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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
Data-driven Modeling in Metrology -- A Short Introduction, Current Developments and Future Perspectives Linda-Sophie Schneider Patrick Krauss N. Schiering Christopher Syben Richard Schielein Andreas Maier AI4CE 86 3 0 24 Jun 2024
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting Tiange Zhang Qing Cai Feng Gao Lin Qi Junyu Dong 96 2 0 24 Jun 2024
F-FOMAML: GNN-Enhanced Meta-Learning for Peak Period Demand Forecasting with Proxy Data Zexing Xu Linjun Zhang Sitan Yang Rasoul Etesami Hanghang Tong Huan Zhang Jiawei Han AI4TS 78 4 0 23 Jun 2024
Camera-Invariant Meta-Learning Network for Single-Camera-Training Person Re-identification Jiangbo Pei Zhuqing Jiang Aidong Men Haiying Wang Haiyong Luo Shiping Wen 3DPC 90 0 0 21 Jun 2024
Learning from Exemplars for Interactive Image Segmentation Kun Li Hao Cheng G. Vosselman Michael Ying Yang VLM 55 1 0 17 Jun 2024
Mining Open Semantics from CLIP: A Relation Transition Perspective for Few-Shot Learning Cilin Yan Haochen Wang Xiaolong Jiang Feng-Long Xie Xu Tang Guoliang Kang E. Gavves VLM 79 0 0 17 Jun 2024
SCAR: Efficient Instruction-Tuning for Large Language Models via Style Consistency-Aware Response Ranking Zhuang Li Yuncheng Hua Thuy-Trang Vu Haolan Zhan Zhuang Li Gholamreza Haffari 84 2 0 16 Jun 2024
Spuriousness-Aware Meta-Learning for Learning Robust Classifiers Guangtao Zheng Wenqian Ye Aidong Zhang 103 3 0 15 Jun 2024
ELF-UA: Efficient Label-Free User Adaptation in Gaze Estimation Yong Wu Yang Wang Sanqing Qu Zhijun Li Guang Chen 105 1 0 13 Jun 2024
Meta-Learning Neural Procedural Biases Christian Raymond Qi Chen Bing Xue Mengjie Zhan 105 1 0 12 Jun 2024
Latent Representation Matters: Human-like Sketches in One-shot Drawing Tasks Victor Boutin Rishav Mukherji Aditya Agrawal Sabine Muzellec Thomas Fel Thomas Serre Rufin VanRullen DiffM 135 1 0 10 Jun 2024
Few-Shot Load Forecasting Under Data Scarcity in Smart Grids: A Meta-Learning Approach Georgios Tsoumplekas C. Athanasiadis Dimitrios I. Doukas Antonios C. Chrysopoulos P. Mitkas AI4TS 98 3 0 09 Jun 2024
Anomaly Multi-classification in Industrial Scenarios: Transferring Few-shot Learning to a New Task Jie Liu Yao Wu Xiaotong Luo Zongze Wu 95 0 0 09 Jun 2024
Graph Mining under Data scarcity Appan Rakaraddi Lam Siew-Kei Mahardhika Pratama Marcus Vinícius de Carvalho BDL 82 0 0 07 Jun 2024
Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition Masashi Hatano Ryo Hachiuma Ryoske Fujii Hideo Saito EgoV 98 4 0 30 May 2024
The Battle of LLMs: A Comparative Study in Conversational QA Tasks Aryan Rangapur Aman Rangapur ELM 69 8 0 28 May 2024
Potential Field Based Deep Metric Learning Shubhang Bhatnagar Narendra Ahuja 131 1 0 28 May 2024
Unsupervised Meta-Learning via In-Context Learning Anna Vettoruzzo Lorenzo Braccaioli Joaquin Vanschoren M. Nowaczyk SSL 124 1 0 25 May 2024
Layout Agnostic Human Activity Recognition in Smart Homes through Textual Descriptions Of Sensor Triggers (TDOST) Megha Thukral Sourish Gunesh Dhekane S. Hiremath H. Haresamudram Thomas Ploetz 81 5 0 20 May 2024
Perturbing the Gradient for Alleviating Meta Overfitting Manas Gogoi Sambhavi Tiwari Shekhar Verma 107 1 0 20 May 2024
Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation Jin Wang Bingfeng Zhang Jian Pang Honglong Chen Weifeng Liu VLM 85 6 0 14 May 2024
Data-Efficient and Robust Task Selection for Meta-Learning Donglin Zhan James Anderson OOD 91 2 0 11 May 2024
Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning Haichen Zhou Yixiong Zou Ruixuan Li Yuhua Li Kui Xiao 96 1 0 08 May 2024
Liberating Seen Classes: Boosting Few-Shot and Zero-Shot Text Classification via Anchor Generation and Classification Reframing Han Liu Siyang Zhao Xiaotong Zhang Feng Zhang Wei Wang Fenglong Ma Hongyang Chen Hong Yu Xianchao Zhang VLM 37 3 0 06 May 2024
Class-relevant Patch Embedding Selection for Few-Shot Image Classification Weihao Jiang Haoyang Cui Kun He VLM 74 0 0 06 May 2024
Accelerating Convergence in Bayesian Few-Shot Classification Tianjun Ke Haoqun Cao Feng Zhou 101 0 0 02 May 2024
Deep Metric Learning-Based Out-of-Distribution Detection with Synthetic Outlier Exposure Assefa Seyoum Wahd 132 0 0 01 May 2024
MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation Min Zhang Haoxuan Li Leilei Gan Kun Kuang OODD 84 12 0 30 Apr 2024
UniFS: Universal Few-shot Instance Perception with Point Representations Sheng Jin Ruijie Yao Lumin Xu Wentao Liu Chao Qian Ji Wu Ping Luo 115 2 0 30 Apr 2024
Meta-Transfer Derm-Diagnosis: Exploring Few-Shot Learning and Transfer Learning for Skin Disease Classification in Long-Tail Distribution Zeynep Özdemir H. Keles Ö. Ö. Tanriöver 83 0 0 25 Apr 2024
Revisiting Relevance Feedback for CLIP-based Interactive Image Retrieval Ryoya Nara Yu-Chieh Lin Yuji Nozawa Youyang Ng Goh Itoh Osamu Torii Yusuke Matsui HAI 60 2 0 25 Apr 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 76 2 0 23 Apr 2024
Show and Grasp: Few-shot Semantic Segmentation for Robot Grasping through Zero-shot Foundation Models Leonardo Barcellona Alberto Bacchin Matteo Terreran Emanuele Menegatti Stefano Ghidoni 78 2 0 19 Apr 2024
Meta-Auxiliary Learning for Micro-Expression Recognition Wenwen Qiang Yunhan Tian Yuxuan Yang Xiaoxin Chen Changwen Zheng Jingyao Wang 179 8 0 18 Apr 2024
Context-Aware Siamese Networks for Efficient Emotion Recognition in Conversation Barbara Gendron Gaël Guibon 85 0 0 17 Apr 2024
FCert: Certifiably Robust Few-Shot Classification in the Era of Foundation Models Yanting Wang Wei Zou Jinyuan Jia 90 1 0 12 Apr 2024
Robust Few-Shot Ensemble Learning with Focal Diversity-Based Pruning Selim Furkan Tekin Fatih Ilhan Tiansheng Huang Sihao Hu Ka-Ho Chow Margaret Loper Ling Liu 89 1 0 05 Apr 2024
Prompt Learning via Meta-Regularization Jinyoung Park Juyeon Ko Hyunwoo J. Kim VLM VPVLM 98 19 0 01 Apr 2024
Harnessing the Power of Large Language Model for Uncertainty Aware Graph Processing Zhenyu Qian Yiming Qian Yuting Song Fei Gao Hai Jin Chen Yu Xia Xie 80 0 0 31 Mar 2024
Few-shot Online Anomaly Detection and Segmentation Shenxing Wei Xing Wei Zhiheng Ma Songlin Dong Shaochen Zhang Yihong Gong 83 10 0 27 Mar 2024
Self-Supervised Learning for Medical Image Data with Anatomy-Oriented Imaging Planes Tianwei Zhang Dong Wei Mengmeng Zhua Shi Gu Yefeng Zheng SSL 62 0 0 25 Mar 2024
EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real World Yifei Huang Guo Chen Jilan Xu Mingfang Zhang Lijin Yang ... Hongjie Zhang Lu Dong Yali Wang Limin Wang Yu Qiao EgoV 143 48 0 24 Mar 2024
Convection-Diffusion Equation: A Theoretically Certified Framework for Neural Networks Tangjun Wang Chenglong Bao Zuoqiang Shi DiffM 76 1 0 23 Mar 2024
Neural Plasticity-Inspired Multimodal Foundation Model for Earth Observation Zhitong Xiong Yi Wang Fahong Zhang Adam J. Stewart Joelle Hanna Damian Borth Ioannis Papoutsis B. L. Saux Gustau Camps-Valls Xiao Xiang Zhu AI4CE 117 18 0 22 Mar 2024
Workload Estimation for Unknown Tasks: A Survey of Machine Learning Under Distribution Shift Josh Bhagat Smith Julie A. Adams 96 0 0 20 Mar 2024
VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning Yongshuo Zong Ondrej Bohdal Timothy M. Hospedales 88 9 0 19 Mar 2024
Unsupervised Learning of Hybrid Latent Dynamics: A Learn-to-Identify Framework Yubo Ye Sumeet Vadhavkar Xiajun Jiang R. Missel Huafeng Liu Linwei Wang 57 0 0 13 Mar 2024
MENTOR: Multilingual tExt detectioN TOward leaRning by analogy Hsin-Ju Lin Tsu-Chun Chung Ching-Chun Hsiao Pin-Yu Chen Wei-Chen Chiu Ching-Chun Huang 44 0 0 12 Mar 2024
Query-guided Prototype Evolution Network for Few-Shot Segmentation Runmin Cong Hang Xiong Jinpeng Chen Wei Zhang Qingming Huang Yao Zhao 105 15 0 11 Mar 2024
Task Attribute Distance for Few-Shot Learning: Theoretical Analysis and Applications Minyang Hu Hong Chang Zong Guo Bingpeng Ma Shiguang Shan Xilin Chen VLM 107 1 0 06 Mar 2024