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
The Self-Optimal-Transport Feature Transform Daniel Shalam Simon Korman OT 24 22 0 06 Apr 2022
"This is my unicorn, Fluffy": Personalizing frozen vision-language representations Niv Cohen Rinon Gal E. Meirom Gal Chechik Y. Atzmon VLM MLLM 56 83 0 04 Apr 2022
Matching Feature Sets for Few-Shot Image Classification Arman Afrasiyabi Hugo Larochelle Jean-François Lalonde Christian Gagné VLM 33 72 0 02 Apr 2022
AutoProtoNet: Interpretability for Prototypical Networks Pedro Sandoval Segura W. Lawson 20 2 0 02 Apr 2022
On the Efficiency of Integrating Self-supervised Learning and Meta-learning for User-defined Few-shot Keyword Spotting Wei-Tsung Kao Yue Wu Chia-Ping Chen Zhi-Sheng Chen Yu-Pao Tsai Hung-yi Lee 16 7 0 01 Apr 2022
Improved Relation Networks for End-to-End Speaker Verification and Identification Ashutosh Chaubey Sparsh Sinha Susmita Ghose 25 3 0 31 Mar 2022
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks Da-Wei Zhou Han-Jia Ye Liang Ma Di Xie Shiliang Pu De-Chuan Zhan CLL 19 119 0 31 Mar 2022
Overcoming challenges in leveraging GANs for few-shot data augmentation Christopher Beckham I. Laradji Pau Rodríguez López David Vazquez Derek Nowrouzezahrai C. Pal 10 1 0 30 Mar 2022
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations Lingjie Mei Jiayuan Mao Ziqi Wang Chuang Gan J. Tenenbaum VLM 29 21 0 30 Mar 2022
Semantic Line Detection Using Mirror Attention and Comparative Ranking and Matching Dongkwon Jin Jun-Tae Lee Chang-Su Kim 33 11 0 29 Mar 2022
Few-Shot Object Detection with Fully Cross-Transformer G. Han Jiawei Ma Shiyuan Huang Long Chen Shih-Fu Chang 37 130 0 28 Mar 2022
Learning to Prompt for Open-Vocabulary Object Detection with Vision-Language Model Yu Du Fangyun Wei Zihe Zhang Miaojing Shi Yue Gao Guoqi Li VPVLM VLM 31 322 0 28 Mar 2022
A Framework of Meta Functional Learning for Regularising Knowledge Transfer Pan Li Yanwei Fu S. Gong 30 0 0 28 Mar 2022
Sketch3T: Test-Time Training for Zero-Shot SBIR Aneeshan Sain A. Bhunia Vaishnav Potlapalli Pinaki Nath Chowdhury Tao Xiang Yi-Zhe Song VLM 19 48 0 28 Mar 2022
Recent Few-Shot Object Detection Algorithms: A Survey with Performance Comparison Tianying Liu Lu Zhang Yang Wang Jihong Guan Yanwei Fu Jiajia Zhao Shuigeng Zhou ObjD AAML 18 27 0 27 Mar 2022
Sylph: A Hypernetwork Framework for Incremental Few-shot Object Detection Li Yin Juan-Manuel Perez-Rua Kevin J Liang ObjD 25 35 0 25 Mar 2022
Learning to Adapt to Unseen Abnormal Activities under Weak Supervision Jaeyoo Park Junha Kim Bohyung Han OffRL 23 5 0 25 Mar 2022
CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification Philip Chikontwe Soopil Kim Sang Hyun Park 32 32 0 25 Mar 2022
Multidimensional Belief Quantification for Label-Efficient Meta-Learning Deepshikha Pandey Qi Yu UQCV 11 10 0 23 Mar 2022
Efficient Few-Shot Object Detection via Knowledge Inheritance Ze Yang Chi Zhang Ruibo Li Yi Tian Xu Guosheng Lin VLM 27 33 0 23 Mar 2022
Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofing Hsin-Ping Huang Deqing Sun Yaojie Liu Wen-Sheng Chu Taihong Xiao Jinwei Yuan Hartwig Adam Ming-Hsuan Yang CVBM 44 56 0 23 Mar 2022
Improving Meta-learning for Low-resource Text Classification and Generation via Memory Imitation Ying Zhao Zhiliang Tian Huaxiu Yao Yinhe Zheng Dongkyu Lee Yiping Song Jian Sun N. Zhang 32 20 0 22 Mar 2022
HyperShot: Few-Shot Learning by Kernel HyperNetworks Marcin Sendera Marcin Przewiȩźlikowski Konrad Karanowski Maciej Ziȩba Jacek Tabor Przemysław Spurek VLM 32 27 0 21 Mar 2022
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning Aleksandr Ermolov L. Mirvakhabova Valentin Khrulkov N. Sebe Ivan Oseledets 30 100 0 21 Mar 2022
Incremental Few-Shot Learning via Implanting and Compressing Yiting Li H. Zhu Xijia Feng Zilong Cheng Jun Ma Cheng Xiang P. Vadakkepat T. Lee CLL VLM 25 2 0 19 Mar 2022
Multi-similarity based Hyperrelation Network for few-shot segmentation Xian Shi Zhe Cui Shaobing Zhang Miao Cheng L. He Xianghong Tang 31 5 0 17 Mar 2022
Few-Shot Learning on Graphs Chuxu Zhang Kaize Ding Jundong Li Xiangliang Zhang Yanfang Ye Nitesh V. Chawla Huan Liu 30 18 0 17 Mar 2022
Semantic-aligned Fusion Transformer for One-shot Object Detection Yizhou Zhao Xun Guo Yan Lu ViT ObjD 22 21 0 17 Mar 2022
Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Yang He Weihan Liang Dongyang Zhao Hong-Yu Zhou Weifeng Ge Yizhou Yu Wenqiang Zhang ViT 37 45 0 17 Mar 2022
Semantic-diversity transfer network for generalized zero-shot learning via inner disagreement based OOD detector Bo Liu Qiulei Dong Zhanyi Hu 21 11 0 17 Mar 2022
Label Semantics for Few Shot Named Entity Recognition Jie Ma Miguel Ballesteros Srikanth Doss Kadarundalagi Raghuram Doss Rishita Anubhai S. Mallya Yaser Al-Onaizan Dan Roth 16 66 0 16 Mar 2022
Attribute Group Editing for Reliable Few-shot Image Generation Guanqi Ding Xinzhe Han Shuhui Wang Shuzhe Wu Xin Jin Dandan Tu Qingming Huang GAN 33 22 0 16 Mar 2022
Beyond Explaining: Opportunities and Challenges of XAI-Based Model Improvement Leander Weber Sebastian Lapuschkin Alexander Binder Wojciech Samek 47 90 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 31 22 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 29 18 0 15 Mar 2022
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation Chunbo Lang Gong Cheng Binfei Tu Junwei Han 26 201 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 35 168 0 14 Mar 2022
Accelerating DETR Convergence via Semantic-Aligned Matching Gongjie Zhang Zhipeng Luo Yingchen Yu Kaiwen Cui Shijian Lu ViT 51 100 0 14 Mar 2022
Worst Case Matters for Few-Shot Recognition Minghao Fu Yunhao Cao Jianxin Wu 22 8 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 29 29 0 10 Mar 2022
What Matters For Meta-Learning Vision Regression Tasks? Ni Gao Hanna Ziesche Ngo Anh Vien Michael Volpp Gerhard Neumann VLM 18 29 0 09 Mar 2022
Learning from Few Examples: A Summary of Approaches to Few-Shot Learning Archit Parnami Minwoo Lee MQ 36 157 0 07 Mar 2022
Feature Transformation for Cross-domain Few-shot Remote Sensing Scene Classification Qiaoli Chen Zhihao Chen Wei Luo 33 5 0 04 Mar 2022
WPNAS: Neural Architecture Search by jointly using Weight Sharing and Predictor Ke Lin A. Yong Zhuoxin Gan Yingying Jiang 24 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 31 18 0 02 Mar 2022
InsertionNet 2.0: Minimal Contact Multi-Step Insertion Using Multimodal Multiview Sensory Input Oren Spector Vladimir Tchuiev Dotan Di Castro 24 23 0 02 Mar 2022
Interpretable Concept-based Prototypical Networks for Few-Shot Learning M. Zarei Majid Komeili 13 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 30 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 44 18 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 41 4 0 15 Feb 2022