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Prototypical Networks for Few-shot Learning

15 March 2017

Papers citing "Prototypical Networks for Few-shot Learning"

50 / 3,468 papers shown

Title
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 65 20 0 19 Oct 2018
Incremental Few-Shot Learning with Attention Attractor Networks Mengye Ren Renjie Liao Ethan Fetaya R. Zemel CLL 112 182 0 16 Oct 2018
Deep Transfer Reinforcement Learning for Text Summarization Yaser Keneshloo Naren Ramakrishnan Chandan K. Reddy 95 37 0 15 Oct 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 196 144 0 15 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 140 11 0 14 Oct 2018
Fast Context Adaptation via Meta-Learning L. Zintgraf K. Shiarlis Vitaly Kurin Katja Hofmann Shimon Whiteson 101 37 0 08 Oct 2018
Meta-Learning: A Survey Joaquin Vanschoren FedML OOD 134 761 0 08 Oct 2018
Task-Embedded Control Networks for Few-Shot Imitation Learning Stephen James Michael Bloesch Andrew J. Davison 90 136 0 08 Oct 2018
Unsupervised Learning via Meta-Learning Kyle Hsu Sergey Levine Chelsea Finn SSL OffRL 127 230 0 04 Oct 2018
Set Transformer: A Framework for Attention-based Permutation-Invariant Neural Networks Juho Lee Yoonho Lee Jungtaek Kim Adam R. Kosiorek Seungjin Choi Yee Whye Teh 151 275 0 01 Oct 2018
One-Click Annotation with Guided Hierarchical Object Detection Adithya Subramanian A. Subramanian 39 2 0 01 Oct 2018
Knowledge-guided Semantic Computing Network Guangming Shi Zhongqiang Zhang Dahua Gao Xuemei Xie Yihao Feng Xinrui Ma Danhua Liu 44 10 0 29 Sep 2018
Open-Ended Content-Style Recombination Via Leakage Filtering Karl Ridgeway Michael C. Mozer DRL VLM 34 2 0 28 Sep 2018
Aggregation of binary feature descriptors for compact scene model representation in large scale structure-from-motion applications J. Komorowski Tomasz Trzciñski 3DPC 3DV 50 0 0 28 Sep 2018
A Meta-Learning Approach for Custom Model Training Amir Erfan Eshratifar M. Abrishami David Eigen Massoud Pedram 39 6 0 21 Sep 2018
Distribution Networks for Open Set Learning Chengsheng Mao Liang Yao Yuan Luo OOD 64 2 0 20 Sep 2018
DocFace+: ID Document to Selfie Matching Yichun Shi Anil K. Jain CVBM 108 34 0 15 Sep 2018
Are You Sure You Want To Do That? Classification with Verification Harris Chan Atef Chaudhury Kevin Shen 34 0 0 07 Sep 2018
Multi-Source Domain Adaptation with Mixture of Experts Jiang Guo Darsh J. Shah Regina Barzilay 63 179 0 07 Sep 2018
One-Shot Relational Learning for Knowledge Graphs Wenhan Xiong Mo Yu Shiyu Chang Xiaoxiao Guo William Yang Wang 132 220 0 27 Aug 2018
Open Set Chinese Character Recognition using Multi-typed Attributes Sheng He Lambert Schomaker 31 9 0 27 Aug 2018
Meta-Learning for Low-Resource Neural Machine Translation Jiatao Gu Yong Wang Yun Chen Kyunghyun Cho Victor O.K. Li 104 344 0 25 Aug 2018
Transfer Learning for Estimating Causal Effects using Neural Networks Sören R. Künzel Bradly C. Stadie N. Vemuri V. Ramakrishnan Jasjeet Sekhon Pieter Abbeel CML 49 32 0 23 Aug 2018
Learning to Support: Exploiting Structure Information in Support Sets for One-Shot Learning Jinchao Liu S. Gibson Margarita Osadchy 59 8 0 22 Aug 2018
Improving Generalization via Scalable Neighborhood Component Analysis Zhirong Wu Alexei A. Efros Stella X. Yu BDL 62 146 0 14 Aug 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 116 72 0 14 Aug 2018
Attributes' Importance for Zero-Shot Pose-Classification Based on Wearable Sensors Hiroki Ohashi Mohammad Al-Naser Sheraz Ahmed Katsuyuki Nakamura Takuto Sato Andreas Dengel 31 24 0 02 Aug 2018
Saliency for Fine-grained Object Recognition in Domains with Scarce Training Data Carola Figueroa Flores Abel Gonzalez-Garcia Joost van de Weijer Bogdan Raducanu 122 50 0 01 Aug 2018
Few Shot Learning with Simplex Bowen Zhang Xifan Zhang Fan Cheng Deli Zhao 26 1 0 27 Jul 2018
The Variational Homoencoder: Learning to learn high capacity generative models from few examples Luke B. Hewitt Maxwell Nye Andreea Gane Tommi Jaakkola J. Tenenbaum BDL DRL GAN 93 68 0 24 Jul 2018
Contextual Memory Trees Wen Sun A. Beygelzimer Hal Daumé John Langford Paul Mineiro 59 9 0 17 Jul 2018
Meta-Learning with Latent Embedding Optimization Andrei A. Rusu Dushyant Rao Jakub Sygnowski Oriol Vinyals Razvan Pascanu Simon Osindero R. Hadsell 179 1,375 0 16 Jul 2018
Neural Task Graphs: Generalizing to Unseen Tasks from a Single Video Demonstration De-An Huang Suraj Nair Danfei Xu Yuke Zhu Animesh Garg Li Fei-Fei Silvio Savarese Juan Carlos Niebles 103 140 0 10 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 102 29 0 08 Jul 2018
One-shot Texture Segmentation Ivan Ustyuzhaninov Claudio Michaelis Wieland Brendel Matthias Bethge VLM 60 17 0 07 Jul 2018
Neural Processes M. Garnelo Jonathan Richard Schwarz Dan Rosenbaum Fabio Viola Danilo Jimenez Rezende S. M. Ali Eslami Yee Whye Teh BDL UQCV GP 138 517 0 04 Jul 2018
Conditional Neural Processes M. Garnelo Dan Rosenbaum Chris J. Maddison Tiago Ramalho D. Saxton Murray Shanahan Yee Whye Teh Danilo Jimenez Rezende S. M. Ali Eslami UQCV BDL 99 708 0 04 Jul 2018
Resembled Generative Adversarial Networks: Two Domains with Similar Attributes Duhyeon Bang Hyunjung Shim GAN OOD 62 5 0 03 Jul 2018
Uncertainty in Multitask Transfer Learning Alexandre Lacoste Boris N. Oreshkin Wonchang Chung Thomas Boquet Negar Rostamzadeh David M. Krueger BDL UQCV SSL 105 21 0 20 Jun 2018
Cross-modal Hallucination for Few-shot Fine-grained Recognition Frederik Pahde P. Jähnichen T. Klein Moin Nabi 94 21 0 13 Jun 2018
Bilevel Programming for Hyperparameter Optimization and Meta-Learning Luca Franceschi P. Frasconi Saverio Salzo Riccardo Grazzi Massimiliano Pontil 212 732 0 13 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 258 357 0 12 Jun 2018
RepMet: Representative-based metric learning for classification and one-shot object detection Leonid Karlinsky J. Shtok Sivan Harary Eli Schwartz Mattias Marder Rogerio Feris Raja Giryes A. Bronstein VLM ObjD 158 320 0 12 Jun 2018
Unsupervised Meta-Learning for Reinforcement Learning Abhishek Gupta Benjamin Eysenbach Chelsea Finn Sergey Levine SSL OffRL 138 107 0 12 Jun 2018
MSplit LBI: Realizing Feature Selection and Dense Estimation Simultaneously in Few-shot and Zero-shot Learning Bo Zhao Xinwei Sun Yanwei Fu Yuan Yao Yizhou Wang 67 23 0 12 Jun 2018
Bayesian Model-Agnostic Meta-Learning Taesup Kim Jaesik Yoon Ousmane Amadou Dia Sungwoong Kim Yoshua Bengio Sungjin Ahn UQCV BDL 323 504 0 11 Jun 2018
Auto-Meta: Automated Gradient Based Meta Learner Search Jaehong Kim Sangyeul Lee Sungwan Kim Moonsu Cha Jung Kwon Lee Youngduck Choi Yongseok Choi Dong-Yeon Cho Jiwon Kim AI4CE 73 39 0 11 Jun 2018
Adversarial Meta-Learning Chengxiang Yin Jian Tang Zhiyuan Xu Yanzhi Wang 100 42 0 08 Jun 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 340 674 0 07 Jun 2018