Prototypical Networks for Few-shot Learning

15 March 2017

Papers citing "Prototypical Networks for Few-shot Learning"

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Title
Interventional Few-Shot Learning Zhongqi Yue Hanwang Zhang Qianru Sun Xiansheng Hua 28 225 0 28 Sep 2020
Few-shot Object Detection with Self-adaptive Attention Network for Remote Sensing Images Zixuan Xiao Wei Xue P. Zhong 33 32 0 26 Sep 2020
Attribute Propagation Network for Graph Zero-shot Learning Lu Liu Dinesh Manocha Guodong Long Jing Jiang Chengqi Zhang VLM 27 75 0 24 Sep 2020
Fair Meta-Learning For Few-Shot Classification Chengli Zhao Changbin Li Jincheng Li Feng Chen FaML 21 26 0 23 Sep 2020
Composed Variational Natural Language Generation for Few-shot Intents Congying Xia Caiming Xiong Philip Yu R. Socher VLM DRL 27 31 0 21 Sep 2020
Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition Tianshui Chen Liang Lin Riquan Chen X. Hui Hefeng Wu 23 153 0 20 Sep 2020
Weak-shot Fine-grained Classification via Similarity Transfer Junjie Chen Li Niu Liu Liu Liqing Zhang 36 21 0 19 Sep 2020
'Less Than One'-Shot Learning: Learning N Classes From M<N Samples Ilia Sucholutsky Matthias Schonlau VLM 24 42 0 17 Sep 2020
Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Tsendsuren Munkhdalai Andrew McCallum SSL VLM 35 87 0 17 Sep 2020
Augmented Natural Language for Generative Sequence Labeling Ben Athiwaratkun Cicero Nogueira dos Santos Jason Krone Bing Xiang VLM 19 61 0 15 Sep 2020
SML: Semantic Meta-learning for Few-shot Semantic Segmentation Ayyappa Kumar Pambala Titir Dutta Soma Biswas 24 22 0 14 Sep 2020
Federated Model Distillation with Noise-Free Differential Privacy Lichao Sun Lingjuan Lyu FedML 34 106 0 11 Sep 2020
Imbalanced Continual Learning with Partitioning Reservoir Sampling C. Kim Jinseo Jeong Gunhee Kim CLL 32 101 0 08 Sep 2020
Information Theoretic Meta Learning with Gaussian Processes Michalis K. Titsias Francisco J. R. Ruiz Sotirios Nikoloutsopoulos Alexandre Galashov FedML 41 15 0 07 Sep 2020
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation Sicheng Zhao Xiangyu Yue Shanghang Zhang Yue Liu Han Zhao ... Ravi Krishna Joseph E. Gonzalez Alberto L. Sangiovanni-Vincentelli S. Seshia Kurt Keutzer 53 264 0 01 Sep 2020
Few-Shot Object Detection via Knowledge Transfer Geonuk Kim Hong G Jung Seong-Whan Lee ObjD 32 27 0 28 Aug 2020
Adaptively-Accumulated Knowledge Transfer for Partial Domain Adaptation Taotao Jing Haifeng Xia Zhengming Ding 23 29 0 27 Aug 2020
Bias-Awareness for Zero-Shot Learning the Seen and Unseen William Thong Cees G. M. Snoek 22 5 0 25 Aug 2020
Dataset Bias in Few-shot Image Recognition Shuqiang Jiang Yaohui Zhu Chenlong Liu Xinhang Song Xiangyang Li Weiqing Min 36 22 0 18 Aug 2020
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Pulkit Khandelwal Paul Yushkevich OOD 24 37 0 18 Aug 2020
PointMixup: Augmentation for Point Clouds Yunlu Chen Vincent Tao Hu E. Gavves Thomas Mensink Pascal Mettes Pengwan Yang Cees G. M. Snoek 3DPC 35 154 0 14 Aug 2020
BriNet: Towards Bridging the Intra-class and Inter-class Gaps in One-Shot Segmentation Xianghui Yang Bairun Wang Kaige Chen Xinchi Zhou Shuai Yi Wanli Ouyang Luping Zhou 15 49 0 14 Aug 2020
Cooperative Bi-path Metric for Few-shot Learning Zeyuan Wang Yifan Zhao Jia Li Yonghong Tian 21 35 0 10 Aug 2020
Unravelling Small Sample Size Problems in the Deep Learning World Rohit Keshari Soumyadeep Ghosh S. Chhabra Mayank Vatsa Richa Singh 47 33 0 08 Aug 2020
A Deeper Look at Salient Object Detection: Bi-stream Network with a Small Training Dataset Zhenyu Wu Shuai Li Chenglizhao Chen Aimin Hao Hong Qin ObjD 31 8 0 07 Aug 2020
Few-Shot Drum Transcription in Polyphonic Music Yu Wang Justin Salamon M. Cartwright Nicholas J. Bryan J. P. Bello 24 20 0 06 Aug 2020
I-AID: Identifying Actionable Information from Disaster-related Tweets Hamada M. Zahera Rricha Jalota M. A. Sherif A. N. Ngomo 19 13 0 04 Aug 2020
Simultaneous Semantic Alignment Network for Heterogeneous Domain Adaptation Shuang Li Binhui Xie Jiashu Wu Ying Zhao Chi Harold Liu Zhengming Ding 28 49 0 04 Aug 2020
Learning from Few Samples: A Survey Nihar Bendre Hugo Terashima-Marín Peyman Najafirad VLM BDL 26 54 0 30 Jul 2020
Improving Generalization in Meta-learning via Task Augmentation Huaxiu Yao Long-Kai Huang Linjun Zhang Ying Wei Li Tian James Zou Junzhou Huang Z. Li 50 81 0 26 Jul 2020
Hierarchical Protein Function Prediction with Tail-GNNs Stefan Spalević Petar Velivcković Jovana Kovavcević Mladen Nikolic AI4CE 17 5 0 24 Jul 2020
Developing Personalized Models of Blood Pressure Estimation from Wearable Sensors Data Using Minimally-trained Domain Adversarial Neural Networks Lida Zhang N. Hurley Bassem Ibrahim E. Spatz H. Krumholz R. Jafari B. Mortazavi AAML OOD 24 20 0 24 Jul 2020
Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild Yang Xiao Vincent Lepetit Renaud Marlet 3DPC 48 315 0 23 Jul 2020
CrossTransformers: spatially-aware few-shot transfer Carl Doersch Ankush Gupta Andrew Zisserman ViT 215 330 0 22 Jul 2020
Bayesian Few-Shot Classification with One-vs-Each Pólya-Gamma Augmented Gaussian Processes Jake C. Snell R. Zemel 38 63 0 20 Jul 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation Cheng Ouyang C. Biffi Chen Chen Turkay Kart Huaqi Qiu Daniel Rueckert 30 205 0 20 Jul 2020
Probabilistic Active Meta-Learning Jean Kaddour Steindór Sæmundsson M. Deisenroth 27 34 0 17 Jul 2020
Impact of base dataset design on few-shot image classification Othman Sbai Camille Couprie Mathieu Aubry VLM 20 22 0 17 Jul 2020
Explanation-Guided Training for Cross-Domain Few-Shot Classification Jiamei Sun Sebastian Lapuschkin Wojciech Samek Yunqing Zhao Ngai-man Cheung Alexander Binder 28 87 0 17 Jul 2020
Contextualizing Enhances Gradient Based Meta Learning Evan Vogelbaum Rumen Dangovski L. Jing Marin Soljacic 39 3 0 17 Jul 2020
Adaptive Task Sampling for Meta-Learning Chenghao Liu Zhihao Wang Doyen Sahoo Yuan Fang Kun Zhang Guosheng Lin 45 54 0 17 Jul 2020
Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous Graphs Dasol Hwang Jinyoung Park Sunyoung Kwon KyungHyun Kim Jung-Woo Ha Hyunwoo J. Kim 44 67 0 16 Jul 2020
Layer-Wise Adaptive Updating for Few-Shot Image Classification Yunxiao Qin Weiguo Zhang Zezheng Wang Chenxu Zhao Jingping Shi 13 7 0 16 Jul 2020
Cross-Lingual Speaker Verification with Domain-Balanced Hard Prototype Mining and Language-Dependent Score Normalization Jenthe Thienpondt Brecht Desplanques Kris Demuynck 20 24 0 15 Jul 2020
Learning to Learn with Variational Information Bottleneck for Domain Generalization Yingjun Du Jun Xu Huan Xiong Qiang Qiu Xiantong Zhen Cees G. M. Snoek Ling Shao BDL OOD 30 164 0 15 Jul 2020
Tell me what this is: Few-Shot Incremental Object Learning by a Robot Ali Ayub Alan R. Wagner 52 32 0 15 Jul 2020
Concept Learners for Few-Shot Learning Kaidi Cao Maria Brbic J. Leskovec VLM OffRL 30 4 0 14 Jul 2020
Meta-rPPG: Remote Heart Rate Estimation Using a Transductive Meta-Learner Eugene Lee E. Chen Chen-Yi Lee 24 159 0 14 Jul 2020
Submodular Meta-Learning Arman Adibi Aryan Mokhtari Hamed Hassani CLL 31 5 0 11 Jul 2020
Meta-Learning Requires Meta-Augmentation Janarthanan Rajendran A. Irpan Eric Jang 29 93 0 10 Jul 2020