. Laganière Julien Rebut 76 78 0 16 Jul 2019
Dual Adversarial Semantics-Consistent Network for Generalized Zero-Shot Learning Jiancheng Ni Shanghang Zhang Haiyong Xie GAN 73 76 0 12 Jul 2019
Revisiting Metric Learning for Few-Shot Image Classification Xiaomeng Li Lequan Yu Chi-Wing Fu Meng Fang Pheng-Ann Heng VLM 93 96 0 06 Jul 2019
Difficulty-aware Meta-learning for Rare Disease Diagnosis Xuelong Li Lequan Yu Yueming Jin Chi-Wing Fu Lei Xing Pheng-Ann Heng 71 65 0 30 Jun 2019
Frame attention networks for facial expression recognition in videos Debin Meng Xiaojiang Peng Kai Wang Yu Qiao CVBM 74 170 0 29 Jun 2019
Few-Shot Video Classification via Temporal Alignment Kaidi Cao Jingwei Ji Zhangjie Cao C. Chang Juan Carlos Niebles AI4TS 93 242 0 27 Jun 2019
Few-Shot Sequence Labeling with Label Dependency Transfer and Pair-wise Embedding Yutai Hou Zhihan Zhou Yijia Liu Ning Wang Wanxiang Che Han Liu Ting Liu 71 9 0 20 Jun 2019
The Functional Neural Process Christos Louizos Xiahan Shi Klamer Schutte Max Welling BDL 75 77 0 19 Jun 2019
Boosting Supervision with Self-Supervision for Few-shot Learning Jong-Chyi Su Subhransu Maji B. Hariharan SSL AI4MH 63 19 0 17 Jun 2019
Learning to Forget for Meta-Learning Sungyong Baik Seokil Hong Kyoung Mu Lee CLL KELM 75 89 0 13 Jun 2019
Semantics to Space(S2S): Embedding semantics into spatial space for zero-shot verb-object query inferencing Sungmin Eum H. Kwon 38 3 0 13 Jun 2019
Boosting Few-Shot Visual Learning with Self-Supervision Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 103 406 0 12 Jun 2019
Weakly-supervised Compositional FeatureAggregation for Few-shot Recognition Ping Hu Ximeng Sun Kate Saenko Stan Sclaroff OCL CoGe 75 25 0 11 Jun 2019
Progressive Cluster Purification for Transductive Few-shot Learning Chenyang Si Wentao Chen Wei Wang Liang Wang Tieniu Tan VLM 34 1 0 10 Jun 2019
Zero-Shot Image Classification Using Coupled Dictionary Embedding Mohammad Rostami Soheil Kolouri Zak Murez Yuri Owekcho Eric Eaton Kuyngnam Kim VLM 30 15 0 10 Jun 2019
Learning Adaptive Classifiers Synthesis for Generalized Few-Shot Learning Han-Jia Ye Hexiang Hu De-Chuan Zhan 104 59 0 07 Jun 2019
Baby steps towards few-shot learning with multiple semantics Eli Schwartz Leonid Karlinsky Rogerio Feris Raja Giryes A. Bronstein VLM 110 106 0 05 Jun 2019
Discriminative Few-Shot Learning Based on Directional Statistics Junyoung Park Subin Yi Yongseok Choi D.-Y. Cho Jiwon Kim 10 4 0 05 Jun 2019
Learning to Self-Train for Semi-Supervised Few-Shot Classification Xinzhe Li Qianru Sun Yaoyao Liu Shibao Zheng Qin Zhou Tat-Seng Chua Bernt Schiele SSL 76 271 0 03 Jun 2019