Meta-Transfer Learning for Few-Shot Learning

6 December 2018

Bernt Schiele

Papers citing "Meta-Transfer Learning for Few-Shot Learning"

50 / 408 papers shown

Title
MA 3 : Model Agnostic Adversarial Augmentation for Few Shot learning Rohit Jena Shirsendu Sukanta Halder Katia P. Sycara VLM 12 1 0 10 Apr 2020
Learning to Segment the Tail Xinting Hu Yi Jiang Kaihua Tang Jingyuan Chen C. Miao Hanwang Zhang VLM CLL 11 80 0 02 Apr 2020
Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot Learning Jinhwan Seo Hong G Jung Seong-Whan Lee SSL 12 39 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 15 204 0 31 Mar 2020
MetaFuse: A Pre-trained Fusion Model for Human Pose Estimation Rongchang Xie Chunyu Wang Yizhou Wang 9 26 0 30 Mar 2020
Domain-Adaptive Few-Shot Learning An Zhao Mingyu Ding Zhiwu Lu Tao Xiang Yulei Niu Jiechao Guan Ji-Rong Wen Ping Luo 20 69 0 19 Mar 2020
Learning Meta Face Recognition in Unseen Domains Jianzhu Guo Xiangyu Zhu Chenxu Zhao Dong Cao Zhen Lei Stan Z. Li CVBM OOD 11 142 0 17 Mar 2020
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Chi Zhang Yujun Cai Guosheng Lin Chunhua Shen VLM 13 110 0 15 Mar 2020
Ultra Efficient Transfer Learning with Meta Update for Cross Subject EEG Classification Tiehang Duan Mihir Chauhan Mohammad Abuzar Shaikh Jun Chu S. Srihari 4 19 0 13 Mar 2020
Incremental Few-Shot Object Detection Juan-Manuel Perez-Rua Xiatian Zhu Timothy M. Hospedales Tao Xiang ObjD CLL 6 218 0 10 Mar 2020
Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Yinbo Chen Zhuang Liu Huijuan Xu Trevor Darrell Xiaolong Wang 158 339 0 09 Mar 2020
Embedding Propagation: Smoother Manifold for Few-Shot Classification Pau Rodríguez I. Laradji Alexandre Drouin Alexandre Lacoste 4 191 0 09 Mar 2020
MatchingGAN: Matching-based Few-shot Image Generation Y. Hong Li Niu Jianfu Zhang Liqing Zhang VLM GAN 43 68 0 07 Mar 2020
Introduction to deep learning Lihi Shiloh-Perl Raja Giryes 6 0 0 29 Feb 2020
LEEP: A New Measure to Evaluate Transferability of Learned Representations Cuong V Nguyen Tal Hassner Matthias Seeger Cédric Archambeau 22 213 0 27 Feb 2020
Meta-Transfer Learning for Zero-Shot Super-Resolution Jae Woong Soh Sunwoo Cho N. Cho SupR 17 283 0 27 Feb 2020
Mnemonics Training: Multi-Class Incremental Learning without Forgetting Yaoyao Liu Yuting Su Anan Liu Bernt Schiele Qianru Sun CLL 6 336 0 24 Feb 2020
Meta-Learning across Meta-Tasks for Few-Shot Learning Nanyi Fei Zhiwu Lu Yizhao Gao Jia Tian Tao Xiang Ji-Rong Wen 148 11 0 11 Feb 2020
GradMix: Multi-source Transfer across Domains and Tasks Junnan Li Ziwei Xu Yongkang Wong Qi Zhao Mohan S. Kankanhalli 8 7 0 09 Feb 2020
Task Augmentation by Rotating for Meta-Learning Jialin Liu Fei Chao Chih-Min Lin 59 33 0 08 Feb 2020
Few-Shot Learning as Domain Adaptation: Algorithm and Analysis Jiechao Guan Zhiwu Lu Tao Xiang Ji-Rong Wen 6 12 0 06 Feb 2020
CONVINCE: Collaborative Cross-Camera Video Analytics at the Edge H. Pasandi T. Nadeem 6 28 0 05 Feb 2020
Crowdsourcing the Perception of Machine Teaching Jonggi Hong Kyungjun Lee June Xu Hernisa Kacorri HAI LRM 4 29 0 05 Feb 2020
Continual Local Replacement for Few-shot Learning Canyu Le Zhonggui Chen Xihan Wei Biao Wang Lei Zhang BDL CLL 8 2 0 23 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
FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network Hyeonseong Jeon Youngoh Bang Simon S. Woo 8 54 0 05 Jan 2020
A Probabilistic approach for Learning Embeddings without Supervision U. Dutta Mehrtash Harandi C. Sekhar SSL 25 0 0 17 Dec 2019
Towards Contextual Learning in Few-shot Object Classification M. Fortin B. Chaib-draa 19 3 0 13 Dec 2019
Associative Alignment for Few-shot Image Classification Arman Afrasiyabi Jean-François Lalonde Christian Gagné VLM 6 149 0 11 Dec 2019
A Two-Stage Approach to Few-Shot Learning for Image Recognition Debasmit Das C. S. George Lee 15 124 0 10 Dec 2019
Learning Multi-level Weight-centric Features for Few-shot Learning Min-Siong Liang Shaoli Huang Shirui Pan Mingming Gong Wei Liu 25 10 0 28 Nov 2019
Generalized Adaptation for Few-Shot Learning Liang Song Jinlu Liu Yongqiang Qin VLM 19 8 0 25 Nov 2019
Defensive Few-shot Learning Wenbin Li Lei Wang Xingxing Zhang Lei Qi Jing Huo Yang Gao Jiebo Luo 12 7 0 16 Nov 2019
Self-Supervised Learning For Few-Shot Image Classification Da Chen YueFeng Chen Yuhong Li Feng Mao Yuan He Hui Xue SSL 11 108 0 14 Nov 2019
Learning to Customize Model Structures for Few-shot Dialogue Generation Tasks Yiping Song Zequn Liu Wei Bi Rui Yan Ming Zhang 14 34 0 31 Oct 2019
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 202 629 0 17 Oct 2019
Meta-Transfer Learning through Hard Tasks Qianru Sun Yaoyao Liu Zhaozheng Chen Tat-Seng Chua Bernt Schiele 11 98 0 07 Oct 2019
Revisiting Fine-tuning for Few-shot Learning Akihiro Nakamura Tatsuya Harada 32 52 0 01 Oct 2019
An Introduction to Advanced Machine Learning : Meta Learning Algorithms, Applications and Promises F. Mohammadi M. Amini H. Arabnia OffRL 26 22 0 26 Aug 2019
Low-Resource Name Tagging Learned with Weakly Labeled Data Yixin Cao Zikun Hu Tat-Seng Chua Zhiyuan Liu Heng Ji NoLa 14 77 0 26 Aug 2019
Deep Ancient Roman Republican Coin Classification via Feature Fusion and Attention Hafeez Anwar Saeed Anwar S. Zambanini Fatih Porikli 20 7 0 26 Aug 2019
Few-shot Text Classification with Distributional Signatures Yujia Bao Menghua Wu Shiyu Chang Regina Barzilay 26 166 0 16 Aug 2019
Revisiting Metric Learning for Few-Shot Image Classification Xiaomeng Li Lequan Yu Chi-Wing Fu Meng Fang Pheng-Ann Heng VLM 11 92 0 06 Jul 2019
Zero-Shot Image Classification Using Coupled Dictionary Embedding Mohammad Rostami Soheil Kolouri Zak Murez Yuri Owekcho Eric Eaton Kuyngnam Kim VLM 9 15 0 10 Jun 2019
Learning Adaptive Classifiers Synthesis for Generalized Few-Shot Learning Han-Jia Ye Hexiang Hu De-Chuan Zhan 17 59 0 07 Jun 2019
Learning to Self-Train for Semi-Supervised Few-Shot Classification Xinzhe Li Qianru Sun Yaoyao Liu Shibao Zheng Qin Zhou Tat-Seng Chua Bernt Schiele SSL 11 267 0 03 Jun 2019
Few-Shot Learning with Embedded Class Models and Shot-Free Meta Training Avinash Ravichandran Rahul Bhotika Stefano Soatto 11 169 0 10 May 2019
A Novel BiLevel Paradigm for Image-to-Image Translation Liqian Ma Qianru Sun Bernt Schiele Luc Van Gool 4 5 0 18 Apr 2019
An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning Yaoyao Liu Bernt Schiele Qianru Sun BDL 17 128 0 17 Apr 2019
Hyperbolic Image Embeddings Valentin Khrulkov L. Mirvakhabova E. Ustinova Ivan V. Oseledets Victor Lempitsky 6 282 0 03 Apr 2019