v1v2 (latest)

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
D $^2$ ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition Wenjie Pei Qizhong Tan Guangming Lu Jiandong Tian Jun Yu 127 3 0 01 Jul 2025
CPT: Competence-progressive Training Strategy for Few-shot Node Classification Qilong Yan Yufeng Zhang Jinghao Zhang Jingpu Duan Jian Yin 194 0 0 01 Jul 2025
Detecting Sockpuppetry on Wikipedia Using Meta-Learning Luc Raszewski Christine De Kock 99 0 0 12 Jun 2025
Can Vision Transformers with ResNet's Global Features Fairly Authenticate Demographic Faces? Abu Sufian Marco Leo Cosimo Distante Anirudha Ghosh Debaditya Barman ViT 15 0 0 03 Jun 2025
Overcoming Data Scarcity in Scanning Tunnelling Microscopy Image Segmentation Nikola L. Kolev Max Trouton F. F. Canova Geoff Thornton D. Gao Neil J. Curson Taylor J. Z. Stock 59 0 0 02 Jun 2025
Performance Analysis of Few-Shot Learning Approaches for Bangla Handwritten Character and Digit Recognition Mehedi Ahamed Radib Bin Kabir Tawsif Tashwar Dipto M. Mushabbir Sabbir Ahmed M. H. Kabir 9 0 0 31 May 2025
Concentrate on Weakness: Mining Hard Prototypes for Few-Shot Medical Image Segmentation Jianchao Jiang Haofeng Zhang 54 0 0 28 May 2025
Optimization-Inspired Few-Shot Adaptation for Large Language Models Boyan Gao Xin Wang Yibo Yang David A. Clifton 55 0 0 25 May 2025
Leveraging Foundation Models for Multimodal Graph-Based Action Recognition Fatemeh Ziaeetabar Florentin Wörgötter 57 0 0 21 May 2025
ProMi: An Efficient Prototype-Mixture Baseline for Few-Shot Segmentation with Bounding-Box Annotations Florent Chiaroni Ali Ayub Ola Ahmad 64 0 0 18 May 2025
Few-shot Novel Category Discovery Chunming Li Shidong Wang Haofeng Zhang 60 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 Yang Liu Jiangrong Shen Qiang Zhang 106 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 69 1 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 114 0 0 03 May 2025
PREMISE: Matching-based Prediction for Accurate Review Recommendation Wei Han Hui Chen Soujanya Poria 86 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 58 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 177 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 75 0 0 14 Apr 2025
A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping Jiajun Chen Hongpeng Yin Yifu Yang 67 0 0 09 Apr 2025
PainNet: Statistical Relation Network with Episode-Based Training for Pain Estimation M. Bishay Graham Page Mohammad Mavadati 51 1 0 08 Apr 2025
Concept-based Rubrics Improve LLM Formative Assessment and Data Synthesis Yuchen Wei Dennis Pearl Matthew Beckman Rebecca J. Passonneau 56 0 0 04 Apr 2025
Transductive One-Shot Learning Meet Subspace Decomposition Kyle Stein A. Mahyari Guillermo Francia III Eman El-Sheikh VLM 110 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 99 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 110 0 0 18 Mar 2025
Riemannian Geometric-based Meta Learning JuneYoung Park YuMi Lee Tae Joon Kim Jang-Hwan Choi 87 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 114 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 110 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 101 0 0 06 Mar 2025
SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models Yichi Zhang Bohao Lv Le Xue Wenbo Zhang Yuchen Liu Yu Fu Yuan Cheng Yuan Qi VLM MedIm 72 1 0 28 Feb 2025
Amortized In-Context Bayesian Posterior Estimation Sarthak Mittal Niels Leif Bracher Guillaume Lajoie P. Jaini Marcus A. Brubaker 109 2 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 178 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 116 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 127 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 174 5 0 17 Jan 2025
Local Foreground Selection aware Attentive Feature Reconstruction for few-shot fine-grained plant species classification Aisha Zulfiqar Ebroul Izquiedro 85 0 0 12 Jan 2025
RW-Net: Enhancing Few-Shot Point Cloud Classification with a Wavelet Transform Projection-based Network Haosheng Zhang Hao Huang 123 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 104 0 0 05 Jan 2025
On the Generalization and Adaptation Ability of Machine-Generated Text Detectors in Academic Writing Yule Liu Zhiyuan Zhong Yifan Liao Zhen Sun Jingyi Zheng ... Qingyuan Gong Fenghua Tong Yang Chen Yang Zhang Xinlei He DeLMO 101 2 0 23 Dec 2024
COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Arnav M. Das Gantavya Bhatt Lilly Kumari Sahil Verma J. Bilmes 83 0 0 23 Dec 2024
Spatio-Temporal Fuzzy-oriented Multi-Modal Meta-Learning for Fine-grained Emotion Recognition Wenwen Qiang Yuxuan Yang Jingyao Wang Changwen Zheng 151 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 151 0 0 17 Dec 2024
Aspect-Based Few-Shot Learning Tim van Engeland Lu Yin Vlado Menkovski 213 0 0 17 Dec 2024
Distribution-Consistency-Guided Multi-modal Hashing Jin-Yu Liu Xian-Ling Mao Tian-Yi Che Rong-Cheng Tu 500 0 0 15 Dec 2024
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning Pengfei Fang Yongchun Qin H. Xue CLL 125 0 0 15 Dec 2024
Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images Junno Yun Mehmet Akçakaya 116 0 0 06 Dec 2024
Multi-Level Correlation Network For Few-Shot Image Classification Yunkai Dang Hao Fei Zhengyu Chen Xinliang Zhang Zheng Wang Meijun Sun Donglin Wang 145 2 0 04 Dec 2024
Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models Yi Liao Yongsheng Gao Weichuan Zhang 100 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 112 0 0 30 Nov 2024
Diffusion Autoencoders for Few-shot Image Generation in Hyperbolic Space Lingxiao Li Kaixuan Fan Boqing Gong Xiangyu Yue DiffM 118 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 151 1 0 19 Nov 2024