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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
Alleviating the Incompatibility between Cross Entropy Loss and Episode Training for Few-shot Skin Disease Classification Wei-wei Zhu Haofu Liao Wenbin Li Weijian Li Jiebo Luo 86 17 0 21 Apr 2020
Dynamic Knowledge Graph-based Dialogue Generation with Improved Adversarial Meta-Learning Hongcai Xu J. Bao Gaojie Zhang 82 8 0 19 Apr 2020
Knowledge-graph based Proactive Dialogue Generation with Improved Meta-Learning Hongcai Xu J. Bao Junqing Wang 63 9 0 19 Apr 2020
A Comprehensive Overview and Survey of Recent Advances in Meta-Learning Huimin Peng VLM OffRL 90 35 0 17 Apr 2020
Continual Learning for Anomaly Detection in Surveillance Videos Keval Doshi Y. Yilmaz 392 110 0 15 Apr 2020
Regularizing Meta-Learning via Gradient Dropout Hung-Yu Tseng Yi-Wen Chen Yi-Hsuan Tsai Sifei Liu Yen-Yu Lin Ming-Hsuan Yang 66 34 0 13 Apr 2020
Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation Tiexin Qin Wenbin Li Yinghuan Shi Yang Gao 69 16 0 13 Apr 2020
Self-Supervised Tuning for Few-Shot Segmentation Kai Zhu Wei Zhai Zhengjun Zha Yang Cao 99 28 0 12 Apr 2020
MetaIQA: Deep Meta-learning for No-Reference Image Quality Assessment Hancheng Zhu Leida Li Jinjian Wu W. Dong Guangming Shi 82 286 0 11 Apr 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 418 1,998 0 11 Apr 2020
MA 3 : Model Agnostic Adversarial Augmentation for Few Shot learning Rohit Jena Shirsendu Sukanta Halder Katia Sycara VLM 20 1 0 10 Apr 2020
Training few-shot classification via the perspective of minibatch and pretraining Meiyu Huang Xueshuang Xiang Yao Xu VLM 8 2 0 10 Apr 2020
Objectness-Aware Few-Shot Semantic Segmentation Yinan Zhao Brian L. Price Scott D. Cohen Danna Gurari VLM 32 1 0 06 Apr 2020
From Generalized zero-shot learning to long-tail with class descriptors Dvir Samuel Yuval Atzmon Gal Chechik VLM 64 1 0 05 Apr 2020
Any-Shot Sequential Anomaly Detection in Surveillance Videos Keval Doshi Y. Yilmaz 148 75 0 05 Apr 2020
Knowledge Guided Metric Learning for Few-Shot Text Classification Dianbo Sui Yubo Chen B. Mao Delai Qiu Kang Liu Jun Zhao 56 25 0 04 Apr 2020
Sequential Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 68 33 0 03 Apr 2020
Scene-Adaptive Video Frame Interpolation via Meta-Learning Myungsub Choi Janghoon Choi Sungyong Baik Tae Hyun Kim Kyoung Mu Lee 93 46 0 02 Apr 2020
Revisiting Pose-Normalization for Fine-Grained Few-Shot Recognition Luming Tang Davis Wertheimer B. Hariharan 77 50 0 01 Apr 2020
Learning to Select Base Classes for Few-shot Classification Linjun Zhou Peng Cui Xu Jia Shiqiang Yang Q. Tian 94 26 0 01 Apr 2020
Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot Learning Jinhwan Seo Hong G Jung Seong-Whan Lee SSL 72 39 0 01 Apr 2020
DPGN: Distribution Propagation Graph Network for Few-shot Learning Ling Yang Liang Li Zilun Zhang Xinyu Zhou Erjin Zhou Yu Liu 104 208 0 31 Mar 2020
Learning Cross-domain Semantic-Visual Relationships for Transductive Zero-Shot Learning Fengmao Lv Jianyang Zhang Guowu Yang Lei Feng Yufeng Yu Lixin Duan VLM 37 20 0 31 Mar 2020
FGN: Fully Guided Network for Few-Shot Instance Segmentation Zhibo Fan Jin-Gang Yu Zhihao Liang Jiarong Ou Changxin Gao Guisong Xia Yuanqing Li 97 69 0 31 Mar 2020
Proxy Anchor Loss for Deep Metric Learning Sungyeon Kim Dongwon Kim Minsu Cho Suha Kwak 85 360 0 31 Mar 2020
When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey Chongzhen Zhang Jianrui Wang Gary G. Yen Chaoqiang Zhao Qiyu Sun Yang Tang Feng Qian Jürgen Kurths AAML 95 20 0 29 Mar 2020
One-Shot Domain Adaptation For Face Generation Chao Yang Ser-Nam Lim OOD CVBM 79 40 0 28 Mar 2020
One-Shot GAN Generated Fake Face Detection Hadi Mansourifar W. Shi CVBM 142 10 0 27 Mar 2020
Negative Margin Matters: Understanding Margin in Few-shot Classification Bin Liu Yue Cao Yutong Lin Qi Li Zheng Zhang Mingsheng Long Han Hu 105 323 0 26 Mar 2020
Instance Credibility Inference for Few-Shot Learning Yikai Wang C. Xu Chen Liu Li Zhang Yanwei Fu 80 164 0 26 Mar 2020
CRNet: Cross-Reference Networks for Few-Shot Segmentation Weide Liu Chi Zhang Guosheng Lin Fayao Liu SSeg 245 195 0 24 Mar 2020
NeuCrowd: Neural Sampling Network for Representation Learning with Crowdsourced Labels Y. Hao Wenbiao Ding Zitao Liu AI4TS NoLa 14 0 0 21 Mar 2020
Few-Shot Learning with Geometric Constraints Hong G Jung Seong-Whan Lee 73 49 0 20 Mar 2020
Domain-Adaptive Few-Shot Learning An Zhao Mingyu Ding Zhiwu Lu Tao Xiang Yulei Niu Jiechao Guan Ji-Rong Wen Ping Luo 67 70 0 19 Mar 2020
An Artificial Intelligence-Based System to Assess Nutrient Intake for Hospitalised Patients Ya Lu Thomai Stathopoulou Maria F. Vasiloglou Stergios Christodoulidis Z. Stanga Stavroula Mougiakakou 3DH 55 48 0 18 Mar 2020
CAFENet: Class-Agnostic Few-Shot Edge Detection Network Younghyun Park Jun Seo Jaekyun Moon 22 1 0 18 Mar 2020
Task-Adaptive Clustering for Semi-Supervised Few-Shot Classification Jun Seo Sung Whan Yoon Jaekyun Moon VLM 21 1 0 18 Mar 2020
Learning Meta Face Recognition in Unseen Domains Jianzhu Guo Xiangyu Zhu Chenxu Zhao Dong Cao Zhen Lei Stan Z. Li CVBM OOD 94 144 0 17 Mar 2020
Incremental Object Detection via Meta-Learning K. J. Joseph Jathushan Rajasegaran Salman Khan Fahad Shahbaz Khan V. Balasubramanian ObjD CLL VLM 223 102 0 17 Mar 2020
StarNet: towards Weakly Supervised Few-Shot Object Detection Leonid Karlinsky J. Shtok Amit Alfassy M. Lichtenstein Sivan Harary ... Sivan Doveh P. Sattigeri Rogerio Feris A. Bronstein Raja Giryes 84 6 0 15 Mar 2020
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Chi Zhang Yujun Cai Guosheng Lin Chunhua Shen VLM 99 119 0 15 Mar 2020
TAFSSL: Task-Adaptive Feature Sub-Space Learning for few-shot classification M. Lichtenstein P. Sattigeri Rogerio Feris Raja Giryes Leonid Karlinsky 102 77 0 14 Mar 2020
Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning Massimo Caccia Pau Rodríguez López O. Ostapenko Fabrice Normandin Min Lin ... I. Laradji Irina Rish Alexande Lacoste David Vazquez Laurent Charlin CLL KELM 70 66 0 12 Mar 2020
A Multi-task Learning Framework for Grasping-Position Detection and Few-Shot Classification Yasuto Yokota Kanata Suzuki Yuzi Kanazawa T. Takebayashi 21 4 0 12 Mar 2020
Incremental Few-Shot Object Detection Juan-Manuel Perez-Rua Xiatian Zhu Timothy M. Hospedales Tao Xiang ObjD CLL 72 218 0 10 Mar 2020
Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Yinbo Chen Zhuang Liu Huijuan Xu Trevor Darrell Xiaolong Wang 247 347 0 09 Mar 2020
Embedding Propagation: Smoother Manifold for Few-Shot Classification Pau Rodríguez I. Laradji Alexandre Drouin Alexandre Lacoste 73 196 0 09 Mar 2020
Single-View 3D Object Reconstruction from Shape Priors in Memory Shuo Yang Min Xu Haozhe Xie Stuart Perry Huanjin Yao 3DV 185 8 0 08 Mar 2020
MatchingGAN: Matching-based Few-shot Image Generation Y. Hong Li Niu Jianfu Zhang Liqing Zhang VLM GAN 110 68 0 07 Mar 2020
Lightweight Speaker Verification for Online Identification of New Speakers with Short Segments I. Vélez C. Rascón Gibran Fuentes Pineda 76 10 0 06 Mar 2020