v1v2 (latest)

Learning to Compare: Relation Network for Few-Shot Learning

16 November 2017

Li Zhang

Timothy M. Hospedales

ArXiv (abs)PDF HTML

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

50 / 1,567 papers shown

Title
Attribute Group Editing for Reliable Few-shot Image Generation Guanqi Ding Xinzhe Han Shuhui Wang Shuzhe Wu Xin Jin Dandan Tu Qingming Huang GAN 81 22 0 16 Mar 2022
Beyond Explaining: Opportunities and Challenges of XAI-Based Model Improvement Leander Weber Sebastian Lapuschkin Alexander Binder Wojciech Samek 109 103 0 15 Mar 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 104 23 0 15 Mar 2022
Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Yuqian Fu Yu Xie Yanwei Fu Jingjing Chen Yu-Gang Jiang 73 20 0 15 Mar 2022
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation Chunbo Lang Gong Cheng Binfei Tu Junwei Han 96 206 0 15 Mar 2022
Forward Compatible Few-Shot Class-Incremental Learning Da-Wei Zhou Fu Lee Wang Han-Jia Ye Liang Ma Shiliang Pu De-Chuan Zhan CLL 91 184 0 14 Mar 2022
Accelerating DETR Convergence via Semantic-Aligned Matching Gongjie Zhang Zhipeng Luo Yingchen Yu Kaiwen Cui Shijian Lu ViT 113 101 0 14 Mar 2022
Worst Case Matters for Few-Shot Recognition Minghao Fu Yunhao Cao Jianxin Wu 67 7 0 13 Mar 2022
Non-generative Generalized Zero-shot Learning via Task-correlated Disentanglement and Controllable Samples Synthesis Yaogong Feng Xiaowen Huang Pengbo Yang Jian Yu Jitao Sang DiffM 67 30 0 10 Mar 2022
What Matters For Meta-Learning Vision Regression Tasks? Ni Gao Hanna Ziesche Ngo Anh Vien Michael Volpp Gerhard Neumann VLM 68 29 0 09 Mar 2022
Learning from Few Examples: A Summary of Approaches to Few-Shot Learning Archit Parnami Minwoo Lee MQ 114 168 0 07 Mar 2022
Feature Transformation for Cross-domain Few-shot Remote Sensing Scene Classification Qiaoli Chen Zhihao Chen Wei Luo 110 5 0 04 Mar 2022
WPNAS: Neural Architecture Search by jointly using Weight Sharing and Predictor Ke Lin A. Yong Zhuoxin Gan Yingying Jiang 52 0 0 04 Mar 2022
Continuous-Time Meta-Learning with Forward Mode Differentiation T. Deleu David Kanaa Leo Feng Giancarlo Kerg Yoshua Bengio Guillaume Lajoie Pierre-Luc Bacon 90 19 0 02 Mar 2022
InsertionNet 2.0: Minimal Contact Multi-Step Insertion Using Multimodal Multiview Sensory Input Oren Spector Vladimir Tchuiev Dotan Di Castro 85 24 0 02 Mar 2022
Interpretable Concept-based Prototypical Networks for Few-Shot Learning M. Zarei Majid Komeili 68 4 0 27 Feb 2022
3DRM:Pair-wise relation module for 3D object detection Yuqing Lan Yao Duan Yifei Shi Hui Huang Kai Xu 3DPC 44 4 0 20 Feb 2022
ARM3D: Attention-based relation module for indoor 3D object detection Yuqing Lan Yao Duan Chenyi Liu Chenyang Zhu Yueshan Xiong Hui Huang Kai Xu ViT 3DPC 96 19 0 20 Feb 2022
P4E: Few-Shot Event Detection as Prompt-Guided Identification and Localization Sha Li Liyuan Liu Yiqing Xie Heng Ji Jiawei Han 119 4 0 15 Feb 2022
Cross Domain Few-Shot Learning via Meta Adversarial Training Jirui Qi Richong Zhang Chune Li Yongyi Mao 39 3 0 11 Feb 2022
Spectral Propagation Graph Network for Few-shot Time Series Classification Ling Yang linda Qiao Luxia Zhang 68 2 0 08 Feb 2022
MetaKG: Meta-learning on Knowledge Graph for Cold-start Recommendation Yuntao Du Xinjun Zhu Lu Chen Ziquan Fang Yunjun Gao VLM OffRL 66 50 0 08 Feb 2022
JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot Learning Yash Jakhotiya Vaibhav Kumar Ashwin Pathak Raj Sanjay Shah 26 1 0 04 Feb 2022
Distribution Embedding Networks for Generalization from a Diverse Set of Classification Tasks Lang Liu M. M. Fard Sen Zhao OOD 81 5 0 04 Feb 2022
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty Jaehoon Oh Sungnyun Kim Namgyu Ho Jin-Hwa Kim Hwanjun Song Se-Young Yun 65 38 0 01 Feb 2022
Fully Online Meta-Learning Without Task Boundaries Jathushan Rajasegaran Chesea Finn Sergey Levine CLL 57 4 0 01 Feb 2022
Compositional Multi-Object Reinforcement Learning with Linear Relation Networks Davide Mambelli Frederik Trauble Stefan Bauer Bernhard Schölkopf Francesco Locatello OCL 88 17 0 31 Jan 2022
A Survey on Visual Transfer Learning using Knowledge Graphs Sebastian Monka Lavdim Halilaj Achim Rettinger 118 23 0 27 Jan 2022
The Effect of Diversity in Meta-Learning Ramnath Kumar T. Deleu Yoshua Bengio 76 13 0 27 Jan 2022
Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation Jixuan Wang Kuan-Chieh Wang Frank Rudzicz M. Brudno VLM 61 22 0 27 Jan 2022
Cross-Domain Few-Shot Graph Classification Kaveh Hassani 107 32 0 20 Jan 2022
When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework Xinyi Zou Y. Yan Jing-Hao Xue Si Chen Hanzi Wang 87 15 0 18 Jan 2022
Multi-level Second-order Few-shot Learning Hongguang Zhang Hongdong Li Piotr Koniusz 98 35 0 15 Jan 2022
Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning Peyman Bateni Jarred Barber Raghav Goyal Vaden Masrani Jan-Willem van de Meent Leonid Sigal Frank Wood BDL VLM 93 9 0 13 Jan 2022
MetaDance: Few-shot Dancing Video Retargeting via Temporal-aware Meta-learning Yuying Ge Yibing Song Ruimao Zhang Ping Luo VGen DiffM 37 0 0 13 Jan 2022
HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning A. Zhmoginov Mark Sandler Max Vladymyrov ViT 77 69 0 11 Jan 2022
Semantics-driven Attentive Few-shot Learning over Clean and Noisy Samples Orhun Bugra Baran Ramazan Gokberk Cinbics 66 4 0 09 Jan 2022
A Unified Framework for Attention-Based Few-Shot Object Detection Pierre Le Jeune Anissa Zergaïnoh-Mokraoui ObjD 80 2 0 06 Jan 2022
Discrete and continuous representations and processing in deep learning: Looking forward Ruben Cartuyvels Graham Spinks Marie-Francine Moens OCL 91 20 0 04 Jan 2022
On the Role of Neural Collapse in Transfer Learning Tomer Galanti András Gyorgy Marcus Hutter SSL 90 93 0 30 Dec 2021
Feature-context driven Federated Meta-Learning for Rare Disease Prediction Bingyang Chen Tao Chen Xingjie Zeng Weishan Zhang Qinghua Lu Zhaoxiang Hou Jiehan Zhou A. Helal FedML 60 1 0 29 Dec 2021
Associative Adversarial Learning Based on Selective Attack Runqi Wang Xiaoyue Duan Baochang Zhang Shenjun Xue Wentao Zhu David Doermann G. Guo AAML 72 0 0 28 Dec 2021
MetaCVR: Conversion Rate Prediction via Meta Learning in Small-Scale Recommendation Scenarios Xiaofeng Pan Ming Li Jing Zhang Keren Yu Luping Wang Hong Wen Chengjun Mao Bo Cao 69 8 0 27 Dec 2021
Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains Yuan Cheng Ci-Siang Lin Fu-En Yang Yu-Chiang Frank Wang 64 2 0 27 Dec 2021
Learning Aligned Cross-Modal Representation for Generalized Zero-Shot Classification Zhiyu Fang Xiaobin Zhu Chun Yang Zheng Han Jingyan Qin Xu-Cheng Yin 74 17 0 24 Dec 2021
3D Skeleton-based Few-shot Action Recognition with JEANIE is not so Naïve Lei Wang Jun Liu Piotr Koniusz 96 21 0 23 Dec 2021
Dual Path Structural Contrastive Embeddings for Learning Novel Objects Bingbin Li E. Cui Yanan Li Donghui Wang Weng Kee Wong 38 1 0 23 Dec 2021
Few-Shot Object Detection: A Comprehensive Survey Mona Köhler M. Eisenbach H. Groß ObjD 94 67 0 22 Dec 2021
Translational Concept Embedding for Generalized Compositional Zero-shot Learning He Huang Wei Tang Jiawei Zhang Philip S. Yu CoGe 46 2 0 20 Dec 2021
Query Adaptive Few-Shot Object Detection with Heterogeneous Graph Convolutional Networks G. Han Yicheng He Shiyuan Huang Jiawei Ma Shih-Fu Chang ObjD 137 104 0 17 Dec 2021