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 Novel Category Discovery Chunming Li Shidong Wang Haofeng Zhang 31 0 0 13 May 2025
Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning Qi Xu J. Zhu D. Zhou Hao Chen Y. Liu Jiangrong Shen Qiang Zhang 28 0 0 12 May 2025
Minimizing Risk Through Minimizing Model-Data Interaction: A Protocol For Relying on Proxy Tasks When Designing Child Sexual Abuse Imagery Detection Models Thamiris Coelho Leo S. F. Ribeiro João Macedo J. A. dos Santos Sandra Avila 29 0 0 10 May 2025
MISE: Meta-knowledge Inheritance for Social Media-Based Stressor Estimation Xin Wang Ling Feng Huijun Zhang Lei Cao Kaisheng Zeng Qi Li Yang Ding Yi Dai David A. Clifton 36 0 0 03 May 2025
PREMISE: Matching-based Prediction for Accurate Review Recommendation Wei Han Hui Chen Soujanya Poria 44 0 0 02 May 2025
ProFi-Net: Prototype-based Feature Attention with Curriculum Augmentation for WiFi-based Gesture Recognition Zhe Cui Shuxian Zhang Kangzhi Lou Le-Nam Tran 36 0 0 28 Apr 2025
Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations Chenghao Xiao Hou Pong Chan Hao Zhang Mahani Aljunied Lidong Bing Noura Al Moubayed Yu Rong 63 0 0 18 Apr 2025
Hierarchical Relation-augmented Representation Generalization for Few-shot Action Recognition Hongyu Qu Ling Xing Rui Yan Yazhou Yao G. Xie Xiangbo Shu 29 0 0 14 Apr 2025
A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping Jiajun Chen Hongpeng Yin Yifu Yang 26 0 0 09 Apr 2025
PainNet: Statistical Relation Network with Episode-Based Training for Pain Estimation M. Bishay Graham Page Mohammad Mavadati 29 1 0 08 Apr 2025
Concept-based Rubrics Improve LLM Formative Assessment and Data Synthesis Yuchen Wei Dennis Pearl Matthew Beckman Rebecca J. Passonneau 33 0 0 04 Apr 2025
Transductive One-Shot Learning Meet Subspace Decomposition Kyle Stein A. Mahyari Guillermo Francia III Eman El-Sheikh VLM 57 1 0 01 Apr 2025
Adaptive Clipping for Privacy-Preserving Few-Shot Learning: Enhancing Generalization with Limited Data Kanishka Ranaweera Dinh C. Nguyen P. Pathirana David B. Smith Ming Ding Thierry Rakotoarivelo A. Seneviratne 31 0 0 27 Mar 2025
DUNE: Distilling a Universal Encoder from Heterogeneous 2D and 3D Teachers Mert Bulent Sariyildiz Philippe Weinzaepfel Thomas Lucas Pau de Jorge Diane Larlus Yannis Kalantidis 55 0 0 18 Mar 2025
Riemannian Geometric-based Meta Learning JuneYoung Park YuMi Lee Tae Joon Kim Jang-Hwan Choi 55 0 0 14 Mar 2025
UBMF: Uncertainty-Aware Bayesian Meta-Learning Framework for Fault Diagnosis with Imbalanced Industrial Data Zhixuan Lian Shangyu Li Qixuan Huang Zijian Huang Haifei Liu Jianan Qiu Puyu Yang Laifa Tao AI4CE 44 0 0 14 Mar 2025
Brain Inspired Adaptive Memory Dual-Net for Few-Shot Image Classification Kexin Di Xiuxing Li Yuyang Han Ziyu Li Qing Li Xia Wu VLM 58 0 0 10 Mar 2025
HILGEN: Hierarchically-Informed Data Generation for Biomedical NER Using Knowledgebases and Large Language Models Yao Ge Yuting Guo Sudeshna Das Swati Rajwal Selen Bozkurt A. Sarker MedIm LM&MA 55 0 0 06 Mar 2025
Amortized In-Context Bayesian Posterior Estimation Sarthak Mittal Niels Leif Bracher Guillaume Lajoie P. Jaini Marcus A. Brubaker 62 1 0 10 Feb 2025
A Self-Supervised Framework for Improved Generalisability in Ultrasound B-mode Image Segmentation Edward Ellis A. Bulpitt Nasim Parsa Michael F Byrne Sharib Ali 88 0 0 04 Feb 2025
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? Yiyi Zhang Ying Zheng Xiaogang Xu Jun Wang SSL 56 4 0 28 Jan 2025
CVOCSemRPL: Class-Variance Optimized Clustering, Semantic Information Injection and Restricted Pseudo Labeling based Improved Semi-Supervised Few-Shot Learning Rhythm Baghel Souvik Maji Pratik Mazumder 31 0 0 24 Jan 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Fatemeh Askari Amirreza Fateh Mohammad Reza Mohammadi 85 3 0 17 Jan 2025
Local Foreground Selection aware Attentive Feature Reconstruction for few-shot fine-grained plant species classification Aisha Zulfiqar Ebroul Izquiedro 40 0 0 12 Jan 2025
RW-Net: Enhancing Few-Shot Point Cloud Classification with a Wavelet Transform Projection-based Network Haosheng Zhang Hao Huang 34 0 0 06 Jan 2025
Noise-Tolerant Hybrid Prototypical Learning with Noisy Web Data Chao Liang Linchao Zhu Zongxin Yang Wei Chen Yi Yang NoLa 59 0 0 05 Jan 2025
CPT: Competence-progressive Training Strategy for Few-shot Node Classification Qilong Yan Yufeng Zhang Jinghao Zhang Jingpu Duan Jian Yin 49 0 0 03 Jan 2025
Spatio-Temporal Fuzzy-oriented Multi-Modal Meta-Learning for Fine-grained Emotion Recognition Jingyao Wang Yuxuan Yang Wenwen Qiang Changwen Zheng 74 0 0 18 Dec 2024
CRoF: CLIP-based Robust Few-shot Learning on Noisy Labels Shizhuo Deng Bowen Han Jiaqi Chen Hao Wang Dongyue Chen Tong Jia VLM NoLa 71 0 0 17 Dec 2024
Aspect-Based Few-Shot Learning Tim van Engeland Lu Yin Vlado Menkovski 71 0 0 17 Dec 2024
Distribution-Consistency-Guided Multi-modal Hashing Jin-Yu Liu Xian-Ling Mao Tian-Yi Che Rong-Cheng Tu 170 0 0 15 Dec 2024
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning Pengfei Fang Yongchun Qin H. Xue CLL 67 0 0 15 Dec 2024
Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images Junno Yun Mehmet Akçakaya 74 0 0 06 Dec 2024
Multi-Level Correlation Network For Few-Shot Image Classification Yunkai Dang M. Zhang Zhengyu Chen Xinliang Zhang Zheng Wang Meijun Sun Donglin Wang 86 1 0 04 Dec 2024
Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models Yi Liao Yongsheng Gao Weichuan Zhang 74 0 0 02 Dec 2024
Few-Shot Domain Adaptation for Named-Entity Recognition via Joint Constrained k-Means and Subspace Selection Ayoub Hammal Benno Uthayasooriyar Caio Corro 71 0 0 30 Nov 2024
Diffusion Autoencoders for Few-shot Image Generation in Hyperbolic Space Lingxiao Li Kaixuan Fan Boqing Gong Xiangyu Yue DiffM 75 0 0 27 Nov 2024
MLDGG: Meta-Learning for Domain Generalization on Graphs Q. Tian Chen Zhao Minglai Shao Wenjun Wang Yujie Lin Dong Li OOD AI4CE 82 1 0 19 Nov 2024
Neuromodulated Meta-Learning Jingyao Wang Huijie Guo Wenwen Qiang Jiangmeng Li Changwen Zheng Hui Xiong Gang Hua 61 0 0 11 Nov 2024
Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning Fei Zhou Peng Wang Lei Zhang Z. Chen Wei Wei Chen Ding Guosheng Lin Yanning Zhang 32 1 0 03 Nov 2024
Improving DNN Modularization via Activation-Driven Training Tuan Ngo Abid Hassan Saad Shafiq Nenad Medvidovic MoMe 27 0 0 01 Nov 2024
Improve Meta-learning for Few-Shot Text Classification with All You Can Acquire from the Tasks Xinyue Liu Yunlong Gao Linlin Zong Bo Xu VLM 30 1 0 14 Oct 2024
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor Sahar Ahmadi A. Cheraghian Morteza Saberi Md. Towsif Abir Hamidreza Dastmalchi Farookh Hussain Shafin Rahman 3DPC 28 2 0 11 Oct 2024
ConML: A Universal Meta-Learning Framework with Task-Level Contrastive Learning Shiguang Wu Yaqing Wang Yatao Bian Quanming Yao CLL 28 0 0 08 Oct 2024
Episodic fine-tuning prototypical networks for optimization-based few-shot learning: Application to audio classification Xuanyu Zhuang Geoffroy Peeters Gaël Richard 18 0 0 04 Oct 2024
OpenKD: Opening Prompt Diversity for Zero- and Few-shot Keypoint Detection Changsheng Lu Zheyuan Liu Piotr Koniusz VLM 38 2 0 30 Sep 2024
Learning to Obstruct Few-Shot Image Classification over Restricted Classes Amber Yijia Zheng Chiao-An Yang Raymond A. Yeh 29 1 0 28 Sep 2024
Improving Visual Object Tracking through Visual Prompting Shih-Fang Chen Jun-Cheng Chen I-Hong Jhuo Yen-Yu Lin VLM 28 1 0 27 Sep 2024
AgMTR: Agent Mining Transformer for Few-shot Segmentation in Remote Sensing Hanbo Bi Yingchao Feng Yongqiang Mao Jianning Pei Wenhui Diao Hongqi Wang Xian Sun ViT 32 4 0 26 Sep 2024
EvoFA: Evolvable Fast Adaptation for EEG Emotion Recognition Ming Jin Danni Zhang Gangming Zhao Changde Du Jinpeng Li TTA 35 0 0 24 Sep 2024