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Prototypical Networks for Few-shot Learning

15 March 2017

Papers citing "Prototypical Networks for Few-shot Learning"

50 / 3,468 papers shown

Title
MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context Shuai Lyu Fangjian Liao Zeqi Ma Rongchen Zhang Dongmei Mo W. Wong 162 1 0 22 Dec 2024
UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning Long Zhou Fereshteh Shakeri Aymen Sadraoui Mounir Kaaniche J. Pesquet Ismail Ben Ayed VLM 221 0 0 21 Dec 2024
Efficient Curation of Invertebrate Image Datasets Using Feature Embeddings and Automatic Size Comparison Mikko Impio Philipp M. Rehsen Jenni Raitoharju 125 0 0 20 Dec 2024
Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learning Julien Audiffren Christophe Broillet Ljiljana Dolamic Philippe Cudré-Mauroux 116 0 0 18 Dec 2024
AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Representation Space Guided Inversion Chenqi Li Boyan Gao Gabriel Jones Timothy Denison Tingting Zhu 203 0 0 18 Dec 2024
Spatio-Temporal Fuzzy-oriented Multi-Modal Meta-Learning for Fine-grained Emotion Recognition Wenwen Qiang Yuxuan Yang Jingyao Wang Changwen Zheng 157 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 164 0 0 17 Dec 2024
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning Chengyan Liu Linglan Zhao Fan Lyu Kaile Du Fuyuan Hu Tao Zhou CLL 186 0 0 17 Dec 2024
Aspect-Based Few-Shot Learning Tim van Engeland Lu Yin Vlado Menkovski 213 0 0 17 Dec 2024
Memory-Reduced Meta-Learning with Guaranteed Convergence Honglin Yang Ji Ma Xiao Yu 133 0 0 16 Dec 2024
Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Yayuan Li Jintao Guo Lei Qi Wenbin Li Yinghuan Shi VLM CLIP 147 0 0 16 Dec 2024
SAM-IF: Leveraging SAM for Incremental Few-Shot Instance Segmentation Xudong Zhou Wenhao He VLM 89 0 0 15 Dec 2024
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning Pengfei Fang Yongchun Qin H. Xue CLL 150 0 0 15 Dec 2024
Language Model as Visual Explainer Xingyi Yang Xinchao Wang VLM 93 0 0 08 Dec 2024
Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images Junno Yun Mehmet Akçakaya 130 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 163 2 0 04 Dec 2024
BANER: Boundary-Aware LLMs for Few-Shot Named Entity Recognition Quanjiang Guo Yihong Dong Ling Tian Zhao Kang Yu Zhang Sijie Wang 129 3 0 03 Dec 2024
A Novel Generative Multi-Task Representation Learning Approach for Predicting Postoperative Complications in Cardiac Surgery Patients Junbo Shen Bing Xue Thomas Kannampallil Chenyang Lu Joanna Abraham 76 0 0 02 Dec 2024
Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models Yi Liao Yongsheng Gao Weichuan Zhang 119 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 135 0 0 30 Nov 2024
TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action Recognition Yilong Wang Zilin Gao Qilong Wang Zhaofeng Chen P. Li Q. Hu 192 1 0 28 Nov 2024
Automating Chapter-Level Classification for Electronic Theses and Dissertations Bipasha Banerjee William A. Ingram Edward A. Fox 99 0 0 26 Nov 2024
SAM-MPA: Applying SAM to Few-shot Medical Image Segmentation using Mask Propagation and Auto-prompting Jie Xu Xiaokang Li Chengyu Yue Yuanyuan Wang Yi Guo MedIm 132 1 0 26 Nov 2024
Low-Data Classification of Historical Music Manuscripts: A Few-Shot Learning Approach Elona Shatri Daniel Raymond George Fazekas 125 0 0 25 Nov 2024
BelHouse3D: A Benchmark Dataset for Assessing Occlusion Robustness in 3D Point Cloud Semantic Segmentation Umamaheswaran Raman Kumar A. Fayjie Jurgen Hannaert Patrick Vandewalle 3DV 3DPC 139 1 0 20 Nov 2024
Visual-Semantic Graph Matching Net for Zero-Shot Learning Bowen Duan Shiming Chen Yufei Guo Guo-Sen Xie Weiping Ding Yisong Wang 149 1 0 18 Nov 2024
Video-to-Task Learning via Motion-Guided Attention for Few-Shot Action Recognition Hanyu Guo Wanchuan Yu Suzhou Que Kaiwen Du Yan Yan Hanzi Wang 191 1 0 18 Nov 2024
Hyperspectral Imaging-Based Grain Quality Assessment With Limited Labelled Data Priyabrata Karmakar Manzur Murshed S. Teng 126 0 0 17 Nov 2024
FedAli: Personalized Federated Learning Alignment with Prototype Layers for Generalized Mobile Services Sannara Ek Kaile Wang François Portet P. Lalanda Jiannong Cao FedML 108 0 0 15 Nov 2024
A Practical Guide to Fine-tuning Language Models with Limited Data Márton Szép Daniel Rueckert Rüdiger von Eisenhart-Rothe Florian Hinterwimmer SyDa ALM 137 2 0 14 Nov 2024
Embedding Space Allocation with Angle-Norm Joint Classifiers for Few-Shot Class-Incremental Learning Dunwei Tu Huiyu Yi T. Zhang Ruotong Li Furao Shen Jian Zhao CLL 71 0 0 14 Nov 2024
UMFC: Unsupervised Multi-Domain Feature Calibration for Vision-Language Models Jiachen Liang Ruibing Hou Minyang Hu Hong Chang Shiguang Shan Xilin Chen VLM 96 1 0 11 Nov 2024
Neuromodulated Meta-Learning Wenwen Qiang Huijie Guo Jingyao Wang Jiangmeng Li Changwen Zheng Hui Xiong Gang Hua 116 0 0 11 Nov 2024
Progressive Multi-Level Alignments for Semi-Supervised Domain Adaptation SAR Target Recognition Using Simulated Data Xinzheng Zhang Hui Zhu Hongqian Zhuang 77 0 0 07 Nov 2024
Cross- and Intra-image Prototypical Learning for Multi-label Disease Diagnosis and Interpretation Chong Wang Fengbei Liu Yuanhong Chen Helen Frazer Gustavo Carneiro 131 2 0 07 Nov 2024
Stepping Forward on the Last Mile Chen Feng Shaojie Zhuo Xiaopeng Zhang R. Ramakrishnan Zhaocong Yuan Andrew Zou Li 139 0 0 06 Nov 2024
Detect an Object At Once without Fine-tuning Junyu Hao Jianheng Liu Yongjia Zhao Zuofan Chen Qi Sun Jinlong Chen Jianguo Wei Minghao Yang ObjD 125 0 0 04 Nov 2024
SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models Linglan Zhao Xuerui Zhang K. Yan Shouhong Ding Weiran Huang CLL 91 5 0 04 Nov 2024
Masked Autoencoders are Parameter-Efficient Federated Continual Learners Yuchen He Xiangfeng Wang CLL FedML 71 0 0 04 Nov 2024
FPPL: An Efficient and Non-IID Robust Federated Continual Learning Framework Yuchen He Chuyun Shen Xiangfeng Wang Bo Jin FedML 127 1 0 04 Nov 2024
KptLLM: Unveiling the Power of Large Language Model for Keypoint Comprehension Jie Yang Wang Zeng Sheng Jin Lumin Xu Wentao Liu Chen Qian Ruimao Zhang MLLM 133 3 0 04 Nov 2024
Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning Fei Zhou Peng Wang Lei Zhang Zhaoyu Chen Wei Wei Chen Ding Guosheng Lin Yanning Zhang 124 1 0 03 Nov 2024
Covariance-based Space Regularization for Few-shot Class Incremental Learning Yijie Hu Guanyu Yang Zhaorui Tan Xiaowei Huang K. Huang Qiu-Feng Wang CLL 95 0 0 02 Nov 2024
Pin-Tuning: Parameter-Efficient In-Context Tuning for Few-Shot Molecular Property Prediction Liang Wang Qiang Liu Shaozhen Liu Xin Sun Shu Wu Liang Wang 116 2 0 02 Nov 2024
Improving Few-Shot Cross-Domain Named Entity Recognition by Instruction Tuning a Word-Embedding based Retrieval Augmented Large Language Model Subhadip Nandi Neeraj Agrawal 72 0 0 01 Nov 2024
Prospective Learning: Learning for a Dynamic Future Ashwin De Silva Rahul Ramesh Rubing Yang Siyu Yu Joshua T. Vogelstein Pratik Chaudhari AI4TS 197 1 0 31 Oct 2024
ResiDual Transformer Alignment with Spectral Decomposition Lorenzo Basile Valentino Maiorca Luca Bortolussi Emanuele Rodolà Francesco Locatello 179 2 0 31 Oct 2024
Theoretical Investigations and Practical Enhancements on Tail Task Risk Minimization in Meta Learning Yiqin Lv Qi Wang Dong Liang Zheng Xie 123 3 0 30 Oct 2024
Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation Jintao Tong Yixiong Zou Yuhua Li Ruixuan Li 108 6 0 29 Oct 2024
Multimodality Helps Few-shot 3D Point Cloud Semantic Segmentation Zhaochong An Guolei Sun Yun Liu Runjia Li Min Wu Ming-Ming Cheng Ender Konukoglu Serge Belongie 169 9 0 29 Oct 2024