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 Open-set Recognition Using Background as UnknownsACM Multimedia (ACM MM), 2022 Nan Song Chi Zhang Guosheng Lin VLM SSL 130 14 0 19 Jul 2022
Bayesian Evidential Learning for Few-Shot Classification Xiongkun Linghu Yan Bai Yihang Lou Shengsen Wu Jinze Li Jianzhong He Tao Bai BDL EDL UQCV 107 2 0 19 Jul 2022
Heuristic-free Optimization of Force-Controlled Robot Search Strategies in Stochastic EnvironmentsIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022 Bastian Alt Darko Katic Rainer Jäkel Michael Beetz 135 6 0 15 Jul 2022
Fine-grained Few-shot Recognition by Deep Object ParsingBritish Machine Vision Conference (BMVC), 2022 Ruizhao Zhu Pengkai Zhu Samarth Mishra Venkatesh Saligrama 319 1 0 14 Jul 2022
Transferability-Guided Cross-Domain Cross-Task Transfer LearningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Yang Tan Enming Zhang Yang Li Shao-Lun Huang Xiaoping Zhang OT 280 17 0 12 Jul 2022
Meta-Learning the Difference: Preparing Large Language Models for Efficient AdaptationTransactions of the Association for Computational Linguistics (TACL), 2022 Zejiang Hou Julian Salazar George Polovets 166 20 0 07 Jul 2022
Test-time Adaptation for Real Image Denoising via Meta-transfer Learning Agus Gunawan Muhammad Adi Nugroho Se Jin Park OOD 105 4 0 05 Jul 2022
Learning Cross-Image Object Semantic Relation in Transformer for Few-Shot Fine-Grained Image ClassificationACM Multimedia (ACM MM), 2022 Bo Zhang Jiakang Yuan Baopu Li Tao Chen Jiayuan Fan Ding Wang ViT 244 40 0 02 Jul 2022
RSTAM: An Effective Black-Box Impersonation Attack on Face Recognition using a Mobile and Compact Printer Xiaoliang Liu S. Furao Jian Zhao Changhai Nie AAML CVBM 153 7 0 25 Jun 2022
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image ClassificationNeural Information Processing Systems (NeurIPS), 2022 Massimiliano Patacchiola J. Bronskill Aliaksandra Shysheya Katja Hofmann Sebastian Nowozin Richard Turner VLM 311 12 0 20 Jun 2022
Design of Supervision-Scalable Learning Systems: Methodology and Performance BenchmarkingJournal of Visual Communication and Image Representation (JVCIR), 2022 Yijing Yang Hongyu Fu C.-C. Jay Kuo OOD 167 12 0 18 Jun 2022
Zero-Shot AutoML with Pretrained ModelsInternational Conference on Machine Learning (ICML), 2022 Ekrem Öztürk Fabio Ferreira H. Jomaa Lars Schmidt-Thieme Josif Grabocka Katharina Eggensperger VLM 236 17 0 16 Jun 2022
Deep Learning and Handheld Augmented Reality Based System for Optimal Data Collection in Fault Diagnostics Domain Ryan D. Nguyen Rahul Rai 108 0 0 15 Jun 2022
NatGen: Generative pre-training by "Naturalizing" source code Saikat Chakraborty Toufique Ahmed Yangruibo Ding Prem Devanbu Baishakhi Ray AI4CE 239 141 0 15 Jun 2022
On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot AdaptationNeural Information Processing Systems (NeurIPS), 2022 Markus Hiller Mehrtash Harandi Tom Drummond AI4CE 136 9 0 15 Jun 2022
Learning to generate imaginary tasks for improving generalization in meta-learning Yichen Wu Long-Kai Huang Ying Wei OOD 104 0 0 09 Jun 2022
Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification Zaiyun Yang VLM DRL 163 1 0 30 May 2022
Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge TransferKnowledge Discovery and Data Mining (KDD), 2022 Bin Lu Xiaoying Gan Weinan Zhang Huaxiu Yao Luoyi Fu Xinbing Wang AI4TS 236 98 0 27 May 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental LearningInternational Conference on Learning Representations (ICLR), 2022 Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 296 185 0 26 May 2022
Meta Balanced Network for Fair Face RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Mei Wang Yaobin Zhang Weihong Deng CVBM 133 90 0 13 May 2022
Autonomy and Intelligence in the Computing Continuum: Challenges, Enablers, and Future Directions for Orchestration Henna Kokkonen Lauri Lovén Naser Hossein Motlagh Abhishek Kumar Juha Partala ... M. Bennis Sasu Tarkoma Schahram Dustdar Susanna Pirttikangas J. Riekki 306 34 0 03 May 2022
Jack and Masters of all Trades: One-Pass Learning Sets of Model Sets From Large Pre-Trained ModelsIEEE Computational Intelligence Magazine (IEEE CIM), 2022 Han Xiang Choong Yew-Soon Ong Abhishek Gupta Caishun Chen Ray Lim 128 8 0 02 May 2022
Meta-free few-shot learning via representation learning with weight averagingIEEE International Joint Conference on Neural Network (IJCNN), 2022 Kuilin Chen Chi-Guhn Lee 170 6 0 26 Apr 2022
Meta Transfer Learning for Early Success Prediction in MOOCsACM Conference on Learning @ Scale (L@S), 2022 Vinitra Swamy Mirko Marras Tanja Käser AI4Ed 130 23 0 25 Apr 2022
Learning Compositional Representations for Effective Low-Shot GeneralizationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Samarth Mishra Pengkai Zhu Venkatesh Saligrama OCL 177 4 0 17 Apr 2022
Matching Feature Sets for Few-Shot Image ClassificationComputer Vision and Pattern Recognition (CVPR), 2022 Arman Afrasiyabi Hugo Larochelle Jean-François Lalonde Christian Gagné VLM 226 91 0 02 Apr 2022
Rainbow Keywords: Efficient Incremental Learning for Online Spoken Keyword SpottingInterspeech (Interspeech), 2022 Yanghua Xiao Nana Hou Eng Siong Chng CLL 181 17 0 30 Mar 2022
Integrative Few-Shot Learning for Classification and SegmentationComputer Vision and Pattern Recognition (CVPR), 2022 Dahyun Kang Minsu Cho VLM 211 73 0 29 Mar 2022
Sketch3T: Test-Time Training for Zero-Shot SBIRComputer Vision and Pattern Recognition (CVPR), 2022 Aneeshan Sain A. Bhunia Vaishnav Potlapalli Pinaki Nath Chowdhury Tao Xiang Yi-Zhe Song VLM 251 63 0 28 Mar 2022
Multidimensional Belief Quantification for Label-Efficient Meta-LearningComputer Vision and Pattern Recognition (CVPR), 2022 Deepshikha Pandey Qi Yu UQCV 131 14 0 23 Mar 2022
HyperShot: Few-Shot Learning by Kernel HyperNetworksIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Marcin Sendera Marcin Przewiȩźlikowski Konrad Karanowski Maciej Ziȩba Jacek Tabor Przemysław Spurek VLM 210 36 0 21 Mar 2022
Unidirectional Thin Adapter for Efficient Adaptation of Deep Neural Networks Hanqing Sun Hyun Ahn Hyungyu Lee Injung Kim 107 0 0 20 Mar 2022
Self-Promoted Supervision for Few-Shot TransformerEuropean Conference on Computer Vision (ECCV), 2022 Bowen Dong Pan Zhou Shuicheng Yan W. Zuo ViT 137 50 0 14 Mar 2022
Transfer Learning as an Essential Tool for Digital Twins in Renewable Energy Systems C. Nivarthi 102 3 0 09 Mar 2022
Learning from Few Examples: A Summary of Approaches to Few-Shot Learning Archit Parnami Minwoo Lee MQ 271 243 0 07 Mar 2022
ProtoSound: A Personalized and Scalable Sound Recognition System for Deaf and Hard-of-Hearing UsersInternational Conference on Human Factors in Computing Systems (CHI), 2022 D. Jain Khoa Nguyen Steven M. Goodman Rachel Grossman-Kahn Hung Ngo Aditya Kusupati Ruofei Du A. Olwal Leah Findlater Jon E. Froehlich 134 42 0 22 Feb 2022
Semantically Proportional Patchmix for Few-Shot LearningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Jingquan Wang Jing Xu Yu Pan Zenglin Xu VLM 117 1 0 17 Feb 2022
Source-Free Progressive Graph Learning for Open-Set Domain AdaptationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Yadan Luo Zijian Wang Zhuoxiao Chen Zi Huang Mahsa Baktashmotlagh AI4CE 215 43 0 13 Feb 2022
Similarity Learning based Few Shot Learning for ECG Time Series ClassificationInternational Conference on Digital Image Computing: Techniques and Applications (DICTA), 2021 Priyanka Gupta Sathvik Bhaskarpandit Manik Gupta 80 20 0 31 Jan 2022
PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual InformationInternational Conference on Machine Learning (ICML), 2022 Changbin Li Suraj Kothawade F. Chen Rishabh K. Iyer 156 5 0 30 Jan 2022
Few-Shot Transfer Learning for Device-Free Fingerprinting Indoor Localization Bingchao Chen Ronald Y. Chang 100 19 0 29 Jan 2022
Progressive Continual Learning for Spoken Keyword SpottingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Yizheng Huang Nana Hou Nancy F. Chen CLL 230 18 0 29 Jan 2022
Transferability in Deep Learning: A Survey Junguang Jiang Yang Shu Jianmin Wang Mingsheng Long OOD 181 128 0 15 Jan 2022
MetaDance: Few-shot Dancing Video Retargeting via Temporal-aware Meta-learning Yuying Ge Yibing Song Ruimao Zhang Ping Luo VGen DiffM 122 0 0 13 Jan 2022
On the Role of Neural Collapse in Transfer LearningInternational Conference on Learning Representations (ICLR), 2021 Tomer Galanti András Gyorgy Marcus Hutter SSL 238 106 0 30 Dec 2021
Associative Adversarial Learning Based on Selective Attack Runqi Wang Xiaoyue Duan Baochang Zhang Shenjun Xue Wentao Zhu David Doermann G. Guo AAML 260 0 0 28 Dec 2021
Dual Path Structural Contrastive Embeddings for Learning Novel Objects Bingbin Li E. Cui Yanan Li Donghui Wang Weng Kee Wong 171 1 0 23 Dec 2021
DA-FDFtNet: Dual Attention Fake Detection Fine-tuning Network to Detect Various AI-Generated Fake Images Youngoh Bang Simon S. Woo AAML CVBM 93 9 0 22 Dec 2021
Hierarchical Variational Memory for Few-shot Learning Across Domains Yingjun Du Xiantong Zhen Ling Shao Cees G. M. Snoek VLM BDL 299 21 0 15 Dec 2021
Hybrid Graph Neural Networks for Few-Shot Learning Tianyuan Yu Sen He Yi-Zhe Song Tao Xiang 92 70 0 13 Dec 2021