v1v2v3v4v5 (latest)

A Baseline for Few-Shot Image Classification

International Conference on Learning Representations (ICLR), 2019

6 September 2019

Papers citing "A Baseline for Few-Shot Image Classification"

39 / 339 papers shown

Title
Fast Few-Shot Classification by Few-Iteration Meta-LearningIEEE International Conference on Robotics and Automation (ICRA), 2020 A. S. Tripathi Martin Danelljan Luc Van Gool Radu Timofte 158 6 0 01 Oct 2020
Interventional Few-Shot LearningNeural Information Processing Systems (NeurIPS), 2020 Zhongqi Yue Hanwang Zhang Qianru Sun Xiansheng Hua 322 253 0 28 Sep 2020
Tailoring: encoding inductive biases by optimizing unsupervised objectives at prediction timeNeural Information Processing Systems (NeurIPS), 2020 Ferran Alet Maria Bauza Kenji Kawaguchi Nurullah Giray Kuru Tomas Lozano-Perez L. Kaelbling AI4CE 207 16 0 22 Sep 2020
Sparse Meta Networks for Sequential Adaptation and its Application to Adaptive Language Modelling Tsendsuren Munkhdalai CLL OffRL 130 5 0 03 Sep 2020
Meta-Learning with Shared Amortized Variational InferenceInternational Conference on Machine Learning (ICML), 2020 E. Iakovleva Jakob Verbeek Alahari Karteek OOD FedML BDL 129 25 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 186 85 0 25 Aug 2020
Few-Shot Learning with Intra-Class Knowledge Transfer Vivek Roy Yan Xu Yu-Xiong Wang Kris Kitani Ruslan Salakhutdinov M. Hebert VLM 116 4 0 22 Aug 2020
Dataset Bias in Few-shot Image Recognition Shuqiang Jiang Yaohui Zhu Chenlong Liu Xinhang Song Xiangyang Li Weiqing Min 268 28 0 18 Aug 2020
Informative Dropout for Robust Representation Learning: A Shape-bias PerspectiveInternational Conference on Machine Learning (ICML), 2020 Baifeng Shi Dinghuai Zhang Jingdong Sun Zhanxing Zhu Yadong Mu Jingdong Wang OOD 130 119 0 10 Aug 2020
Cooperative Bi-path Metric for Few-shot LearningACM Multimedia (ACM MM), 2020 Zeyuan Wang Yifan Zhao Jia Li Yonghong Tian 129 38 0 10 Aug 2020
CrossTransformers: spatially-aware few-shot transfer Carl Doersch Ankush Gupta Andrew Zisserman ViT 453 381 0 22 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
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
Learn Faster and Forget Slower via Fast and Stable Task Adaptation Farshid Varno Lucas May Petry Lisa Di-Jorio Stan Matwin CLL 244 2 0 02 Jul 2020
Few-Shot Microscopy Image Cell Segmentation Youssef Dawoud Julia Hornauer G. Carneiro Vasileios Belagiannis VLM 116 13 0 29 Jun 2020
Improving Few-Shot Learning using Composite Rotation based Auxiliary Task Pratik Mazumder Pravendra Singh Vinay P. Namboodiri 216 9 0 29 Jun 2020
Laplacian Regularized Few-Shot Learning Imtiaz Masud Ziko Jose Dolz Mohammadhadi Shateri Ismail Ben Ayed 260 191 0 28 Jun 2020
A Universal Representation Transformer Layer for Few-Shot Image Classification Lu Liu William L. Hamilton Guodong Long Jing Jiang Hugo Larochelle ViT 315 140 0 21 Jun 2020
Tent: Fully Test-time Adaptation by Entropy Minimization Yi Xu Evan Shelhamer Shaoteng Liu Bruno A. Olshausen Trevor Darrell OOD 563 58 0 18 Jun 2020
Self-supervised Knowledge Distillation for Few-shot Learning Jathushan Rajasegaran Salman Khan Munawar Hayat Fahad Shahbaz Khan M. Shah SSL 150 112 0 17 Jun 2020
High-order structure preserving graph neural network for few-shot learningIEEE Internet of Things Journal (IEEE IoT J.), 2020 Guangfeng Lin Ying Yang Y. Fan Xiao-bing Kang Kaiyang Liao Fan Zhao 198 4 0 29 May 2020
Meta-Meta Classification for One-Shot LearningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020 Arkabandhu Chowdhury Dipak Chaudhari Swarat Chaudhuri C. Jermaine 153 5 0 17 Apr 2020
Negative Margin Matters: Understanding Margin in Few-shot ClassificationEuropean Conference on Computer Vision (ECCV), 2020 Yinan Han Yue Cao Yutong Lin Qi Li Zheng Zhang Mingsheng Long Han Hu 170 358 0 26 Mar 2020
Frustratingly Simple Few-Shot Object DetectionInternational Conference on Machine Learning (ICML), 2020 Xin Wang Thomas E. Huang Trevor Darrell Joseph E. Gonzalez Feng Yu ObjD 461 659 0 16 Mar 2020
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Chi Zhang Yujun Cai Guosheng Lin Chunhua Shen VLM 340 151 0 15 Mar 2020
TAFSSL: Task-Adaptive Feature Sub-Space Learning for few-shot classificationEuropean Conference on Computer Vision (ECCV), 2020 M. Lichtenstein P. Sattigeri Rogerio Feris Raja Giryes Leonid Karlinsky 167 80 0 14 Mar 2020
Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot LearningIEEE International Conference on Computer Vision (ICCV), 2020 Yinbo Chen Zhuang Liu Huijuan Xu Trevor Darrell Xiaolong Wang 660 417 0 09 Mar 2020
LEEP: A New Measure to Evaluate Transferability of Learned RepresentationsInternational Conference on Machine Learning (ICML), 2020 Cuong V Nguyen Tal Hassner Matthias Seeger Cédric Archambeau 250 252 0 27 Feb 2020
Unraveling Meta-Learning: Understanding Feature Representations for Few-Shot TasksInternational Conference on Machine Learning (ICML), 2020 Micah Goldblum Steven Reich Liam H. Fowl Renkun Ni Valeriia Cherepanova Tom Goldstein SSL OffRL 270 78 0 17 Feb 2020
Incremental Meta-Learning via Indirect Discriminant Alignment Qing Liu Orchid Majumder Alessandro Achille Avinash Ravichandran Rahul Bhotika Stefano Soatto CLL 128 6 0 11 Feb 2020
Prototype Refinement Network for Few-Shot Segmentation Jinlu Liu Yongqiang Qin SSeg 144 32 0 10 Feb 2020
Continual Local Replacement for Few-shot Learning Canyu Le Zhonggui Chen Xihan Wei Biao Wang Lei Zhang BDL CLL 166 2 0 23 Jan 2020
Optimized Generic Feature Learning for Few-shot Classification across Domains Tonmoy Saikia Thomas Brox Cordelia Schmid VLM 163 50 0 22 Jan 2020
Meta-Learning Initializations for Image Segmentation S. Hendryx Andrew B. Leach P. Hein Clayton T. Morrison VLM 170 26 0 13 Dec 2019
Associative Alignment for Few-shot Image ClassificationEuropean Conference on Computer Vision (ECCV), 2019 Arman Afrasiyabi Jean-François Lalonde Christian Gagné VLM 147 163 0 11 Dec 2019
Generalized Adaptation for Few-Shot Learning Liang Song Jinlu Liu Yongqiang Qin VLM 218 8 0 25 Nov 2019
Prototype Rectification for Few-Shot LearningEuropean Conference on Computer Vision (ECCV), 2019 Jinlu Liu Liang Song Yongqiang Qin 458 265 0 25 Nov 2019
Meta-Q-LearningInternational Conference on Learning Representations (ICLR), 2019 Rasool Fakoor Pratik Chaudhari Stefano Soatto Alex Smola OffRL 239 156 0 30 Sep 2019
Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples Eleni Triantafillou Tyler Lixuan Zhu Vincent Dumoulin Pascal Lamblin Utku Evci ... Ross Goroshin Carles Gelada Kevin Swersky Pierre-Antoine Manzagol Hugo Larochelle 434 665 0 07 Mar 2019