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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
Task Attended Meta-Learning for Few-Shot Learning Aroof Aimen Sahil Sidheekh N. C. Krishnan 96 4 0 20 Jun 2021
Practical Transferability Estimation for Image Classification Tasks Yang Tan Yang Li Shao-Lun Huang OT 134 3 0 19 Jun 2021
Episode Adaptive Embedding Networks for Few-shot LearningPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2021 Fangbing Liu Qing Wang 99 1 0 17 Jun 2021
Transductive Few-Shot Learning: Clustering is All You Need? Imtiaz Masud Ziko Malik Boudiaf Jose Dolz Mohammadhadi Shateri Ismail Ben Ayed 115 4 0 16 Jun 2021
ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-shot Learning Chaofan CHEN Xiaoshan Yang Changsheng Xu Xuhui Huang Zhe Ma 131 56 0 16 Jun 2021
Learngene: From Open-World to Your Learning TaskAAAI Conference on Artificial Intelligence (AAAI), 2021 Qiufeng Wang Xin Geng Shuxia Lin Shiyu Xia Lei Qi Ning Xu 148 31 0 12 Jun 2021
What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot Learning for Structured DataACM Transactions on Intelligent Systems and Technology (ACM TIST), 2021 Yang Hu Adriane P. Chapman Guihua Wen Dame Wendy Hall 254 27 0 11 Jun 2021
TOHAN: A One-step Approach towards Few-shot Hypothesis AdaptationNeural Information Processing Systems (NeurIPS), 2021 Haoang Chi Yifan Zhang Wenjing Yang L. Lan Tongliang Liu Bo Han William Cheung James T. Kwok 273 32 0 11 Jun 2021
Learning to Affiliate: Mutual Centralized Learning for Few-shot ClassificationComputer Vision and Pattern Recognition (CVPR), 2021 Yang Liu Weifeng Zhang Chao Xiang Tu Zheng Deng Cai Xiaofei He FedML 176 63 0 10 Jun 2021
Few-Shot Action Localization without Knowing BoundariesInternational Conference on Multimedia Retrieval (ICMR), 2021 Tingting Xie Christos Tzelepis Fan Fu Ioannis Patras 159 6 0 08 Jun 2021
Aligning Visual Prototypes with BERT Embeddings for Few-Shot LearningInternational Conference on Multimedia Retrieval (ICMR), 2021 Kun Yan Zied Bouraoui Ping Wang Shoaib Jameel Steven Schockaert 120 32 0 21 May 2021
Deep Metric Learning for Few-Shot Image Classification: A Review of Recent DevelopmentsPattern Recognition (Pattern Recogn.), 2021 Xiaoxu Li Xiaochen Yang Zhanyu Ma Jing-Hao Xue VLM 246 158 0 17 May 2021
MetaKernel: Learning Variational Random Features with Limited LabelsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Yingjun Du Haoliang Sun Xiantong Zhen Jun Xu Yilong Yin Ling Shao Cees G. M. Snoek VLM BDL 106 8 0 08 May 2021
Effectively Leveraging Attributes for Visual SimilarityIEEE International Conference on Computer Vision (ICCV), 2021 Samarth Mishra Zhongping Zhang Yuan-Chung Shen Ranjitha Kumar Venkatesh Saligrama Bryan A. Plummer 181 11 0 04 May 2021
Stateless Neural Meta-Learning using Second-Order GradientsMachine-mediated learning (ML), 2021 Mike Huisman Aske Plaat Jan N. van Rijn 110 7 0 21 Apr 2021
A Meta-Learning Approach for Medical Image RegistrationIEEE International Symposium on Biomedical Imaging (ISBI), 2021 Heejung Park Gyeong Min Lee Soopil Kim Gahyung Ryu Areum Jeong Sang Hyun Park Sa-Hee Min 157 13 0 21 Apr 2021
Applications of physics-informed scientific machine learning in subsurface science: A survey A. Sun H. Yoon C. Shih Zhi Zhong AI4CE 161 14 0 10 Apr 2021
Conditional Hyper-Network for Blind Super-Resolution with Multiple DegradationsIEEE Transactions on Image Processing (TIP), 2021 Guanghao Yin Wei Wang Zehuan Yuan Wei Ji Dongdong Yu Shouqian Sun Tat-Seng Chua Changhu Wang 147 17 0 08 Apr 2021
Few-Shot Incremental Learning with Continually Evolved ClassifiersComputer Vision and Pattern Recognition (CVPR), 2021 Chi Zhang Nan Song Guosheng Lin Yun Zheng Pan Pan Yinghui Xu CLL 274 372 0 07 Apr 2021
Learnable Expansion-and-Compression Network for Few-shot Class-Incremental Learning Boyu Yang Mingbao Lin Binghao Liu Mengying Fu Chang-rui Liu Rongrong Ji QiXiang Ye CLL 125 18 0 06 Apr 2021
MetaHTR: Towards Writer-Adaptive Handwritten Text RecognitionComputer Vision and Pattern Recognition (CVPR), 2021 A. Bhunia S. Ghose Amandeep Kumar Pinaki Nath Chowdhury Aneeshan Sain Yi-Zhe Song 158 38 0 05 Apr 2021
Federated Few-Shot Learning with Adversarial LearningInternational Symposium on Modeling and Optimization in Mobile, Ad-Hoc and Wireless Networks (WiOpt), 2021 Chenyou Fan Jianwei Huang FedML 163 34 0 01 Apr 2021
Revisiting Local Descriptor for Improved Few-Shot Classification J. He Richang Hong Xueliang Liu Mingliang Xu Qianru Sun 226 31 0 30 Mar 2021
OTCE: A Transferability Metric for Cross-Domain Cross-Task RepresentationsComputer Vision and Pattern Recognition (CVPR), 2021 Yang Tan Yang Li Shao-Lun Huang OT OOD OODD 192 83 0 25 Mar 2021
Learning Dynamic Alignment via Meta-filter for Few-shot LearningComputer Vision and Pattern Recognition (CVPR), 2021 C. Xu Chen Liu Li Zhang Chengjie Wang Jilin Li Feiyue Huang Xiangyang Xue Yanwei Fu 165 122 0 25 Mar 2021
One to Many: Adaptive Instrument Segmentation via Meta Learning and Dynamic Online Adaptation in Robotic Surgical VideoIEEE International Conference on Robotics and Automation (ICRA), 2021 Zixu Zhao Yueming Jin Bo Lu Chi-Fai Ng Qi Dou Yunhui Liu Pheng-Ann Heng 140 26 0 24 Mar 2021
Hierarchical Representation based Query-Specific Prototypical Network for Few-Shot Image Classification Yaohui Li Huaxiong Li Haoxing Chen Chunlin Chen 176 5 0 21 Mar 2021
Multi-level Metric Learning for Few-shot Image RecognitionInternational Conference on Artificial Neural Networks (ICANN), 2021 Haoxing Chen Huaxiong Li Yaohui Li Chunlin Chen 183 24 0 21 Mar 2021
DMN4: Few-shot Learning via Discriminative Mutual Nearest Neighbor Neural NetworkAAAI Conference on Artificial Intelligence (AAAI), 2021 Yang Liu Tu Zheng Mingli Song Deng Cai Xiaofei He 171 26 0 15 Mar 2021
A Review on Semi-Supervised Relation Extraction Yusen Lin SSL 61 3 0 12 Mar 2021
Population-Based Evolution Optimizes a Meta-Learning Objective Kevin Frans Olaf Witkowski 186 6 0 11 Mar 2021
Machine Learning for Massive Industrial Internet of ThingsIEEE wireless communications (WC), 2021 Hui Zhou Changyang She Yansha Deng Mischa Dohler A. Nallanathan 54 42 0 10 Mar 2021
Multi-Pretext Attention Network for Few-shot Learning with Self-supervisionIEEE International Conference on Multimedia and Expo (ICME), 2021 Hainan Li Renshuai Tao Jun Li Haotong Qin Yifu Ding Shuo Wang Xianglong Liu SSL 127 9 0 10 Mar 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal EncodingComputer Vision and Pattern Recognition (CVPR), 2021 Bo Sun Banghuai Li Shengcai Cai Ye Yuan Fangqiu Yi 272 477 0 10 Mar 2021
Structure-Enhanced Meta-Learning For Few-Shot Graph ClassificationAI Open (AO), 2021 Shunyu Jiang Fuli Feng Weijia Chen Xiang Li Xiangnan He 379 20 0 05 Mar 2021
Learning Invariant Representations across Domains and Tasks Yongfeng Zhang Wenjie Feng Yu Xie Chaohui Yu Min Du Renjun Xu Tao Qin Tie-Yan Liu OOD 156 4 0 03 Mar 2021
Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot LearningComputer Vision and Pattern Recognition (CVPR), 2021 Mamshad Nayeem Rizve Salman Khan Fahad Shahbaz Khan M. Shah 211 132 0 01 Mar 2021
Few-Shot Lifelong LearningAAAI Conference on Artificial Intelligence (AAAI), 2021 Pratik Mazumder Pravendra Singh Piyush Rai CLL 114 140 0 01 Mar 2021
Meta-Transfer Learning for Low-Resource Abstractive SummarizationAAAI Conference on Artificial Intelligence (AAAI), 2021 Yi-Syuan Chen Hong-Han Shuai CLL OffRL 220 41 0 18 Feb 2021
SelfHAR: Improving Human Activity Recognition through Self-training with Unlabeled DataProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2021 Chi Ian Tang I. Perez-Pozuelo Dimitris Spathis S. Brage N. Wareham Cecilia Mascolo SSL HAI VLM 123 103 0 11 Feb 2021
Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network Tomás Chobola Daniel Vasata Pavel Kordík OT 130 17 0 09 Feb 2021
Few-shot Image Classification with Multi-Facet PrototypesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Kun Yan Zied Bouraoui Ping Wang Shoaib Jameel Steven Schockaert 69 4 0 01 Feb 2021
Combat Data Shift in Few-shot Learning with Knowledge Graph Yongchun Zhu Fuzhen Zhuang Xiangliang Zhang Zhiyuan Qi Zhiping Shi Juan Cao Qing He OOD 299 6 0 27 Jan 2021
Contrastive Prototype Learning with Augmented Embeddings for Few-Shot LearningConference on Uncertainty in Artificial Intelligence (UAI), 2021 Yizhao Gao Nanyi Fei Guangzhen Liu Zhiwu Lu Tao Xiang Songfang Huang 217 43 0 23 Jan 2021
Image-to-Image Translation: Methods and ApplicationsIEEE transactions on multimedia (IEEE Trans. Multimedia), 2021 Yingxue Pang Jianxin Lin Tao Qin Zhibo Chen VLM 290 305 0 21 Jan 2021
Shallow Bayesian Meta Learning for Real-World Few-Shot RecognitionIEEE International Conference on Computer Vision (ICCV), 2021 Xueting Zhang Debin Meng Henry Gouk Timothy M. Hospedales BDL UQCV 209 82 0 08 Jan 2021
SpotPatch: Parameter-Efficient Transfer Learning for Mobile Object Detection Keren Ye Adriana Kovashka Mark Sandler Menglong Zhu Andrew G. Howard Marco Fornoni AAML MQ 162 7 0 04 Jan 2021
Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple ClassifierIEEE International Conference on Computer Vision (ICCV), 2021 Arkabandhu Chowdhury Mingchao Jiang Swarat Chaudhuri C. Jermaine VLM 174 48 0 03 Jan 2021
MM-FSOD: Meta and metric integrated few-shot object detection Yuewen Li W. Feng Shuchang Lyu Qi Zhao Xuliang Li ObjD 165 15 0 30 Dec 2020
Spatial Contrastive Learning for Few-Shot Classification Yassine Ouali C´eline Hudelot Myriam Tami 123 58 0 26 Dec 2020