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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"

50 / 339 papers shown

Title
GPr-Net: Geometric Prototypical Network for Point Cloud Few-Shot Learning Tejas Anvekar Dena Bazazian 3DPC 164 11 0 12 Apr 2023
Learning Expressive Prompting With Residuals for Vision TransformersComputer Vision and Pattern Recognition (CVPR), 2023 Rajshekhar Das Yonatan Dukler Avinash Ravichandran A. Swaminathan VLM VPVLM 148 29 0 27 Mar 2023
Prompt Tuning based Adapter for Vision-Language Model Adaption Jingchen Sun Jiayu Qin Zihao Lin Changyou Chen VPVLM MLLM VLM 124 9 0 24 Mar 2023
ZeroNLG: Aligning and Autoencoding Domains for Zero-Shot Multimodal and Multilingual Natural Language GenerationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Bang-ju Yang Fenglin Liu Yuexian Zou Xian Wu Yaowei Wang David Clifton 153 12 0 11 Mar 2023
DETA: Denoised Task Adaptation for Few-Shot LearningIEEE International Conference on Computer Vision (ICCV), 2023 Ji Zhang Lianli Gao Xu Luo Hengtao Shen Jingkuan Song VLM 290 27 0 11 Mar 2023
A Challenging Benchmark for Low-Resource Learning Yudong Wang Chang Ma Qingxiu Dong Lingpeng Kong Jingjing Xu 145 9 0 07 Mar 2023
ENInst: Enhancing Weakly-supervised Low-shot Instance SegmentationPattern Recognition (Pattern Recogn.), 2023 Moon Ye-Bin D. Choi Y. Kwon Junsik Kim Tae-Hyun Oh ISeg 346 8 0 20 Feb 2023
GCNet: Probing Self-Similarity Learning for Generalized Counting NetworkPattern Recognition (Pattern Recogn.), 2023 Mingjie Wang Yande Li Jun Zhou Graham W. Taylor Minglun Gong 183 17 0 10 Feb 2023
A Closer Look at Few-shot Classification AgainInternational Conference on Machine Learning (ICML), 2023 Xu Luo Hao Wu Ji Zhang Lianli Gao Jing Xu Jingkuan Song 196 69 0 28 Jan 2023
Open-Set Likelihood Maximization for Few-Shot LearningComputer Vision and Pattern Recognition (CVPR), 2023 Malik Boudiaf Etienne Bennequin Myriam Tami Antoine Toubhans Pablo Piantanida C´eline Hudelot Ismail Ben Ayed BDL 218 17 0 20 Jan 2023
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal ModelsComputer Vision and Pattern Recognition (CVPR), 2023 Zhiqiu Lin Samuel Yu Zhiyi Kuang Deepak Pathak Deva Ramana VLM 339 147 0 16 Jan 2023
Task Weighting in Meta-learning with Trajectory Optimisation Cuong C. Nguyen Thanh-Toan Do G. Carneiro 227 3 0 04 Jan 2023
P3DC-Shot: Prior-Driven Discrete Data Calibration for Nearest-Neighbor Few-Shot ClassificationImage and Vision Computing (IVC), 2023 Shuang Wang Rui Ma Tieru Wu Yang Cao 201 6 0 02 Jan 2023
Generalization Bounds for Few-Shot Transfer Learning with Pretrained Classifiers Tomer Galanti András Gyorgy Marcus Hutter VLM SSL 169 5 0 23 Dec 2022
Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning Models Niels Schlüsener Michael Bücker SLR 162 2 0 16 Dec 2022
A Statistical Model for Predicting Generalization in Few-Shot ClassificationEuropean Signal Processing Conference (EUSIPCO), 2022 Yassir Bendou Vincent Gripon Bastien Pasdeloup Lukas Mauch Stefan Uhlich Fabien Cardinaux G. B. Hacene Javier Alonso García 205 2 0 13 Dec 2022
Transductive Linear Probing: A Novel Framework for Few-Shot Node ClassificationLOG IN (LOG IN), 2022 Zhen Tan Song Wang Kaize Ding Jundong Li Huan Liu 137 29 0 11 Dec 2022
Activating the Discriminability of Novel Classes for Few-shot Segmentation Dianwen Mei Wei Zhuo Jiandong Tian Guangming Lu Wenjie Pei VLM 180 0 0 02 Dec 2022
Better Generalized Few-Shot Learning Even Without Base DataAAAI Conference on Artificial Intelligence (AAAI), 2022 Seongwoong Kim Dong-Wan Choi 205 9 0 29 Nov 2022
PatchMix Augmentation to Identify Causal Features in Few-shot LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 C. Xu Chen Liu Xinwei Sun Siqian Yang Yabiao Wang Chengjie Wang Yanwei Fu 146 24 0 29 Nov 2022
Cross-domain Few-shot Segmentation with Transductive Fine-tuning Yuhang Lu Xinyi Wu Zhenyao Wu Song Wang 113 9 0 27 Nov 2022
A Maximum Log-Likelihood Method for Imbalanced Few-Shot Learning Tasks Samuel Hess G. Ditzler 326 2 0 26 Nov 2022
A Strong Baseline for Generalized Few-Shot Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2022 Sina Hajimiri Malik Boudiaf Ismail Ben Ayed Jose Dolz VLM 175 35 0 25 Nov 2022
EEG-Fest: Few-shot based Attention Network for Driver's Vigilance Estimation with EEG SignalsBiomedical engineering and physics express (BEPE), 2022 Ning Ding Ce Zhang A. Eskandarian 128 6 0 07 Nov 2022
Robust Few-shot Learning Without Using any Adversarial SamplesIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Gaurav Kumar Nayak Ruchit Rawal Inder Khatri Anirban Chakraborty AAML 104 3 0 03 Nov 2022
Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance PerspectiveACM Multimedia (ACM MM), 2022 Jinxiang Lai Siqian Yang Guannan Jiang Xi-Zhao Wang Yuxi Li ... Jing Liu Bin-Bin Gao Wei Zhang Yuan Xie Chengjie Wang 155 9 0 02 Nov 2022
A picture of the space of typical learnable tasksInternational Conference on Machine Learning (ICML), 2022 Rahul Ramesh Jialin Mao Itay Griniasty Rubing Yang H. Teoh Mark K. Transtrum James P. Sethna Pratik Chaudhari SSL DRL 342 6 0 31 Oct 2022
Few-Shot Classification of Skin Lesions from Dermoscopic Images by Meta-Learning Representative Embeddings Karthik Desingu P. Mirunalini Chandrabose Aravindan 128 3 0 30 Oct 2022
Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the CentroidNeural Information Processing Systems (NeurIPS), 2022 Jing Xu Xu Luo Xinglin Pan Wenjie Pei Yanan Li Zenglin Xu 156 26 0 30 Oct 2022
Towards Practical Few-Shot Query Sets: Transductive Minimum Description Length InferenceNeural Information Processing Systems (NeurIPS), 2022 Ségolène Martin Malik Boudiaf Émilie Chouzenoux J. Pesquet Ismail Ben Ayed 217 11 0 26 Oct 2022
A Unified Framework with Meta-dropout for Few-shot Learning Shaobo Lin Xingyu Zeng Rui Zhao 154 1 0 12 Oct 2022
Self-Attention Message Passing for Contrastive Few-Shot LearningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Ojas Kishorkumar Shirekar Ashutosh Kumar Singh Hadi Jamali Rad 134 6 0 12 Oct 2022
Prototypical VoteNet for Few-Shot 3D Point Cloud Object DetectionNeural Information Processing Systems (NeurIPS), 2022 Shizhen Zhao Xiaojuan Qi 3DPC 238 24 0 11 Oct 2022
Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps Kuilin Chen Chi-Guhn Lee SSL 156 4 0 07 Oct 2022
Offline Handwritten Amharic Character Recognition Using Few-shot Learning Mesay Samuel Gondere Lars Schmidt-Thieme D. Sharma Abiot Sinamo Boltena Abey Bruck OffRL 152 3 0 01 Oct 2022
Hyper-Representations as Generative Models: Sampling Unseen Neural Network WeightsNeural Information Processing Systems (NeurIPS), 2022 Konstantin Schurholt Boris Knyazev Xavier Giró-i-Nieto Damian Borth 267 51 0 29 Sep 2022
Active Few-Shot Classification: a New Paradigm for Data-Scarce Learning Settings Aymane Abdali Vincent Gripon Lucas Drumetz Bartosz Bogusławski 163 1 0 23 Sep 2022
Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot ClassificationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 Yuqing Hu S. Pateux Vincent Gripon 184 20 0 18 Sep 2022
A Study on Representation Transfer for Few-Shot Learning Chun-Nam Yu Yi Xie SSL 97 2 0 05 Sep 2022
Class-Specific Channel Attention for Few-Shot Learning Ying-Cong Chen J. Hsieh Ming-Ching Chang 226 0 0 03 Sep 2022
Transductive Decoupled Variational Inference for Few-Shot Classification Ashutosh Kumar Singh Hadi Jamali Rad BDL VLM 204 18 0 22 Aug 2022
Reference-Limited Compositional Zero-Shot LearningInternational Conference on Multimedia Retrieval (ICMR), 2022 Siteng Huang Qiyao Wei Xuetao Zhang CoGe 110 6 0 22 Aug 2022
Improving Meta-Learning Generalization with Activation-Based Early-Stopping Simon Guiroy C. Pal Gonçalo Mordido Sarath Chandar 175 4 0 03 Aug 2022
The Curse of Low Task Diversity: On the Failure of Transfer Learning to Outperform MAML and Their Empirical Equivalence Alycia Lee P. Yu Yu-Xiong Wang Oluwasanmi Koyejo 163 12 0 02 Aug 2022
Self-Support Few-Shot Semantic SegmentationEuropean Conference on Computer Vision (ECCV), 2022 Qi Fan Wenjie Pei Yu-Wing Tai Chi-Keung Tang 199 189 0 23 Jul 2022
Hyper-Representations for Pre-Training and Transfer Learning Konstantin Schurholt Boris Knyazev Xavier Giró-i-Nieto Damian Borth 131 12 0 22 Jul 2022
Tip-Adapter: Training-free Adaption of CLIP for Few-shot ClassificationEuropean Conference on Computer Vision (ECCV), 2022 Renrui Zhang Zhang Wei Rongyao Fang Shiyang Feng Kunchang Li Jifeng Dai Yu Qiao Jiaming Song VLM 304 440 0 19 Jul 2022
Self-Supervision Can Be a Good Few-Shot LearnerEuropean Conference on Computer Vision (ECCV), 2022 Yuning Lu Liangjiang Wen Jianzhuang Liu Yajing Liu Xinmei Tian SSL 192 48 0 19 Jul 2022
Compound Prototype Matching for Few-shot Action RecognitionEuropean Conference on Computer Vision (ECCV), 2022 Yifei Huang Lijin Yang Yoichi Sato 279 56 0 12 Jul 2022
CAM/CAD Point Cloud Part Segmentation via Few-Shot LearningInternational Conference on Industrial Informatics (INDIN), 2022 Jiahui Wang H. Zhu Haoren Guo Abdullah Al Mamun V. Prahlad T. Lee 3DPC 223 5 0 04 Jul 2022