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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
Hierarchical Compositional Representations for Few-shot Action Recognition Chang-bo Li Jie Zhang Shuzhe Wu Xin Jin Shiguang Shan 84 23 0 19 Aug 2022
Open Long-Tailed Recognition in a Dynamic World Ziwei Liu Zhongqi Miao Xiaohang Zhan Jiayun Wang Boqing Gong Stella X. Yu VLM 90 21 0 17 Aug 2022
Gradient-Based Meta-Learning Using Uncertainty to Weigh Loss for Few-Shot Learning Lin Ding Peng Liu Wenfeng Shen Weijia Lu Shengbo Chen UQCV 34 3 0 17 Aug 2022
Constrained Few-Shot Learning: Human-Like Low Sample Complexity Learning and Non-Episodic Text Classification Jaron Mar Jiamou Liu 84 2 0 17 Aug 2022
Cross-Domain Few-Shot Classification via Inter-Source Stylization Huali Xu Shuaifeng Zhi Li Liu 100 4 0 17 Aug 2022
Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning Dong Huk Park Jongmin Lee ObjD 92 11 0 15 Aug 2022
Bidirectional Feature Globalization for Few-shot Semantic Segmentation of 3D Point Cloud Scenes Yongqiang Mao Zonghao Guo Xiaonan Lu Zhiqiang Yuan Haowen Guo 3DPC 133 31 0 13 Aug 2022
Memorizing Complementation Network for Few-Shot Class-Incremental Learning Zhong Ji Zhi Hou Xiyao Liu Yanwei Pang Xuelong Li CLL 76 48 0 11 Aug 2022
IDNP: Interest Dynamics Modeling using Generative Neural Processes for Sequential Recommendation Jing Du Zesheng Ye Lina Yao Bin Guo Zhiwen Yu AI4TS 68 13 0 09 Aug 2022
Convolutional Ensembling based Few-Shot Defect Detection Technique Soumyajit Karmakar Abeer Banerjee P. Gidde Sumeet Saurav S. Singh UQCV 76 3 0 05 Aug 2022
Transformers as Meta-Learners for Implicit Neural Representations Yinbo Chen Xiaolong Wang AI4CE 99 68 0 04 Aug 2022
Improving Meta-Learning Generalization with Activation-Based Early-Stopping Simon Guiroy C. Pal Gonçalo Mordido Sarath Chandar 125 3 0 03 Aug 2022
A Survey of Learning on Small Data: Generalization, Optimization, and Challenge Xiaofeng Cao Weixin Bu Sheng-Jun Huang Minling Zhang Ivor W. Tsang Yew-Soon Ong James T. Kwok 90 1 0 29 Jul 2022
Semantic-Aligned Matching for Enhanced DETR Convergence and Multi-Scale Feature Fusion Gongjie Zhang Zhipeng Luo Jiaxing Huang Shijian Lu Eric Xing ViT 98 21 0 28 Jul 2022
Equivariance and Invariance Inductive Bias for Learning from Insufficient Data Tan Wang Qianru Sun Sugiri Pranata J. Karlekar Hanwang Zhang SSL 100 21 0 25 Jul 2022
Kernel Relative-prototype Spectral Filtering for Few-shot Learning Tao Zhang Wu Huang 69 14 0 24 Jul 2022
Multi-Faceted Distillation of Base-Novel Commonality for Few-shot Object Detection Shuang Wu Wenjie Pei Dianwen Mei Fanglin Chen Jiandong Tian Guangming Lu VLM ObjD 68 31 0 22 Jul 2022
Few-shot Image Generation Using Discrete Content Representation Y. Hong Li Niu Jianfu Zhang Liqing Zhang DiffM 79 11 0 22 Jul 2022
Inductive and Transductive Few-Shot Video Classification via Appearance and Temporal Alignments Khoi Duc Minh Nguyen Quoc-Huy Tran Khoi Nguyen Binh-Son Hua Rang Nguyen 116 29 0 21 Jul 2022
Pose for Everything: Towards Category-Agnostic Pose Estimation Lumin Xu Sheng Jin Wang Zeng Wentao Liu Chao Qian Wanli Ouyang Ping Luo Xiaogang Wang 71 38 0 21 Jul 2022
DeltaGAN: Towards Diverse Few-shot Image Generation with Sample-Specific Delta Y. Hong Li Niu Jianfu Zhang Liqing Zhang GAN 76 34 0 21 Jul 2022
Malware Triage Approach using a Task Memory based on Meta-Transfer Learning Framework Jinting Zhu Julian Jang-Jaccard I. Welch Harith Al-Sahaf S. Çamtepe AAML 158 0 0 21 Jul 2022
Tip-Adapter: Training-free Adaption of CLIP for Few-shot Classification Renrui Zhang Zhang Wei Rongyao Fang Peng Gao Kunchang Li Jifeng Dai Yu Qiao Hongsheng Li VLM 133 321 0 19 Jul 2022
Contributions of Shape, Texture, and Color in Visual Recognition Yunhao Ge Yao Xiao Zhi-Qin John Xu Xingyu Wang Laurent Itti 3DH 62 27 0 19 Jul 2022
Invariant Feature Learning for Generalized Long-Tailed Classification Kaihua Tang Mingyuan Tao Jiaxin Qi Zhenguang Liu Hanwang Zhang VLM 96 56 0 19 Jul 2022
Self-Supervision Can Be a Good Few-Shot Learner Yuning Lu Liangjiang Wen Jianzhuang Liu Yajing Liu Xinmei Tian SSL 101 37 0 19 Jul 2022
Few-shot Open-set Recognition Using Background as Unknowns Nan Song Chi Zhang Guosheng Lin VLM SSL 64 11 0 19 Jul 2022
Semantic Novelty Detection via Relational Reasoning Francesco Cappio Borlino S. Bucci Tatiana Tommasi 75 4 0 18 Jul 2022
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Xinyu Shi Dong Wei Yu Zhang Donghuan Lu Munan Ning Jiashun Chen Kai Ma Yefeng Zheng 55 105 0 18 Jul 2022
Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation Hegui Zhu Zhan Gao Jiayi Wang Yangqiaoyu Zhou Chengqing Li 108 7 0 18 Jul 2022
Learn-to-Decompose: Cascaded Decomposition Network for Cross-Domain Few-Shot Facial Expression Recognition Xinyi Zou Y. Yan Jing-Hao Xue Si Chen Hanzi Wang CVBM 114 12 0 16 Jul 2022
Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and Aligned Representations Wentao Chen Zheng Zhang Wei Wang Liang Wang Zilei Wang Tieniu Tan 69 10 0 16 Jul 2022
Feed-Forward Latent Domain Adaptation Ondrej Bohdal Da Li S. Hu Timothy M. Hospedales OOD 69 1 0 15 Jul 2022
Registration based Few-Shot Anomaly Detection Chaoqin Huang Haoyan Guan Aofan Jiang Ya Zhang Michael W. Spratling Yanfeng Wang 92 149 0 15 Jul 2022
Fine-grained Few-shot Recognition by Deep Object Parsing Ruizhao Zhu Pengkai Zhu Samarth Mishra Venkatesh Saligrama 91 0 0 14 Jul 2022
Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation Hao Fei Siteng Huang Wenbin Li Donglin Wang VLM 74 34 0 14 Jul 2022
Semi-supervised cross-lingual speech emotion recognition Mirko Agarla Simone Bianco Luigi Celona Paolo Napoletano A. Petrovsky Flavio Piccoli Raimondo Schettini I. Shanin 73 15 0 14 Jul 2022
Transferability-Guided Cross-Domain Cross-Task Transfer Learning Yang Tan Enming Zhang Yang Li Shao-Lun Huang Xiaoping Zhang OT 116 12 0 12 Jul 2022
MetaAge: Meta-Learning Personalized Age Estimators Wanhua Li Jiwen Lu Abudukelimu Wuerkaixi Jianjiang Feng Jie Zhou 73 11 0 12 Jul 2022
SHREC'22 Track: Sketch-Based 3D Shape Retrieval in the Wild Jie Qin Shuaihang Yuan Jiaxin Chen Boulbaba Ben Amor Yi Fang ... Haiqin Chen Yan Wang Qunying Zhou Ji Zhang Hongyu Wang 3DV 80 9 0 11 Jul 2022
Continual Few-Shot Learning with Adversarial Class Storage Kun Wu Chengxiang Yin Jian Tang Zhiyuan Xu Yanzhi Wang Dejun Yang BDL VLM CLL 44 1 0 10 Jul 2022
Generating Pseudo-labels Adaptively for Few-shot Model-Agnostic Meta-Learning Guodong Liu Tongling Wang Shuoxi Zhang Kun He 101 1 0 09 Jul 2022
Boosting Zero-shot Learning via Contrastive Optimization of Attribute Representations Yu Du Miaojing Shi Fangyun Wei Guoqi Li VLM 121 15 0 08 Jul 2022
Few-Example Clustering via Contrastive Learning M-U Jang Sae-Young Chung 38 0 0 08 Jul 2022
FewSOL: A Dataset for Few-Shot Object Learning in Robotic Environments P. JishnuJaykumar Yu-Wei Chao Yu Xiang 70 11 0 06 Jul 2022
ViRel: Unsupervised Visual Relations Discovery with Graph-level Analogy D. Zeng Tailin Wu J. Leskovec GNN 108 1 0 04 Jul 2022
Task Discrepancy Maximization for Fine-grained Few-Shot Classification Subeen Lee WonJun Moon Jae-Pil Heo 81 47 0 04 Jul 2022
Memory-Based Label-Text Tuning for Few-Shot Class-Incremental Learning Jinze Li Yan Bai Yihang Lou Xiongkun Linghu Jianzhong He Shaoyun Xu Tao Bai VLM CLL 82 2 0 03 Jul 2022
Learning Cross-Image Object Semantic Relation in Transformer for Few-Shot Fine-Grained Image Classification Bo Zhang Jiakang Yuan Baopu Li Tao Chen Jiayuan Fan Botian Shi ViT 121 34 0 02 Jul 2022
Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity Jianyi Yang Shaolei Ren 78 3 0 02 Jul 2022