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Associative Alignment for Few-shot Image Classification

European Conference on Computer Vision (ECCV), 2019

11 December 2019

Arman Afrasiyabi

Jean-François Lalonde

Christian Gagné

VLM

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Papers citing "Associative Alignment for Few-shot Image Classification"

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Title
Enhancing Few-Shot Classification of Benchmark and Disaster Imagery with ATTBHFA-Net G. Lee Tanmoy Dam Md Meftahul Ferdaus Daniel Puiu Poenar Vu N. Duong 101 0 0 21 Oct 2025
Rethinking the Sample Relations for Few-Shot ClassificationImage and Vision Computing (IVC), 2025 Guowei Yin Sheng Huang Luwen Huangfu Yi Zhang Xiaohong Zhang VLM 206 1 0 23 Jan 2025
Unleash the Power of Local Representations for Few-Shot Classification Shi Tang Guiming Luo Xinchen Ye Zhiyi Xia 206 1 0 02 Jul 2024
Tiny models from tiny data: Textual and null-text inversion for few-shot distillation Erik Landolsi Fredrik Kahl DiffM 336 1 0 05 Jun 2024
Like Humans to Few-Shot Learning through Knowledge Permeation of Vision and Text Yuyu Jia Qing Zhou Wei Huang Junyu Gao Qi. Wang VLM 214 2 0 21 May 2024
Intra-task Mutual Attention based Vision Transformer for Few-Shot Learning Weihao Jiang Yu Xie Kun He ViT 258 1 0 06 May 2024
FORML: A Riemannian Hessian-free Method for Meta-learning on Stiefel Manifolds H. Tabealhojeh S. Roy Peyman Adibi Hossein Karshenas 177 0 0 28 Feb 2024
GeNIe: Generative Hard Negative Images Through Diffusion Soroush Abbasi Koohpayegani Anuj Singh K. Navaneet Hadi Jamali Rad Hamed Pirsiavash VLM DiffM 286 6 0 05 Dec 2023
Detail Reinforcement Diffusion Model: Augmentation Fine-Grained Visual Categorization in Few-Shot ConditionsIEEE Transactions on Emerging Topics in Computational Intelligence (TETCI), 2023 Tianxu Wu Shuo Ye Shuhuang Chen Qinmu Peng Xinge You DiffM 200 6 0 15 Sep 2023
Task-Oriented Channel Attention for Fine-Grained Few-Shot ClassificationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Subeen Lee WonJun Moon Hyun Seok Seong Jae-Pil Heo 185 5 0 28 Jul 2023
DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank CorrelationNeural Information Processing Systems (NeurIPS), 2023 Kai Zheng Huishuai Zhang Weiran Huang 163 12 0 28 Jul 2023
FILM: How can Few-Shot Image Classification Benefit from Pre-Trained Language Models? Zihao Jiang Yunkai Dang Dong Pang Huishuai Zhang Weiran Huang VLM 201 3 0 09 Jul 2023
LPN: Language-guided Prototypical Network for few-shot classification Kaihui Cheng Chule Yang Xiao Liu Naiyang Guan Zhiyuan Wang 312 1 0 04 Jul 2023
Few-shot Classification via Ensemble Learning with Multi-Order StatisticsInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Sai Yang Fan Liu Delong Chen Jun Zhou 130 9 0 30 Apr 2023
Out-of-distribution Few-shot Learning For Edge Devices without Model Fine-tuning Xinyun Zhang Lanqing Hong OODD 167 0 0 13 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
Semantic Prompt for Few-Shot Image RecognitionComputer Vision and Pattern Recognition (CVPR), 2023 Wentao Chen Chenyang Si Zhang Zhang Liangdao Wang Zilei Wang Tien-Ping Tan VLM 172 61 0 24 Mar 2023
Gestalt-Guided Image Understanding for Few-Shot LearningAsian Conference on Computer Vision (ACCV), 2023 Kun Song Yuchen Wu Jiansheng Chen Tianyu Hu Huimin Ma 177 0 0 08 Feb 2023
Cap2Aug: Caption guided Image to Image data Augmentation Aniket Roy Anshul B. Shah Ketul Shah Anirban Roy Rama Chellappa DiffM 215 0 0 11 Dec 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 150 24 0 29 Nov 2022
tSF: Transformer-based Semantic Filter for Few-Shot LearningEuropean Conference on Computer Vision (ECCV), 2022 Jinxiang Lai Siqian Yang Wenlong Liu Yi Zeng Zhongyi Huang Wenlong Wu Jun Liu Bin-Bin Gao Chengjie Wang VLM 107 20 0 02 Nov 2022
BaseTransformers: Attention over base data-points for One Shot LearningBritish Machine Vision Conference (BMVC), 2022 Mayug Maniparambil Kevin McGuinness Noel E. O'Connor 160 4 0 05 Oct 2022
Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment Zican Zha Hao Tang Yunlian Sun Jinhui Tang 232 116 0 04 Oct 2022
A Study on Representation Transfer for Few-Shot Learning Chun-Nam Yu Yi Xie SSL 109 2 0 05 Sep 2022
Transductive Decoupled Variational Inference for Few-Shot Classification Ashutosh Kumar Singh Hadi Jamali Rad BDL VLM 248 18 0 22 Aug 2022
Learning Primitive-aware Discriminative Representations for Few-shot LearningInternational Conference on Neural Information Processing (ICONIP), 2022 Jianpeng Yang Yuhang Niu Xuemei Xie G. Shi 155 1 0 20 Aug 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 200 49 0 19 Jul 2022
Learn-to-Decompose: Cascaded Decomposition Network for Cross-Domain Few-Shot Facial Expression RecognitionEuropean Conference on Computer Vision (ECCV), 2022 Xinyi Zou Y. Yan Jing-Hao Xue Si Chen Hanzi Wang CVBM 205 17 0 16 Jul 2022
Task Discrepancy Maximization for Fine-grained Few-Shot ClassificationComputer Vision and Pattern Recognition (CVPR), 2022 Subeen Lee WonJun Moon Jae-Pil Heo 157 69 0 04 Jul 2022
Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot ClassificationComputer Vision and Pattern Recognition (CVPR), 2022 Jiangtao Xie Fei Long Jiaming Lv Qilong Wang P. Li 205 221 0 09 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 214 91 0 02 Apr 2022
CAD: Co-Adapting Discriminative Features for Improved Few-Shot ClassificationComputer Vision and Pattern Recognition (CVPR), 2022 Philip Chikontwe Soopil Kim Sang Hyun Park 155 35 0 25 Mar 2022
Self-Promoted Supervision for Few-Shot TransformerEuropean Conference on Computer Vision (ECCV), 2022 Bowen Dong Pan Zhou Shuicheng Yan W. Zuo ViT 129 50 0 14 Mar 2022
Worst Case Matters for Few-Shot RecognitionEuropean Conference on Computer Vision (ECCV), 2022 Minghao Fu Yunhao Cao Jianxin Wu 164 8 0 13 Mar 2022
When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning FrameworkAAAI Conference on Artificial Intelligence (AAAI), 2022 Xinyi Zou Y. Yan Jing-Hao Xue Si Chen Hanzi Wang 152 20 0 18 Jan 2022
Pose Adaptive Dual Mixup for Few-Shot Single-View 3D ReconstructionAAAI Conference on Artificial Intelligence (AAAI), 2021 Ta-Ying Cheng Hsuan-ru Yang Niki Trigoni Hwann-Tzong Chen Tyng-Luh Liu 106 9 0 23 Dec 2021
Hybrid Graph Neural Networks for Few-Shot Learning Tianyuan Yu Sen He Yi-Zhe Song Tao Xiang 88 70 0 13 Dec 2021
Label Hallucination for Few-Shot ClassificationAAAI Conference on Artificial Intelligence (AAAI), 2021 Yiren Jian Lorenzo Torresani 202 45 0 06 Dec 2021
Few-Shot Object Detection via Association and DIscrimination Yuhang Cao Yuan Liu Ying Jin Tong Wu Kai-xiang Chen Ziwei Liu Dahua Lin ObjD 150 99 0 23 Nov 2021
Gaussian Process Meta Few-shot Classifier Learning via Linear Discriminant Laplace Approximation Minyoung Kim Timothy M. Hospedales BDL 197 5 0 09 Nov 2021
SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning Fengyuan Yang Ruiping Wang Xilin Chen VLM 147 40 0 08 Nov 2021
On the Importance of Distractors for Few-Shot Classification Rajshekhar Das Yu-Xiong Wang José M. F. Moura 136 33 0 20 Sep 2021
Partner-Assisted Learning for Few-Shot Image Classification Jiawei Ma Hanchen Xie G. Han Shih-Fu Chang Aram Galstyan Wael AbdAlmageed VLM 168 76 0 15 Sep 2021
Binocular Mutual Learning for Improving Few-shot ClassificationIEEE International Conference on Computer Vision (ICCV), 2021 Ziqi Zhou Xi Qiu Jiangtao Xie Jianan Wu Fangqiu Yi SSL 142 90 0 27 Aug 2021
Learning Class-level Prototypes for Few-shot Learning Minglei Yuan Wenhai Wang Tao Wang Chunhao Cai Qian Xu Tong Lu VLM 111 3 0 25 Aug 2021
Prototype Completion for Few-Shot LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Baoquan Zhang Xutao Li Yunming Ye Shanshan Feng VLM 323 26 0 11 Aug 2021
Improving the Generalization of Meta-learning on Unseen Domains via Adversarial Shift Pinzhuo Tian Yao Gao OOD 156 1 0 23 Jul 2021
Rectifying the Shortcut Learning of Background for Few-Shot LearningNeural Information Processing Systems (NeurIPS), 2021 Xu Luo Longhui Wei Liangjiang Wen Jinrong Yang Lingxi Xie Zenglin Xu Qi Tian 331 100 0 16 Jul 2021
How to Train Your MAML to Excel in Few-Shot ClassificationInternational Conference on Learning Representations (ICLR), 2021 Han-Jia Ye Wei-Lun Chao 186 57 0 30 Jun 2021
Contextualizing Meta-Learning via Learning to Decompose Han-Jia Ye Da-Wei Zhou Lanqing Hong Zhenguo Li Xiu-Shen Wei De-Chuan Zhan 189 9 0 15 Jun 2021