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Learning to Compare: Relation Network for Few-Shot Learning

16 November 2017

Li Zhang

Timothy M. Hospedales

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Papers citing "Learning to Compare: Relation Network for Few-Shot Learning"

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Title
Boosting Meta-Training with Base Class Information for Few-Shot Learning Weihao Jiang Guodong Liu Di He Kun He CLL 109 1 0 06 Mar 2024
Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning Huali Xu Li Liu Shuaifeng Zhi Shaojing Fu Z. Su Ming-Ming Cheng Yongxiang Liu 96 12 0 04 Mar 2024
FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation Yunwei Bai Ying Kiat Tan Tsuhan Chen 70 0 0 28 Feb 2024
MGE: A Training-Free and Efficient Model Generation and Enhancement Scheme Xuan Wang Zeshan Pang Yuliang Lu Xuehu Yan 59 0 0 27 Feb 2024
Reinforcement Learning-Based Approaches for Enhancing Security and Resilience in Smart Control: A Survey on Attack and Defense Methods Zheyu Zhang AAML 47 0 0 23 Feb 2024
Few-Shot Learning with Uncertainty-based Quadruplet Selection for Interference Classification in GNSS Data Felix Ott Lucas Heublein Nisha Lakshmana Raichur Tobias Feigl Jonathan Hansen A. Rügamer Christopher Mutschler 81 9 0 09 Feb 2024
Meet JEANIE: a Similarity Measure for 3D Skeleton Sequences via Temporal-Viewpoint Alignment Lei Wang Jun Liu Liang Zheng Tom Gedeon Piotr Koniusz 89 12 0 07 Feb 2024
Few-Shot Class-Incremental Learning with Prior Knowledge Wenhao Jiang Duo Li Menghan Hu Guangtao Zhai Xiaokang Yang Xiao-Ping Zhang CLL 64 1 0 02 Feb 2024
Episodic-free Task Selection for Few-shot Learning Tao Zhang 68 0 0 31 Jan 2024
Cross-Domain Few-Shot Learning via Adaptive Transformer Networks Naeem Paeedeh Mahardhika Pratama M. A. Ma'sum Wolfgang Mayer Zehong Cao Ryszard Kowlczyk 69 12 0 25 Jan 2024
DenoSent: A Denoising Objective for Self-Supervised Sentence Representation Learning Xinghao Wang Junliang He Pengyu Wang Yunhua Zhou Tianxiang Sun Xipeng Qiu AI4TS 47 4 0 24 Jan 2024
LDCA: Local Descriptors with Contextual Augmentation for Few-Shot Learning Maofa Wang Bingchen Yan 79 0 0 24 Jan 2024
AdaEmbed: Semi-supervised Domain Adaptation in the Embedding Space A. Mottaghi Mohammad Abdullah Jamal Serena Yeung Omid Mohareri 74 1 0 23 Jan 2024
Augmenting Prototype Network with TransMix for Few-shot Hyperspectral Image Classification Chun Liu Longwei Yang Dongmei Dong Zheng Li Wei Yang Zhigang Han Jiayao Wang 116 0 0 22 Jan 2024
Towards Open-World Gesture Recognition Junxiao Shen Matthias De Lange X. Xu Enmin Zhou Ran Tan Naveen Suda Maciej Lazarewicz Per Ola Kristensson Amy Karlson Evan Strasnick 47 3 0 20 Jan 2024
Few-shot learning for COVID-19 Chest X-Ray Classification with Imbalanced Data: An Inter vs. Intra Domain Study Alejandro Galán-Cuenca Antonio Javier Gallego Marcelo Saval-Calvo A. Pertusa 59 6 0 18 Jan 2024
$Multi-view Distillation based on Multi-modal Fusion for Few-shot Action Recognition(CLIP-$\mathrm{M^2}$DF)$ Multi-view Distillation based on Multi-modal Fusion for Few-shot Action Recognition(CLIP- $\mathrm{M^2}$ DF) Fei-Yu Guo YiKang Wang Han Qi WenPing Jin Li Zhu 85 2 0 16 Jan 2024
Transferring Core Knowledge via Learngenes Fu Feng Jing Wang Xin Geng 103 7 0 16 Jan 2024
Challenge design roadmap Hugo Jair Escalante Isabelle M Guyon Addison Howard Walter Reade Sébastien Treguer AI4TS 82 0 0 15 Jan 2024
Enhanced Few-Shot Class-Incremental Learning via Ensemble Models Mingli Zhu Zihao Zhu Sihong Chen Chen Chen Baoyuan Wu CLL 81 3 0 14 Jan 2024
Dual-View Data Hallucination with Semantic Relation Guidance for Few-Shot Image Recognition Hefeng Wu Guangzhi Ye Ziyang Zhou Ling Tian Qing Wang Liang Lin 76 3 0 13 Jan 2024
Minimally Supervised Learning using Topological Projections in Self-Organizing Maps Zimeng Lyu Alexander Ororbia Rui Li Travis J. Desell AI4TS 59 2 0 12 Jan 2024
Does Few-shot Learning Suffer from Backdoor Attacks? Xinwei Liu Xiaojun Jia Jindong Gu Yuan Xun Siyuan Liang Xiaochun Cao 129 20 0 31 Dec 2023
Improving Intrusion Detection with Domain-Invariant Representation Learning in Latent Space Padmaksha Roy Tyler Cody Himanshu Singhal Kevin Choi Ming Jin OOD 68 1 0 28 Dec 2023
GRSDet: Learning to Generate Local Reverse Samples for Few-shot Object Detection Hefei Mei Taijin Zhao Shiyuan Tang Heqian Qiu Lanxiao Wang Minjian Zhang Fanman Meng Hongliang Li ObjD 76 1 0 27 Dec 2023
Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement Jing Wang Jinagyun Li Chen Chen Yisi Zhang Haoran Shen Tianxiang Zhang VLM 78 15 0 25 Dec 2023
HyperMix: Out-of-Distribution Detection and Classification in Few-Shot Settings Nikhil Mehta Kevin J. Liang Jing Huang Fu-Jen Chu Li Yin Tal Hassner OODD 86 2 0 22 Dec 2023
Interactive Visual Task Learning for Robots Weiwei Gu Anant Sah N. Gopalan 77 4 0 20 Dec 2023
SEER-ZSL: Semantic Encoder-Enhanced Representations for Generalized Zero-Shot Learning William Heyden Habib Ullah M. Salman Siddiqui Fadi Al Machot VLM 111 0 0 20 Dec 2023
Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI Qinqian Lei Bo Wang Robby T. Tan VLM 84 2 0 17 Dec 2023
ParsNets: A Parsimonious Orthogonal and Low-Rank Linear Networks for Zero-Shot Learning Jingcai Guo Qihua Zhou Ruibin Li Xiaocheng Lu Ziming Liu Junyang Chen Xin Xie Jie Zhang 140 4 0 15 Dec 2023
Improving Cross-domain Few-shot Classification with Multilayer Perceptron Shuanghao Bai Wanqi Zhou Zhirong Luan Donglin Wang Badong Chen 80 5 0 15 Dec 2023
TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification Kaipeng Zheng Weiran Huang Lichao Sun LM&MA MedIm VLM 88 0 0 12 Dec 2023
Hacking Task Confounder in Meta-Learning Wenwen Qiang Yi Ren Changwen Zheng Xingzhe Su Changwen Zheng Jingyao Wang CML 103 9 0 10 Dec 2023
TALDS-Net: Task-Aware Adaptive Local Descriptors Selection for Few-shot Image Classification Qian Qiao Yu Xie Ziyin Zeng Fanzhang Li 99 3 0 09 Dec 2023
TLCE: Transfer-Learning Based Classifier Ensembles for Few-Shot Class-Incremental Learning Shuangmei Wang Yang Cao Tieru Wu CLL 75 0 0 07 Dec 2023
Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning Abdullah Alchihabi Marzi Heidari Yuhong Guo 80 0 0 06 Dec 2023
A Unified Simulation Framework for Visual and Behavioral Fidelity in Crowd Analysis N. Bisagno Nicola Garau Antonio Luigi Stefani Nicola Conci 37 0 0 05 Dec 2023
GeNIe: Generative Hard Negative Images Through Diffusion Soroush Abbasi Koohpayegani Anuj Singh K. Navaneet Hadi Jamali Rad Hamed Pirsiavash VLM DiffM 131 4 0 05 Dec 2023
Few-shot Shape Recognition by Learning Deep Shape-aware Features Wenlong Shi Changsheng Lu Ming Shao Yinjie Zhang Si-Yu Xia Piotr Koniusz 81 2 0 03 Dec 2023
A Comprehensive Study of Vision Transformers in Image Classification Tasks Mahmoud Khalil Ahmad Khalil A. Ngom ViT 62 10 0 02 Dec 2023
Meta-Learned Attribute Self-Interaction Network for Continual and Generalized Zero-Shot Learning Vinay Kumar Verma Nikhil Mehta Kevin J. Liang Aakansha Mishra Lawrence Carin BDL VLM 66 3 0 02 Dec 2023
$Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP$\mathbf{M^2}$C)$ Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP $\mathbf{M^2}$ C) Fei-Yu Guo Li Zhu YiKang Wang Han Qi 96 2 0 02 Dec 2023
Automated interpretation of congenital heart disease from multi-view echocardiograms Jing Wang Xiaofeng Liu Fangyun Wang Lin Zheng F. Gao Hanwen Zhang Xin Zhang Wanqing Xie Bin-bin Wang 98 55 0 30 Nov 2023
Simple Semantic-Aided Few-Shot Learning Hai Zhang Junzhe Xu Shanlin Jiang Zhenan He VLM 95 8 0 30 Nov 2023
Robust Transductive Few-shot Learning via Joint Message Passing and Prototype-based Soft-label Propagation Jiahui Wang Qin Xu Bo Jiang Bin Luo 95 0 0 28 Nov 2023
Pseudo-label Correction for Instance-dependent Noise Using Teacher-student Framework Eugene Kim NoLa 86 0 0 24 Nov 2023
MetaFBP: Learning to Learn High-Order Predictor for Personalized Facial Beauty Prediction Luojun Lin Zhifeng Shen Jia-Li Yin Qipeng Liu Yuanlong Yu Weijie Chen CVBM 70 4 0 23 Nov 2023
Self-guided Few-shot Semantic Segmentation for Remote Sensing Imagery Based on Large Vision Models Xiyu Qi Yifan Wu Yongqiang Mao Wenhui Zhang Yidan Zhang VLM 49 4 0 22 Nov 2023
Few-Shot Classification & Segmentation Using Large Language Models Agent Tian Meng Yang Tao Wuliang Yin VLM 100 1 0 19 Nov 2023