Dense Classification and Implanting for Few-Shot Learning

12 March 2019

Papers citing "Dense Classification and Implanting for Few-Shot Learning"

50 / 96 papers shown

Title
A $^2$ M $^2$ -Net: Adaptively Aligned Multi-Scale Moment for Few-Shot Action RecognitionInternational Journal of Computer Vision (IJCV), 2025 Zilin Gao Qilong Wang Bingbing Zhang Q. Hu P. Li 92 0 0 22 Sep 2025
Doodle Your Keypoints: Sketch-Based Few-Shot Keypoint Detection Subhajit Maity A. Bhunia Subhadeep Koley Pinaki Nath Chowdhury Aneeshan Sain Yi-Zhe Song 358 0 0 10 Jul 2025
Reliable Few-shot Learning under Dual NoisesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Ji Zhang Jingkuan Song Lianli Gao Andrii Zadaianchuk Heng Tao Shen NoLa 253 7 0 19 Jun 2025
PREMISE: Matching-based Prediction for Accurate Review RecommendationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Wei Han Hui Chen Soujanya Poria 195 0 0 02 May 2025
Dual-level Mixup for Graph Few-shot Learning with Fewer TasksThe Web Conference (WWW), 2025 Yuqi Liu Mengyu Li Fausto Giunchiglia Lan Huang Ximing Li Xiaoyue Feng Renchu Guan 164 2 0 21 Feb 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention MechanismsNeural Networks (NN), 2024 Fatemeh Askari Amirreza Fateh Mohammad Reza Mohammadi 410 13 0 17 Jan 2025
Knowledge-enhanced Relation Graph and Task Sampling for Few-shot Molecular Property Prediction Zeyu Wang Tianyi Jiang Yao Lu Xiaoze Bao Shanqing Yu Bin Wei Qi Xuan 185 2 0 24 May 2024
Embedding Space Interpolation Beyond Mini-Batch, Beyond Pairs and Beyond ExamplesNeural Information Processing Systems (NeurIPS), 2023 Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis 171 5 0 09 Nov 2023
From Global to Local: Multi-scale Out-of-distribution DetectionIEEE Transactions on Image Processing (IEEE TIP), 2023 Ji Zhang Lianli Gao Bingguang Hao Hao Huang Jingkuan Song Jikang Cheng OODD 112 23 0 20 Aug 2023
Recent Advances of Local Mechanisms in Computer Vision: A Survey and Outlook of Recent Work Qiangchang Wang Yilong Yin 256 1 0 02 Jun 2023
Adaptive manifold for imbalanced transductive few-shot learningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Michalis Lazarou Yannis Avrithis Tania Stathaki 178 6 0 27 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
Rethinking matching-based few-shot action recognitionScandinavian Conference on Image Analysis (SCIA), 2023 Juliette Bertrand Yannis Kalantidis Giorgos Tolias 137 1 0 28 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
The Expressive Power of Tuning Only the Normalization LayersAnnual Conference Computational Learning Theory (COLT), 2023 Angeliki Giannou Shashank Rajput Dimitris Papailiopoulos 134 11 0 15 Feb 2023
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality SequencesConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Wei Han Hui Chen MingSung Kan Soujanya Poria 167 15 0 23 Oct 2022
A Task-aware Dual Similarity Network for Fine-grained Few-shot LearningPacific Rim International Conference on Artificial Intelligence (PRICAI), 2022 Yanjun Qi Han Sun Ningzhong Liu Huiyu Zhou 198 9 0 22 Oct 2022
Few-Shot Learning Meets Transformer: Unified Query-Support Transformers for Few-Shot Classification Xixi Wang Tianlin Li Bo Jiang Bin Luo 235 54 0 26 Aug 2022
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot ClassificationIEEE Transactions on Image Processing (IEEE TIP), 2022 Yunqing Zhao Ngai-Man Cheung BDL 213 17 0 23 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 139 1 0 20 Aug 2022
Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross ModulationIEEE transactions on multimedia (IEEE TMM), 2022 Hegui Zhu Zhan Gao Jiayi Wang Yangqiaoyu Zhou Chengqing Li 246 21 0 18 Jul 2022
Teach me how to Interpolate a Myriad of Embeddings Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis 192 2 0 29 Jun 2022
Uncertainty-based Network for Few-shot Image ClassificationIEEE International Conference on Multimedia and Expo (ICME), 2022 Minglei Yuan Qian Xu Chunhao Cai Yin-Dong Zheng Tao Wang Tong Lu UQCV 186 3 0 17 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and OpportunitiesACM Computing Surveys (ACM CSUR), 2022 Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 272 533 0 13 May 2022
Generating Representative Samples for Few-Shot ClassificationComputer Vision and Pattern Recognition (CVPR), 2022 Aoxiang Fan Hieu M. Le VLM 196 87 0 05 May 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 206 90 0 02 Apr 2022
GCT: Graph Co-Training for Semi-Supervised Few-Shot Learning Rui Xu Lei Xing Shuai Shao Lifei Zhao Baodi Liu Weifeng Liu Yicong Zhou 272 24 0 15 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
Understanding AdamW through Proximal Methods and Scale-Freeness Zhenxun Zhuang Mingrui Liu Ashok Cutkosky Francesco Orabona 217 99 0 31 Jan 2022
Dual Path Structural Contrastive Embeddings for Learning Novel Objects Bingbin Li E. Cui Yanan Li Donghui Wang Weng Kee Wong 147 1 0 23 Dec 2021
Adaptive Poincaré Point to Set Distance for Few-Shot Classification Rongkai Ma Pengfei Fang Tom Drummond Mehrtash Harandi 156 50 0 03 Dec 2021
MDFM: Multi-Decision Fusing Model for Few-Shot Learning Shuai Shao Lei Xing Rui Xu Weifeng Liu Yanjiang Wang Baodi Liu 390 32 0 01 Dec 2021
Learning Online for Unified Segmentation and Tracking ModelsIEEE International Joint Conference on Neural Network (IJCNN), 2021 Tianyu Zhu Rongkai Ma Mehrtash Harandi Tom Drummond 103 4 0 12 Nov 2021
Few-shot learning with improved local representations via bias rectify moduleIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Chao Dong Qi Ye Wenchao Meng Kaixiang Yang 63 2 0 01 Nov 2021
MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning Miao Zhang Miaojing Shi Li Li VLM 366 32 0 30 Oct 2021
Domain Agnostic Few-Shot Learning For Document Intelligence J. Mandivarapu Eric Hunch G. Fung OOD VLM 222 1 0 29 Oct 2021
Self-Denoising Neural Networks for Few Shot Learning S. Schwarcz Sai Saketh Rambhatla Ramalingam Chellappa 110 1 0 26 Oct 2021
Towards A Conceptually Simple Defensive Approach for Few-shot classifiers Against Adversarial Support Samples Y. Tan Penny Chong Jiamei Sun Ngai-Man Cheung Yuval Elovici Alexander Binder AAML 133 0 0 24 Oct 2021
Decomposing Convolutional Neural Networks into Reusable and Replaceable ModulesInternational Conference on Software Engineering (ICSE), 2021 Rangeet Pan Hridesh Rajan MoMe 119 36 0 11 Oct 2021
On the Importance of Firth Bias Reduction in Few-Shot Classification Saba Ghaffari Ehsan Saleh David A. Forsyth Yu-Xiong Wang 258 13 0 06 Oct 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 134 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
Relational Embedding for Few-Shot ClassificationIEEE International Conference on Computer Vision (ICCV), 2021 Dahyun Kang Heeseung Kwon Juhong Min Minsu Cho 202 235 0 22 Aug 2021
Transductive Few-Shot Classification on the Oblique ManifoldIEEE International Conference on Computer Vision (ICCV), 2021 Guodong Qi Huimin Yu Zhaohui Lu Shuzhao Li 158 50 0 09 Aug 2021
Few-shot Unsupervised Domain Adaptation with Image-to-class Sparse Similarity EncodingACM Multimedia (ACM MM), 2021 Sheng Huang Wanqi Yang Lei Wang Luping Zhou Ming Yang 91 11 0 06 Aug 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 323 100 0 16 Jul 2021
Trainable Class Prototypes for Few-Shot Learning Jianyi Li Guizhong Liu VLM 153 2 0 21 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 164 62 0 10 Jun 2021
Tensor feature hallucination for few-shot learningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021 Michalis Lazarou Tania Stathaki Yannis Avrithis 191 24 0 09 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 116 31 0 21 May 2021