Prototypical Networks for Few-shot Learning

15 March 2017

Papers citing "Prototypical Networks for Few-shot Learning"

50 / 1,375 papers shown

Title
Few-Shot Learning as Domain Adaptation: Algorithm and Analysis Jiechao Guan Zhiwu Lu Tao Xiang Ji-Rong Wen 11 12 0 06 Feb 2020
Limitations of weak labels for embedding and tagging Nicolas Turpault Romain Serizel Emmanuel Vincent 26 9 0 05 Feb 2020
A Machine Consciousness architecture based on Deep Learning and Gaussian Processes E.C. Garrido-Merchán M. Molina AI4CE 22 11 0 02 Feb 2020
Few-Shot Scene Adaptive Crowd Counting Using Meta-Learning Mahesh Kumar Krishna Reddy M. Hossain Mrigank Rochan Yang Wang 28 40 0 01 Feb 2020
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Hung-Yu Tseng Hsin-Ying Lee Jia-Bin Huang Ming-Hsuan Yang 32 387 0 23 Jan 2020
Optimized Generic Feature Learning for Few-shot Classification across Domains Tonmoy Saikia Thomas Brox Cordelia Schmid VLM 30 48 0 22 Jan 2020
Learning to Augment Expressions for Few-shot Fine-grained Facial Expression Recognition Wenxuan Wang Yanwei Fu Qiang Sun Tao Chen Chenjie Cao Ziqi Zheng Guoqiang Xu Han Qiu Yu-Gang Jiang Xiangyang Xue CVBM 29 14 0 17 Jan 2020
Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning Hongguang Zhang Piotr Koniusz Songlei Jian Hongdong Li Philip Torr SSL 39 60 0 12 Jan 2020
Few-shot Action Recognition with Permutation-invariant Attention Hongguang Zhang Li Zhang Xiaojuan Qi Hongdong Li Philip Torr Piotr Koniusz 27 3 0 12 Jan 2020
Fine-grained Image-to-Image Transformation towards Visual Recognition Wei Xiong Yutong He Yixuan Zhang Wenhan Luo Lin Ma Jiebo Luo CVBM 35 26 0 12 Jan 2020
Fast Adaptation to Super-Resolution Networks via Meta-Learning Seobin Park Jinsu Yoo Donghyeon Cho Jiwon Kim Tae Hyun Kim SupR 23 83 0 09 Jan 2020
Diversity Transfer Network for Few-Shot Learning Mengting Chen Yuxin Fang Xinggang Wang Heng Luo Yifeng Geng Xinyu Zhang Chang Huang Wenyu Liu Bo Wang 20 69 0 31 Dec 2019
Big Transfer (BiT): General Visual Representation Learning Alexander Kolesnikov Lucas Beyer Xiaohua Zhai J. Puigcerver Jessica Yung Sylvain Gelly N. Houlsby MQ 114 1,183 0 24 Dec 2019
Measuring Dataset Granularity Huayu Chen Zeqi Gu D. Mahajan Laurens van der Maaten Serge J. Belongie Ser-Nam Lim 29 13 0 21 Dec 2019
Locality and compositionality in zero-shot learning Tristan Sylvain Linda Petrini R. Devon Hjelm 24 56 0 20 Dec 2019
Meta-Graph: Few Shot Link Prediction via Meta Learning A. Bose Ankit Jain Piero Molino William L. Hamilton 30 63 0 20 Dec 2019
Continuous Meta-Learning without Tasks James Harrison Apoorva Sharma Chelsea Finn Marco Pavone CLL OOD 32 79 0 18 Dec 2019
Machine Unlearning Lucas Bourtoule Varun Chandrasekaran Christopher A. Choquette-Choo Hengrui Jia Adelin Travers Baiwu Zhang David Lie Nicolas Papernot MU 65 818 0 09 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 27 132 0 06 Dec 2019
Adjusting Decision Boundary for Class Imbalanced Learning Byungju Kim Junmo Kim 30 76 0 04 Dec 2019
Distance-Based Learning from Errors for Confidence Calibration Chen Xing Sercan O. Arik Zizhao Zhang Tomas Pfister FedML 23 39 0 03 Dec 2019
One-Shot Object Detection with Co-Attention and Co-Excitation Ting-I Hsieh Yi-Chen Lo Hwann-Tzong Chen Tyng-Luh Liu ObjD 33 165 0 28 Nov 2019
Learning Multi-level Weight-centric Features for Few-shot Learning Min-Siong Liang Shaoli Huang Shirui Pan Biwei Huang Wei Liu 30 10 0 28 Nov 2019
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 31 136 0 25 Nov 2019
Deep Anomaly Detection with Deviation Networks Guansong Pang Chunhua Shen Anton Van Den Hengel 28 351 0 19 Nov 2019
Open Cross-Domain Visual Search William Thong Pascal Mettes Cees G. M. Snoek 30 13 0 19 Nov 2019
An explanation method for Siamese neural networks Lev V. Utkin M. Kovalev E. Kasimov 27 14 0 18 Nov 2019
Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation Juncheng Li Xinze Wang Siliang Tang Haizhou Shi Fei Wu Yueting Zhuang William Yang Wang SSL 46 68 0 18 Nov 2019
Prototypical Networks for Multi-Label Learning Zhuo Yang Yufei Han Guoxian Yu Qiang Yang Xiangliang Zhang 23 8 0 17 Nov 2019
Meta-Reinforced Synthetic Data for One-Shot Fine-Grained Visual Recognition Satoshi Tsutsui Yanwei Fu David J. Crandall 16 37 0 17 Nov 2019
Self-Supervised Learning For Few-Shot Image Classification Da Chen YueFeng Chen Yuhong Li Feng Mao Yuan He Hui Xue SSL 16 108 0 14 Nov 2019
Metric Learning with Background Noise Class for Few-shot Detection of Rare Sound Events Kazuki Shimada Yuichiro Koyama A. Inoue 30 23 0 30 Oct 2019
Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation Risto Vuorio Shao-Hua Sun Hexiang Hu Joseph J. Lim 32 219 0 30 Oct 2019
Neural Similarity Learning Weiyang Liu Zhen Liu James M. Rehg Le Song 27 29 0 28 Oct 2019
HIDRA: Head Initialization across Dynamic targets for Robust Architectures Rafael Rêgo Drumond L. Brinkmeyer Josif Grabocka Lars Schmidt-Thieme 21 4 0 28 Oct 2019
AMP0: Species-Specific Prediction of Anti-microbial Peptides using Zero and Few Shot Learning Sadaf Gull F. Minhas 29 10 0 28 Oct 2019
Meta Learning for End-to-End Low-Resource Speech Recognition Jui-Yang Hsu Yuan-Jui Chen Hung-yi Lee 30 103 0 26 Oct 2019
Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection Shumin Deng Ningyu Zhang Jiaojian Kang Yichi Zhang Wei Zhang Huajun Chen 31 131 0 25 Oct 2019
Meta-learning for robust child-adult classification from speech Nithin Rao Koluguri Manoj Kumar So Hyun Kim C. Lord Shrikanth Narayanan 28 19 0 24 Oct 2019
Identifying Unknown Instances for Autonomous Driving K. Wong Shenlong Wang Mengye Ren Ming Liang R. Urtasun 22 110 0 24 Oct 2019
A Prototypical Triplet Loss for Cover Detection Guillaume Doras Geoffroy Peeters 16 17 0 22 Oct 2019
Convolutional Prototype Learning for Zero-Shot Recognition Zhizhe Liu Xingxing Zhang Zhenfeng Zhu Shuai Zheng Yao Zhao Jian Cheng VLM 17 19 0 22 Oct 2019
Decoupling Representation and Classifier for Long-Tailed Recognition Bingyi Kang Saining Xie Marcus Rohrbach Zhicheng Yan Albert Gordo Jiashi Feng Yannis Kalantidis OODD 106 1,190 0 21 Oct 2019
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 212 634 0 17 Oct 2019
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao Xu Han Hao Zhu Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 211 244 0 16 Oct 2019
A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification Varun Kumar Hadrien Glaude Cyprien de Lichy William Campbell 26 83 0 09 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 31 168 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 56 162 0 07 Oct 2019
Rekall: Specifying Video Events using Compositions of Spatiotemporal Labels Daniel Y. Fu Will Crichton James Hong Xinwei Yao Haotian Zhang A. Truong A. Narayan Maneesh Agrawala Christopher Ré Kayvon Fatahalian 19 48 0 07 Oct 2019
Meta-Transfer Learning through Hard Tasks Qianru Sun Yaoyao Liu Zhaozheng Chen Tat-Seng Chua Bernt Schiele 14 98 0 07 Oct 2019