Prototypical Networks for Few-shot Learning

15 March 2017

Papers citing "Prototypical Networks 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 51 17 0 21 Apr 2020
OSLNet: Deep Small-Sample Classification with an Orthogonal Softmax Layer Xiaoxu Li Dongliang Chang Zhanyu Ma Zheng-Hua Tan Jing-Hao Xue Jie Cao Jingyi Yu Jun Guo 28 32 0 20 Apr 2020
A Comprehensive Overview and Survey of Recent Advances in Meta-Learning Huimin Peng VLM OffRL 28 35 0 17 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 22 34 0 13 Apr 2020
Self-Supervised Tuning for Few-Shot Segmentation Kai Zhu Wei Zhai Zhengjun Zha Yang Cao 16 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 53 275 0 11 Apr 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 100 1,939 0 11 Apr 2020
Orthogonal Over-Parameterized Training Weiyang Liu Rongmei Lin Zhen Liu James M. Rehg Liam Paull Li Xiong Le Song Adrian Weller 32 41 0 09 Apr 2020
More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction Xu Han Tianyu Gao Yankai Lin Hao Peng Yaoliang Yang Chaojun Xiao Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 32 132 0 07 Apr 2020
Meta-Learning for Short Utterance Speaker Recognition with Imbalance Length Pairs Seong Min Kye Youngmoon Jung Haebeom Lee Sung Ju Hwang Hoirin Kim 38 49 0 06 Apr 2020
Learning to Select Base Classes for Few-shot Classification Linjun Zhou Peng Cui Xu Jia Shiqiang Yang Q. Tian 22 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 18 39 0 01 Apr 2020
Knowledge as Priors: Cross-Modal Knowledge Generalization for Datasets without Superior Knowledge Long Zhao Xi Peng Yuxiao Chen Mubbasir Kapadia Dimitris N. Metaxas 16 66 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 23 205 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 29 69 0 31 Mar 2020
MetaFuse: A Pre-trained Fusion Model for Human Pose Estimation Rongchang Xie Chunyu Wang Yizhou Wang 21 26 0 30 Mar 2020
Learning to Learn Single Domain Generalization Fengchun Qiao Long Zhao Xi Peng OOD 57 433 0 30 Mar 2020
Self-Supervised Learning for Domain Adaptation on Point-Clouds Idan Achituve Haggai Maron Gal Chechik 3DPC 40 160 0 29 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 35 20 0 29 Mar 2020
One-Shot GAN Generated Fake Face Detection Hadi Mansourifar W. Shi CVBM 22 10 0 27 Mar 2020
Negative Margin Matters: Understanding Margin in Few-shot Classification Bin Liu Yue Cao Yutong Lin Qi Li Zheng-Wei Zhang Mingsheng Long Han Hu 37 318 0 26 Mar 2020
In defence of metric learning for speaker recognition Joon Son Chung Jaesung Huh Seongkyu Mun Minjae Lee Hee-Soo Heo Soyeon Choe Chiheon Ham Sung-Ye Jung Bong-Jin Lee Icksang Han 32 433 0 26 Mar 2020
Instance Credibility Inference for Few-Shot Learning Yikai Wang C. Xu Chen Liu Li Zhang Yanwei Fu 27 160 0 26 Mar 2020
CRNet: Cross-Reference Networks for Few-Shot Segmentation Weide Liu Chi Zhang Guosheng Lin Fayao Liu SSeg 163 192 0 24 Mar 2020
Cross-domain Object Detection through Coarse-to-Fine Feature Adaptation Yangtao Zheng Di Huang Songtao Liu Yunhong Wang ObjD 168 199 0 23 Mar 2020
Additive Angular Margin for Few Shot Learning to Classify Clinical Endoscopy Images Sharib Ali Binod Bhattarai Tae-Kyun Kim J. Rittscher 43 18 0 23 Mar 2020
Weighted Meta-Learning Diana Cai Rishit Sheth Lester W. Mackey Nicolò Fusi 41 12 0 20 Mar 2020
Few-Shot Learning with Geometric Constraints Hong G Jung Seong-Whan Lee 33 49 0 20 Mar 2020
Efficient Deep Representation Learning by Adaptive Latent Space Sampling Yuanhan Mo Shuo Wang Chengliang Dai Rui Zhou Z. Teng Wenjia Bai Yike Guo 29 0 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 14 46 0 18 Mar 2020
Adaptive-Step Graph Meta-Learner for Few-Shot Graph Classification Ning Ma Jiajun Bu Jieyu Yang Zhen Zhang Chengwei Yao Zhi Yu Sheng Zhou Xifeng Yan 34 5 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 24 142 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 179 98 0 17 Mar 2020
Frustratingly Simple Few-Shot Object Detection Xin Wang Thomas E. Huang Trevor Darrell Joseph E. Gonzalez Feng Yu ObjD 104 544 0 16 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 14 6 0 15 Mar 2020
Embedding Propagation: Smoother Manifold for Few-Shot Classification Pau Rodríguez I. Laradji Alexandre Drouin Alexandre Lacoste 4 192 0 09 Mar 2020
Transferring Cross-domain Knowledge for Video Sign Language Recognition Dongxu Li Xin Yu Chenchen Xu L. Petersson Hongdong Li SLR 36 104 0 08 Mar 2020
Lightweight Speaker Verification for Online Identification of New Speakers with Short Segments I. Vélez C. Rascón Gibran Fuentes Pineda 29 10 0 06 Mar 2020
PAC-Bayes meta-learning with implicit task-specific posteriors Cuong C. Nguyen Thanh-Toan Do G. Carneiro BDL 51 7 0 05 Mar 2020
Learning Representations by Predicting Bags of Visual Words Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 32 117 0 27 Feb 2020
Meta-Transfer Learning for Zero-Shot Super-Resolution Jae Woong Soh Sunwoo Cho N. Cho SupR 30 283 0 27 Feb 2020
Generalized Product Quantization Network for Semi-supervised Image Retrieval Young Kyun Jang N. Cho 26 38 0 26 Feb 2020
Memory-Based Graph Networks Amir Hosein Khas Ahmadi Kaveh Hassani Parsa Moradi Leo Lee Q. Morris GNN 31 90 0 21 Feb 2020
Few-shot acoustic event detection via meta-learning Bowen Shi Ming Sun Krishna C. Puvvada Chieh-Chi Kao Spyros Matsoukas Chao Wang 30 60 0 21 Feb 2020
Theoretical Convergence of Multi-Step Model-Agnostic Meta-Learning Kaiyi Ji Junjie Yang Yingbin Liang 28 49 0 18 Feb 2020
An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality Silviu Pitis Harris Chan Kiarash Jamali Jimmy Ba 8 24 0 14 Feb 2020
Exploiting the Matching Information in the Support Set for Few Shot Event Classification Viet Dac Lai Franck Dernoncourt Thien Huu Nguyen 23 40 0 13 Feb 2020
Local Nonparametric Meta-Learning Wonjoon Goo S. Niekum 34 3 0 09 Feb 2020
Task Augmentation by Rotating for Meta-Learning Jialin Liu Rongrong Ji Chih-Min Lin 67 33 0 08 Feb 2020
Meta-learning framework with applications to zero-shot time-series forecasting Boris N. Oreshkin Dmitri Carpov Nicolas Chapados Yoshua Bengio UQCV AI4TS AI4CE 41 106 0 07 Feb 2020