v1v2v3 (latest)

Meta-Transfer Learning for Few-Shot Learning

6 December 2018

Bernt Schiele

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

50 / 419 papers shown

Title
Few Shot Learning With No Labels Aditya Bharti V. Balasubramanian C. V. Jawahar VLM 125 4 0 26 Dec 2020
Task-Adaptive Negative Envision for Few-Shot Open-Set RecognitionComputer Vision and Pattern Recognition (CVPR), 2020 Shiyuan Huang Jiawei Ma G. Han Shih-Fu Chang BDL 259 25 0 24 Dec 2020
Adversarial Meta Sampling for Multilingual Low-Resource Speech RecognitionAAAI Conference on Artificial Intelligence (AAAI), 2020 Yubei Xiao Ke Gong Pan Zhou Guolin Zheng Xiaodan Liang Liang Lin 148 35 0 22 Dec 2020
On Episodes, Prototypical Networks, and Few-shot LearningNeural Information Processing Systems (NeurIPS), 2020 Steinar Laenen Luca Bertinetto 180 121 0 17 Dec 2020
Towards Recognizing New Semantic Concepts in New Visual Domains Goran Frehse OOD 225 0 0 16 Dec 2020
Portrait Neural Radiance Fields from a Single Image Chen Gao Yichang Shih Wei-Sheng Lai Chia-Kai Liang Jia-Bin Huang 3DH CVBM 382 85 0 10 Dec 2020
Detection of Adversarial Supports in Few-shot Classifiers Using Self-Similarity and Filtering Y. Tan Penny Chong Jiamei Sun Ngai-Man Cheung Yuval Elovici Alexander Binder 159 1 0 09 Dec 2020
SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning J. Cai B. Cai S. Shen 83 8 0 03 Dec 2020
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot TasksIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Han-Jia Ye Lu Han De-Chuan Zhan OffRL SSL VLM 138 36 0 30 Nov 2020
Multi-scale Adaptive Task Attention Network for Few-Shot LearningInternational Conference on Pattern Recognition (ICPR), 2020 Haoxing Chen Huaxiong Li Yaohui Li Chunlin Chen 152 32 0 30 Nov 2020
Mixture-based Feature Space Learning for Few-shot Image ClassificationIEEE International Conference on Computer Vision (ICCV), 2020 Arman Afrasiyabi Jean-François Lalonde Christian Gagné VLM 271 87 0 24 Nov 2020
One Shot Learning for Speech SeparationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Yuan-Kuei Wu Kuan-Po Huang Yu Tsao Hung-yi Lee VLM 134 8 0 20 Nov 2020
Bidirectional RNN-based Few Shot Learning for 3D Medical Image SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2020 Soopil Kim Sion An Philip Chikontwe Sang Hyun Park 121 46 0 19 Nov 2020
Towards Zero-Shot Learning with Fewer Seen Class ExamplesIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020 Vinay Kumar Verma Ashish Mishra Anubha Pandey H. Murthy Piyush Rai VLM 172 17 0 14 Nov 2020
Confusable Learning for Large-class Few-Shot Classification Bing Li Bo Han Zhuowei Wang Jing Jiang Guodong Long 128 3 0 06 Nov 2020
Learning to Learn Variational Semantic MemoryNeural Information Processing Systems (NeurIPS), 2020 Xiantong Zhen Yingjun Du Huan Xiong Qiang Qiu Cees G. M. Snoek Ling Shao SSL BDL VLM DRL 227 36 0 20 Oct 2020
Self-training for Few-shot Transfer Across Extreme Task Differences Cheng Perng Phoo B. Hariharan SSL 261 124 0 15 Oct 2020
Cross-Domain Few-Shot Learning by Representation Fusion Thomas Adler Johannes Brandstetter Michael Widrich Andreas Mayr David P. Kreil Michael K Kopp Günter Klambauer Sepp Hochreiter OOD 163 49 0 13 Oct 2020
Adaptive Aggregation Networks for Class-Incremental LearningComputer Vision and Pattern Recognition (CVPR), 2020 Yaoyao Liu Bernt Schiele Qianru Sun CLL 315 248 0 10 Oct 2020
Adaptive Self-training for Few-shot Neural Sequence Labeling Yaqing Wang Subhabrata Mukherjee Haoda Chu Yuancheng Tu Ming Wu Jing Gao Ahmed Hassan Awadallah VLM 140 35 0 07 Oct 2020
Variational Feature Disentangling for Fine-Grained Few-Shot Classification Aoxiang Fan Hieu M. Le Mingzhen Huang ShahRukh Athar Dimitris Samaras DRL 187 70 0 07 Oct 2020
MetaMix: Improved Meta-Learning with Interpolation-based Consistency Regularization Yangbin Chen Yun Ma Tom Ko Jianping Wang Qing Li VLM 114 10 0 29 Sep 2020
RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification Haifeng Li Zhenqi Cui Zhiqiang Zhu Lixing Chen Jiawei Zhu Haozhe Huang Chao Tao 136 100 0 28 Sep 2020
Interventional Few-Shot LearningNeural Information Processing Systems (NeurIPS), 2020 Zhongqi Yue Hanwang Zhang Qianru Sun Xiansheng Hua 338 253 0 28 Sep 2020
A Primal-Dual Subgradient Approachfor Fair Meta Learning Chenxu Zhao Feng Chen Zhuoyi Wang Latifur Khan FaML 131 0 0 26 Sep 2020
MARS: Mixed Virtual and Real Wearable Sensors for Human Activity Recognition with Multi-Domain Deep Learning ModelIEEE Internet of Things Journal (IEEE IoT J.), 2020 Ling Pei Songpengcheng Xia Lei Chu Fanyi Xiao Qi Wu Wenxian Yu Zixuan Zhang 204 35 0 20 Sep 2020
A Survey on Machine Learning from Few SamplesPattern Recognition (Pattern Recognit.), 2020 Jiang Lu Pinghua Gong Jieping Ye Jianwei Zhang Changshu Zhang 267 71 0 06 Sep 2020
Meta-Learning with Shared Amortized Variational InferenceInternational Conference on Machine Learning (ICML), 2020 E. Iakovleva Jakob Verbeek Alahari Karteek OOD FedML BDL 133 25 0 27 Aug 2020
A Flexible Selection Scheme for Minimum-Effort Transfer LearningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020 Amelie Royer Christoph H. Lampert 117 17 0 27 Aug 2020
Transductive Information Maximization For Few-Shot Learning Malik Boudiaf Imtiaz Masud Ziko Jérôme Rony José Dolz Pablo Piantanida Ismail Ben Ayed VLM 190 85 0 25 Aug 2020
Learning Models of Individual Behavior in Chess Reid McIlroy-Young Russell Wang S. Sen Jon M. Kleinberg Ashton Anderson 243 18 0 23 Aug 2020
Leveraging Organizational Resources to Adapt Models to New Data Modalities S. Suri Raghuveer Chanda Neslihan Bulut P. Narayana Yemao Zeng Peter Bailis Sugato Basu G. Narlikar Christopher Ré Abishek Sethi VLM OffRL 113 11 0 23 Aug 2020
BOIL: Towards Representation Change for Few-shot Learning Jaehoon Oh Hyungjun Yoo ChangHwan Kim Seyoung Yun 170 9 0 20 Aug 2020
Bowtie Networks: Generative Modeling for Joint Few-Shot Recognition and Novel-View Synthesis Zhipeng Bao Yu-Xiong Wang M. Hebert 141 11 0 16 Aug 2020
Few-shot Classification via Adaptive Attention Zihang Jiang Bingyi Kang Kuangqi Zhou Jiashi Feng 178 25 0 06 Aug 2020
F2GAN: Fusing-and-Filling GAN for Few-shot Image Generation Y. Hong Li Niu Jianfu Zhang Weijie Zhao Chenghan Fu Liqing Zhang GAN 179 94 0 05 Aug 2020
Learning from Few Samples: A Survey Nihar Bendre Hugo Terashima-Marín Peyman Najafirad VLM BDL 192 60 0 30 Jul 2020
Meta-Learning with Context-Agnostic InitialisationsAsian Conference on Computer Vision (ACCV), 2020 Toby Perrett A. Masullo T. Burghardt Majid Mirmehdi Dima Damen CLL 109 2 0 29 Jul 2020
Few-Shot Object Detection and Viewpoint Estimation for Objects in the WildIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Yang Xiao Vincent Lepetit Renaud Marlet 3DPC 318 372 0 23 Jul 2020
Leveraging Bottom-Up and Top-Down Attention for Few-Shot Object Detection Xianyu Chen Ming Jiang Qi Zhao ObjD 165 14 0 23 Jul 2020
Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach Zhuo Zhou Cheng Gu Wenxin Huang Lin Li Shuqin Chen Chia-Wen Lin SSL 124 13 0 21 Jul 2020
Explanation-Guided Training for Cross-Domain Few-Shot ClassificationInternational Conference on Pattern Recognition (ICPR), 2020 Jiamei Sun Sebastian Lapuschkin Wojciech Samek Yunqing Zhao Ngai-Man Cheung Alexander Binder 227 107 0 17 Jul 2020
Contextualizing Enhances Gradient Based Meta LearningIEEE Conference on High Performance Extreme Computing (HPEC), 2020 Evan Vogelbaum Rumen Dangovski L. Jing Marin Soljacic 175 3 0 17 Jul 2020
Adaptive Task Sampling for Meta-LearningEuropean Conference on Computer Vision (ECCV), 2020 Chenghao Liu Zhihao Wang Doyen Sahoo Yuan Fang Kun Zhang Guosheng Lin 286 60 0 17 Jul 2020
Layer-Wise Adaptive Updating for Few-Shot Image ClassificationIEEE Signal Processing Letters (IEEE SPL), 2020 Yunxiao Qin Weiguo Zhang Zezheng Wang Chenxu Zhao Jingping Shi 135 8 0 16 Jul 2020
Top-Related Meta-Learning Method for Few-Shot Object Detection Qian Li Nan Guo Xiaochun Ye Duo Wang Xiaochun Ye Zhimin Tang ObjD VLM 124 0 0 14 Jul 2020
Expert Training: Task Hardness Aware Meta-Learning for Few-Shot Classification Yucan Zhou Yu Wang Jianfei Cai Yu Zhou Q. Hu Weiping Wang VLM 127 12 0 13 Jul 2020
Towards Cross-Granularity Few-Shot Learning: Coarse-to-Fine Pseudo-Labeling with Visual-Semantic Meta-EmbeddingACM Multimedia (ACM MM), 2020 Jinhai Yang Han Yang Lin Chen 126 20 0 11 Jul 2020
FLUID: A Unified Evaluation Framework for Flexible Sequential Data Matthew Wallingford Aditya Kusupati Keivan Alizadeh Vahid Aaron Walsman Aniruddha Kembhavi Ali Farhadi 244 2 0 06 Jul 2020
Robustifying Sequential Neural Processes Jaesik Yoon Gautam Singh Sungjin Ahn 150 26 0 29 Jun 2020