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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
Hyperbolic Space with Hierarchical Margin Boosts Fine-Grained Learning from Coarse Labels Shu-Lin Xu Yifan Sun Faen Zhang Anqi Xu Xiu-Shen Wei Yi Yang 69 6 0 18 Nov 2023
Slide-SAM: Medical SAM Meets Sliding Window Quan Quan Fenghe Tang Zikang Xu Heqin Zhu S.Kevin Zhou VLM MedIm 77 8 0 16 Nov 2023
Few Shot Learning for the Classification of Confocal Laser Endomicroscopy Images of Head and Neck Tumors Marc Aubreville Zhaoya Pan M. Sievert Jonas Ammeling J. Ganz N. Oetter Florian Stelzle Ann-Kathrin Frenken Katharina Breininger Miguel Goncalves 31 0 0 13 Nov 2023
Semantic-aware Video Representation for Few-shot Action Recognition Yutao Tang Benjamin Bejar René Vidal 92 7 0 10 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 94 12 0 09 Nov 2023
Enhancing Instance-Level Image Classification with Set-Level Labels Renyu Zhang Aly A. Khan Yuxin Chen Robert L. Grossman 81 0 0 09 Nov 2023
Proceedings of the 5th International Workshop on Reading Music Systems Jorge Calvo-Zaragoza Alexander Pacha Elona Shatri 36 0 0 07 Nov 2023
MetaReVision: Meta-Learning with Retrieval for Visually Grounded Compositional Concept Acquisition Guangyue Xu Parisa Kordjamshidi Joyce Chai 60 2 0 02 Nov 2023
Multi-level Relation Learning for Cross-domain Few-shot Hyperspectral Image Classification Chun Liu Longwei Yang Zheng Li Wei Yang Zhigang Han Jianzhong Guo Junyong Yu 55 9 0 02 Nov 2023
ExPT: Synthetic Pretraining for Few-Shot Experimental Design Tung Nguyen Sudhanshu Agrawal Aditya Grover 107 17 0 30 Oct 2023
Episodic Multi-Task Learning with Heterogeneous Neural Processes Jiayi Shen Xiantong Zhen Qi Qi Wang M. Worring 81 12 0 28 Oct 2023
Transitivity Recovering Decompositions: Interpretable and Robust Fine-Grained Relationships Abhra Chaudhuri Massimiliano Mancini Zeynep Akata Anjan Dutta 56 2 0 24 Oct 2023
Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models Pierre Colombo Victor Pellegrain Malik Boudiaf Victor Storchan Myriam Tami Ismail Ben Ayed C´eline Hudelot Pablo Piantanida 99 8 0 21 Oct 2023
Unsupervised Representation Learning to Aid Semi-Supervised Meta Learning Atik Faysal Mohammad Rostami Huaxia Wang Avimanyu Sahoo Ryan Antle 32 0 0 19 Oct 2023
Not Just Learning from Others but Relying on Yourself: A New Perspective on Few-Shot Segmentation in Remote Sensing Hanbo Bi Yingchao Feng Zhiyuan Yan Yongqiang Mao Wenhui Diao Hongqi Wang Xian Sun 51 19 0 19 Oct 2023
Context-Aware Meta-Learning Christopher Fifty Dennis Duan Ronald G. Junkins Ehsan Amid Jurij Leskovec Christopher Ré Sebastian Thrun LRM VLM MLLM 86 12 0 17 Oct 2023
Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies Kieran Wood Samuel Kessler Stephen J. Roberts S. Zohren AI4TS 83 2 0 16 Oct 2023
Revisiting Logistic-softmax Likelihood in Bayesian Meta-Learning for Few-Shot Classification Tianjun Ke Haoqun Cao Zenan Ling Feng Zhou UQCV 64 8 0 16 Oct 2023
Few-shot Action Recognition with Captioning Foundation Models Xiang Wang Shiwei Zhang Hangjie Yuan Yingya Zhang Changxin Gao Deli Zhao Nong Sang VLM 126 7 0 16 Oct 2023
Plug-and-Play Feature Generation for Few-Shot Medical Image Classification Qianyu Guo Huifang Du Xing Jia Shuyong Gao Yan Teng Haofen Wang Wenqiang Zhang MedIm VLM 75 0 0 14 Oct 2023
Surveying the Landscape of Text Summarization with Deep Learning: A Comprehensive Review Guanghua Wang Weili Wu AI4TS AILaw 88 4 0 13 Oct 2023
Multi-task Explainable Skin Lesion Classification Mahapara Khurshid Mayank Vatsa Richa Singh 58 1 0 11 Oct 2023
PrototypeFormer: Learning to Explore Prototype Relationships for Few-shot Image Classification Feihong He Gang Li Hui Xiong VLM ViT 135 2 0 05 Oct 2023
SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-Learning Junhoo Lee Jayeon Yoo Nojun Kwak 63 2 0 04 Oct 2023
Few-Shot Multi-Label Aspect Category Detection Utilizing Prototypical Network with Sentence-Level Weighting and Label Augmentation Zeyu Wang M. Iwaihara 73 2 0 27 Sep 2023
HAVE-Net: Hallucinated Audio-Visual Embeddings for Few-Shot Classification with Unimodal Cues Ankit Jha Debabrata Pal Mainak Singha Naman Agarwal Biplab Banerjee 46 0 0 23 Sep 2023
A Systematic Review of Few-Shot Learning in Medical Imaging Eva Pachetti Sara Colantonio 106 22 0 20 Sep 2023
ProtoKD: Learning from Extremely Scarce Data for Parasite Ova Recognition Shubham Trehan U. Ramachandran Ruth Scimeca Sathyanarayanan N. Aakur 54 0 0 18 Sep 2023
Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action Recognition Ming-Zhe Li Zhen Jia Zheng Zhang Zhanyu Ma Liang Wang 69 4 0 18 Sep 2023
MVP: Meta Visual Prompt Tuning for Few-Shot Remote Sensing Image Scene Classification Junjie Zhu Yiying Li Chunping Qiu Ke Yang Naiyang Guan Xiaodong Yi 95 7 0 17 Sep 2023
MetaF2N: Blind Image Super-Resolution by Learning Efficient Model Adaptation from Faces Zhicun Yin Ming-Yu Liu Xiaoming Li Hui Yang Longan Xiao W. Zuo 3DH 70 7 0 15 Sep 2023
Detail Reinforcement Diffusion Model: Augmentation Fine-Grained Visual Categorization in Few-Shot Conditions Tianxu Wu Shuo Ye Shuhuang Chen Qinmu Peng Xinge You DiffM 85 3 0 15 Sep 2023
Retrieval-Augmented Meta Learning for Low-Resource Text Classification Rongsheng Li Yongqian Li Hai-Tao Zheng Chaiyut Luoyiching Hai-Tao Zheng Nannan Zhou Hanjing Su RALM 81 2 0 10 Sep 2023
Prompt Learning With Knowledge Memorizing Prototypes For Generalized Few-Shot Intent Detection Chaiyut Luoyiching Yongqian Li Hai-Tao Zheng Rongsheng Li Hai-Tao Zheng Nannan Zhou Hanjing Su CLL 92 0 0 10 Sep 2023
Text-to-feature diffusion for audio-visual few-shot learning Otniel-Bogdan Mercea Thomas Hummel A. Sophia Koepke Zeynep Akata VLM 84 2 0 07 Sep 2023
Dual Adversarial Alignment for Realistic Support-Query Shift Few-shot Learning Siyang Jiang Rui Fang Hsi-Wen Chen Wei Ding Ming-Syan Chen 82 1 0 05 Sep 2023
Hundreds Guide Millions: Adaptive Offline Reinforcement Learning with Expert Guidance Qisen Yang Shenzhi Wang Qihang Zhang Gao Huang Shiji Song OffRL OnRL 79 8 0 04 Sep 2023
Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification Marzi Heidari Abdullah Alchihabi Qing En Yuhong Guo VLM 102 0 0 04 Sep 2023
Federated Few-shot Learning for Cough Classification with Edge Devices Ngan Dao Hoang Dat Tran-Anh Manh Luong Cong Tran Cuong Pham FedML 57 5 0 03 Sep 2023
Semi-Supervised SAR ATR Framework with Transductive Auxiliary Segmentation Chenwei Wang Xiaoyu Liu Yulin Huang Siyi Luo Jifang Pei Jianyu Yang Deqing Mao 23 14 0 31 Aug 2023
Test-Time Adaptation for Point Cloud Upsampling Using Meta-Learning A. Hatem Yiming Qian Yang Wang 3DPC 117 9 0 31 Aug 2023
Fair Few-shot Learning with Auxiliary Sets Song Wang Jing Ma Lu Cheng Jundong Li 73 2 0 28 Aug 2023
Unleash Model Potential: Bootstrapped Meta Self-supervised Learning Wenwen Qiang Changwen Zheng Jingyao Wang Changwen Zheng SSL 56 1 0 28 Aug 2023
Harmonization Across Imaging Locations(HAIL): One-Shot Learning for Brain MRI Abhijeet Parida Zhifan Jiang Syed Muhammad Anwar N. Foreman N. Stence Michael Fisher Roger J. Packer Robert A. Avery M. Linguraru MedIm 23 1 0 21 Aug 2023
Meta-ZSDETR: Zero-shot DETR with Meta-learning Lu Zhang Chenbo Zhang Jiajia Zhao Jihong Guan Shuigeng Zhou VLM ObjD 88 5 0 18 Aug 2023
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond Chen Shuai Meng Fanman Runtong Zhang Heqian Qiu Hongliang Li Wu Qingbo Xu Linfeng VLM 86 14 0 15 Aug 2023
Improved Region Proposal Network for Enhanced Few-Shot Object Detection Zeyu Shangguan Mohammad Rostami ObjD 89 13 0 15 Aug 2023
On the Importance of Spatial Relations for Few-shot Action Recognition Yilun Zhang Yu Fu Xingjun Ma Lizhe Qi Jingjing Chen Zuxuan Wu Yueping Jiang ViT 80 10 0 14 Aug 2023
Approximating Human-Like Few-shot Learning with GPT-based Compression C.-Y. Huang Yuqing Xie Zhiying Jiang Jimmy J. Lin Ming Li 56 9 0 14 Aug 2023
IOSG: Image-driven Object Searching and Grasping Houjian Yu Xibai Lou Yang Yang Changhyun Choi 67 5 0 10 Aug 2023