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
Few-shot learning for COVID-19 Chest X-Ray Classification with Imbalanced Data: An Inter vs. Intra Domain Study Alejandro Galán-Cuenca Antonio Javier Gallego Marcelo Saval-Calvo A. Pertusa 32 6 0 18 Jan 2024
$Multi-view Distillation based on Multi-modal Fusion for Few-shot Action Recognition(CLIP-$\mathrm{M^2}$DF)$ Multi-view Distillation based on Multi-modal Fusion for Few-shot Action Recognition(CLIP- $\mathrm{M^2}$ DF) Fei-Yu Guo YiKang Wang Han Qi WenPing Jin Li Zhu 30 2 0 16 Jan 2024
Transferring Core Knowledge via Learngenes Fu Feng Jing Wang Xin Geng 50 5 0 16 Jan 2024
Challenge design roadmap Hugo Jair Escalante Isabelle M Guyon Addison Howard Walter Reade Sébastien Treguer AI4TS 28 0 0 15 Jan 2024
Enhanced Few-Shot Class-Incremental Learning via Ensemble Models Mingli Zhu Zihao Zhu Sihong Chen Chen Chen Baoyuan Wu CLL 42 3 0 14 Jan 2024
Dual-View Data Hallucination with Semantic Relation Guidance for Few-Shot Image Recognition Hefeng Wu Guangzhi Ye Ziyang Zhou Ling Tian Qing Wang Liang Lin 26 3 0 13 Jan 2024
Minimally Supervised Learning using Topological Projections in Self-Organizing Maps Zimeng Lyu Alexander Ororbia Rui Li Travis J. Desell AI4TS 33 2 0 12 Jan 2024
Does Few-shot Learning Suffer from Backdoor Attacks? Xinwei Liu Xiaojun Jia Jindong Gu Yuan Xun Siyuan Liang Xiaochun Cao 86 18 0 31 Dec 2023
Improving Intrusion Detection with Domain-Invariant Representation Learning in Latent Space Padmaksha Roy Tyler Cody Himanshu Singhal Kevin Choi Ming Jin OOD 26 1 0 28 Dec 2023
GRSDet: Learning to Generate Local Reverse Samples for Few-shot Object Detection Hefei Mei Taijin Zhao Shiyuan Tang Heqian Qiu Lanxiao Wang Minjian Zhang Fanman Meng Hongliang Li ObjD 27 1 0 27 Dec 2023
Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement Jing Wang Jinagyun Li Chen Chen Yisi Zhang Haoran Shen Tianxiang Zhang VLM 42 11 0 25 Dec 2023
HyperMix: Out-of-Distribution Detection and Classification in Few-Shot Settings Nikhil Mehta Kevin J Liang Jing Huang Fu-Jen Chu Li Yin Tal Hassner OODD 30 2 0 22 Dec 2023
Interactive Visual Task Learning for Robots Weiwei Gu Anant Sah N. Gopalan 46 4 0 20 Dec 2023
SEER-ZSL: Semantic Encoder-Enhanced Representations for Generalized Zero-Shot Learning William Heyden Habib Ullah M. Salman Siddiqui Fadi Al Machot VLM 41 0 0 20 Dec 2023
Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI Qinqian Lei Bo Wang Robby T. Tan VLM 25 2 0 17 Dec 2023
ParsNets: A Parsimonious Orthogonal and Low-Rank Linear Networks for Zero-Shot Learning Jingcai Guo Qihua Zhou Ruibin Li Xiaocheng Lu Ziming Liu Junyang Chen Xin Xie Jie Zhang 76 4 0 15 Dec 2023
Improving Cross-domain Few-shot Classification with Multilayer Perceptron Shuanghao Bai Wanqi Zhou Zhirong Luan Donglin Wang Badong Chen 29 4 0 15 Dec 2023
TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification Kaipeng Zheng Weiran Huang Lichao Sun LM&MA MedIm VLM 29 0 0 12 Dec 2023
Hacking Task Confounder in Meta-Learning Wenwen Qiang Yi Ren Changwen Zheng Xingzhe Su Changwen Zheng Jingyao Wang CML 26 8 0 10 Dec 2023
TALDS-Net: Task-Aware Adaptive Local Descriptors Selection for Few-shot Image Classification Qian Qiao Yu Xie Ziyin Zeng Fanzhang Li 18 3 0 09 Dec 2023
TLCE: Transfer-Learning Based Classifier Ensembles for Few-Shot Class-Incremental Learning Shuangmei Wang Yang Cao Tieru Wu CLL 28 0 0 07 Dec 2023
Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning Abdullah Alchihabi Marzi Heidari Yuhong Guo 34 0 0 06 Dec 2023
A Unified Simulation Framework for Visual and Behavioral Fidelity in Crowd Analysis N. Bisagno Nicola Garau Antonio Luigi Stefani Nicola Conci 25 0 0 05 Dec 2023
GeNIe: Generative Hard Negative Images Through Diffusion Soroush Abbasi Koohpayegani Anuj Singh K. Navaneet Hadi Jamali Rad Hamed Pirsiavash VLM DiffM 21 4 0 05 Dec 2023
D $^2$ ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition Wenjie Pei Qizhong Tan Guangming Lu Jiandong Tian 41 3 0 03 Dec 2023
Few-shot Shape Recognition by Learning Deep Shape-aware Features Wenlong Shi Changsheng Lu Ming Shao Yinjie Zhang Si-Yu Xia Piotr Koniusz 48 2 0 03 Dec 2023
A Comprehensive Study of Vision Transformers in Image Classification Tasks Mahmoud Khalil Ahmad Khalil A. Ngom ViT 18 8 0 02 Dec 2023
Meta-Learned Attribute Self-Interaction Network for Continual and Generalized Zero-Shot Learning Vinay K. Verma Nikhil Mehta Kevin J Liang Aakansha Mishra Lawrence Carin BDL VLM 31 2 0 02 Dec 2023
$Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP$\mathbf{M^2}$C)$ Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP $\mathbf{M^2}$ C) Fei-Yu Guo Li Zhu YiKang Wang Han Qi 24 2 0 02 Dec 2023
Automated interpretation of congenital heart disease from multi-view echocardiograms Jing Wang Xiaofeng Liu Fangyun Wang Lin Zheng F. Gao Hanwen Zhang Xin Zhang Wanqing Xie Bin-bin Wang 37 55 0 30 Nov 2023
Simple Semantic-Aided Few-Shot Learning Hai Zhang Junzhe Xu Shanlin Jiang Zhenan He VLM 20 7 0 30 Nov 2023
Robust Transductive Few-shot Learning via Joint Message Passing and Prototype-based Soft-label Propagation Jiahui Wang Qin Xu Bo Jiang Bin Luo 24 0 0 28 Nov 2023
Pseudo-label Correction for Instance-dependent Noise Using Teacher-student Framework Eugene Kim NoLa 30 0 0 24 Nov 2023
MetaFBP: Learning to Learn High-Order Predictor for Personalized Facial Beauty Prediction Luojun Lin Zhifeng Shen Jia-Li Yin Qipeng Liu Yuanlong Yu Weijie Chen CVBM 26 4 0 23 Nov 2023
Self-guided Few-shot Semantic Segmentation for Remote Sensing Imagery Based on Large Vision Models Xiyu Qi Yifan Wu Yongqiang Mao Wenhui Zhang Yidan Zhang VLM 25 4 0 22 Nov 2023
Few-Shot Classification & Segmentation Using Large Language Models Agent Tian Meng Yang Tao Wuliang Yin VLM 33 1 0 19 Nov 2023
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 24 5 0 18 Nov 2023
Slide-SAM: Medical SAM Meets Sliding Window Quan Quan Fenghe Tang Zikang Xu Heqin Zhu S.Kevin Zhou VLM MedIm 28 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 19 0 0 13 Nov 2023
Semantic-aware Video Representation for Few-shot Action Recognition Yutao Tang Benjamin Bejar René Vidal 42 7 0 10 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 32 10 0 09 Nov 2023
Enhancing Instance-Level Image Classification with Set-Level Labels Renyu Zhang Aly A. Khan Yuxin Chen Robert L. Grossman 25 0 0 09 Nov 2023
Proceedings of the 5th International Workshop on Reading Music Systems Jorge Calvo-Zaragoza Alexander Pacha Elona Shatri 21 0 0 07 Nov 2023
MetaReVision: Meta-Learning with Retrieval for Visually Grounded Compositional Concept Acquisition Guangyue Xu Parisa Kordjamshidi Joyce Chai 24 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 18 9 0 02 Nov 2023
ExPT: Synthetic Pretraining for Few-Shot Experimental Design Tung Nguyen Sudhanshu Agrawal Aditya Grover 21 14 0 30 Oct 2023
Episodic Multi-Task Learning with Heterogeneous Neural Processes Jiayi Shen Xiantong Zhen Qi Qi Wang M. Worring 19 11 0 28 Oct 2023
Transitivity Recovering Decompositions: Interpretable and Robust Fine-Grained Relationships Abhra Chaudhuri Massimiliano Mancini Zeynep Akata Anjan Dutta 26 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 35 8 0 21 Oct 2023
Unsupervised Representation Learning to Aid Semi-Supervised Meta Learning Atik Faysal Mohammad Rostami Huaxia Wang Avimanyu Sahoo Ryan Antle 19 0 0 19 Oct 2023