Prototypical Networks for Few-shot Learning

15 March 2017

Papers citing "Prototypical Networks for Few-shot Learning"

50 / 1,375 papers shown

Title
Generalized Few-Shot Video Classification with Video Retrieval and Feature Generation Yongqin Xian Bruno Korbar Matthijs Douze Lorenzo Torresani Bernt Schiele Zeynep Akata VGen 18 18 0 09 Jul 2020
Predicting the Accuracy of a Few-Shot Classifier Myriam Bontonou Louis Bethune Vincent Gripon 8 4 0 08 Jul 2020
Adaptive Risk Minimization: Learning to Adapt to Domain Shift Marvin Zhang Henrik Marklund Nikita Dhawan Abhishek Gupta Sergey Levine Chelsea Finn OOD 13 199 0 06 Jul 2020
Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs Meng Qu Tianyu Gao Louis-Pascal Xhonneux Jian Tang BDL 31 106 0 05 Jul 2020
Classification of cancer pathology reports: a large-scale comparative study S. Martina L. Ventura P. Frasconi 27 11 0 29 Jun 2020
Leveraging Siamese Networks for One-Shot Intrusion Detection Model Hanan Hindy Christos Tachtatzis Robert C. Atkinson David Brosset Miroslav Bures I. Andonovic W. Michie X. Bellekens AAML 11 25 0 27 Jun 2020
Graph Prototypical Networks for Few-shot Learning on Attributed Networks Kaize Ding Jianling Wang Jundong Li Kai Shu Chenghao Liu Huan Liu 25 156 0 23 Jun 2020
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation Ali Hatamizadeh SSeg 31 3 0 23 Jun 2020
Few-shot 3D Point Cloud Semantic Segmentation Na Zhao Tat-Seng Chua Gim Hee Lee 3DPC 39 105 0 22 Jun 2020
Generalized Zero and Few-Shot Transfer for Facial Forgery Detection Shivangi Aneja Matthias Nießner 21 42 0 21 Jun 2020
A Universal Representation Transformer Layer for Few-Shot Image Classification Lu Liu William L. Hamilton Guodong Long Jing Jiang Hugo Larochelle ViT 29 125 0 21 Jun 2020
Unsupervised Image Classification for Deep Representation Learning Weijie Chen Shiliang Pu Di Xie Shicai Yang Yilu Guo Luojun Lin SSL VLM 31 14 0 20 Jun 2020
Self-Supervised Prototypical Transfer Learning for Few-Shot Classification Carlos Medina A. Devos Matthias Grossglauser SSL 26 50 0 19 Jun 2020
Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax Yu Li Tao Wang Bingyi Kang Sheng Tang Chunfeng Wang Jintao Li Jiashi Feng 33 262 0 18 Jun 2020
Extensively Matching for Few-shot Learning Event Detection Viet Dac Lai Franck Dernoncourt Thien Huu Nguyen 26 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 31 91 0 17 Jun 2020
Convergence of Meta-Learning with Task-Specific Adaptation over Partial Parameters Kaiyi Ji Jason D. Lee Yingbin Liang H. Vincent Poor 26 74 0 16 Jun 2020
Model-based Adversarial Meta-Reinforcement Learning Zichuan Lin G. Thomas Guangwen Yang Tengyu Ma OOD 27 52 0 16 Jun 2020
Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning Sungyong Seo Chuizheng Meng Sirisha Rambhatla Yan Liu AI4CE 23 11 0 15 Jun 2020
Graph Meta Learning via Local Subgraphs Kexin Huang Marinka Zitnik 42 161 0 14 Jun 2020
Few-shot Object Detection on Remote Sensing Images J. Deng Xiang Li Yi Fang ObjD 18 131 0 14 Jun 2020
Task-similarity Aware Meta-learning through Nonparametric Kernel Regression Arun Venkitaraman Anders Hansson B. Wahlberg 33 8 0 12 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 26 103 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 27 34 0 11 Jun 2020
Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction Jinheon Baek Dong Bok Lee Sung Ju Hwang 19 87 0 11 Jun 2020
Dataset Condensation with Gradient Matching Bo Zhao Konda Reddy Mopuri Hakan Bilen DD 41 479 0 10 Jun 2020
Simultaneous Perturbation Stochastic Approximation for Few-Shot Learning Andrei Boiarov O. Granichin O. Granichina 45 6 0 09 Jun 2020
Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation Xiang Jiang Qicheng Lao Stan Matwin Mohammad Havaei 33 110 0 09 Jun 2020
Beyond Triplet Loss: Meta Prototypical N-tuple Loss for Person Re-identification Zhizheng Zhang Cuiling Lan Wenjun Zeng Zhibo Chen Shih-Fu Chang 32 12 0 08 Jun 2020
Are We Hungry for 3D LiDAR Data for Semantic Segmentation? A Survey and Experimental Study Biao Gao Yancheng Pan Chengkun Li Sibo Geng Huijing Zhao 3DPC 29 25 0 08 Jun 2020
Multi-view Contrastive Learning for Online Knowledge Distillation Chuanguang Yang Zhulin An Yongjun Xu 24 23 0 07 Jun 2020
Distributionally Robust Weighted $k$ -Nearest Neighbors Shixiang Zhu Liyan Xie Minghe Zhang Rui Gao Yao Xie OOD 21 7 0 07 Jun 2020
Interpretable Time-series Classification on Few-shot Samples Wensi Tang Lu Liu Guodong Long AI4TS 8 20 0 03 Jun 2020
Boosting Few-Shot Learning With Adaptive Margin Loss Aoxue Li Weiran Huang Xu Lan Jiashi Feng Zhenguo Li Liwei Wang 24 193 0 28 May 2020
Few-Shot Open-Set Recognition using Meta-Learning Bo Liu Hao Kang Haoxiang Li G. Hua Nuno Vasconcelos BDL EDL 28 89 0 27 May 2020
Fine-Grain Few-Shot Vision via Domain Knowledge as Hyperspherical Priors B. Haney Alexander Lavin 19 4 0 23 May 2020
Prototypical Q Networks for Automatic Conversational Diagnosis and Few-Shot New Disease Adaption Hongyin Luo Shang-Wen Li James R. Glass BDL MedIm 27 9 0 19 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 23 14 0 19 May 2020
Two-View Fine-grained Classification of Plant Species Voncarlos M. Araújo A. Britto L. S. Oliveira Alessandro Lameiras Koerich 27 20 0 18 May 2020
Metric Learning for Keyword Spotting Jaesung Huh Minjae Lee Hee-Soo Heo Seongkyu Mun Joon Son Chung 21 23 0 18 May 2020
One-Shot Recognition of Manufacturing Defects in Steel Surfaces Aditya M. Deshpande A. Minai Manish Kumar 16 58 0 12 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 87 956 0 11 May 2020
Memory-Augmented Relation Network for Few-Shot Learning J. He Richang Hong Xueliang Liu Mingliang Xu Zhengjun Zha Meng Wang 21 47 0 09 May 2020
One-Shot Image Classification by Learning to Restore Prototypes Wanqi Xue Wei Wang VLM 19 52 0 04 May 2020
Physarum Powered Differentiable Linear Programming Layers and Applications Zihang Meng Sathya Ravi Vikas Singh 32 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 42 28 0 29 Apr 2020
Zero-Shot Learning and its Applications from Autonomous Vehicles to COVID-19 Diagnosis: A Review Mahdi Rezaei Mahsa Shahidi 29 53 0 29 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 30 125 0 27 Apr 2020
Few-Shot Class-Incremental Learning Xiaoyu Tao Xiaopeng Hong Xinyuan Chang Songlin Dong Xing Wei Yihong Gong CLL 39 403 0 23 Apr 2020
Diagram Image Retrieval using Sketch-Based Deep Learning and Transfer Learning Manish Bhattarai Diane Oyen Juan Castorena Liping Yang B. Wohlberg 14 9 0 22 Apr 2020