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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
Towards Novel Malicious Packet Recognition: A Few-Shot Learning Approach Kyle Stein Andrew A. Mahyari Guillermo Francia III Eman El-Sheikh 82 5 0 17 Sep 2024
Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark Clifford Broni-bediako Junshi Xia Jian Song Hongruixuan Chen Mennatullah Siam Naoto Yokoya 89 4 0 17 Sep 2024
Diversity-grounded Channel Prototypical Learning for Out-of-Distribution Intent Detection Bo Liu Liming Zhan Yujie Feng Zexin Lu Chengqiang Xie Lei Xue Albert Y. S. Lam Xiao-Ming Wu OODD 122 1 0 17 Sep 2024
FSL-HDnn: A 5.7 TOPS/W End-to-end Few-shot Learning Classifier Accelerator with Feature Extraction and Hyperdimensional Computing Haichao Yang Chang Eun Song Weihong Xu Behnam Khaleghi Uday Mallappa Monil Shah Keming Fan Mingu Kang Tajana Rosing 36 3 0 17 Sep 2024
LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging Charilaos Papaioannou Emmanouil Benetos Alexandros Potamianos 183 2 0 17 Sep 2024
Prompt-and-Transfer: Dynamic Class-aware Enhancement for Few-shot Segmentation Hanbo Bi Yingchao Feng Wenhui Diao Peijin Wang Yongqiang Mao Kun Fu Hongqi Wang Xian Sun VLM 88 6 0 16 Sep 2024
Personalized Speech Emotion Recognition in Human-Robot Interaction using Vision Transformers Ruchik Mishra Andrew Frye M. M. Rayguru Dan O. Popa 164 1 0 16 Sep 2024
COSCO: A Sharpness-Aware Training Framework for Few-shot Multivariate Time Series Classification Jesus Barreda Ashley Gomez Ruben Puga Kaixiong Zhou Li Zhang AI4TS 64 0 0 15 Sep 2024
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation Hugo Porta Emanuele Dalsasso Diego Marcos D. Tuia 300 0 0 14 Sep 2024
Domain-Invariant Representation Learning of Bird Sounds Ilyass Moummad Romain Serizel Emmanouil Benetos Nicolas Farrugia SSL 123 2 0 13 Sep 2024
Rethinking Meta-Learning from a Learning Lens Wenwen Qiang Jingyao Wang Chuxiong Sun Hui Xiong Jiangmeng Li 167 3 0 13 Sep 2024
Efficient and Reliable Vector Similarity Search Using Asymmetric Encoding with NAND-Flash for Many-Class Few-Shot Learning Hao-Wei Chiang Chi-Tse Huang Hsiang-Yun Cheng P. Tseng Ming-Hsiu Lee An-Yeu Wu 55 0 0 12 Sep 2024
Few-Shot Learning: Expanding ID Cards Presentation Attack Detection to Unknown ID Countries Alvaro S. Rocamora Juan M. Espin Juan E. Tapia 71 2 0 10 Sep 2024
Proto-OOD: Enhancing OOD Object Detection with Prototype Feature Similarity Junkun Chen Jilin Mei Liang Chen Fangzhou Zhao Yu Hu Yu Hu ObjD 128 1 0 09 Sep 2024
Contrastive Learning-based User Identification with Limited Data on Smart Textiles Yunkang Zhang Ziyu Wu Zhen Liang Fangting Xie Quan Wan Mingjie Zhao Xiaohui Cai 87 1 0 06 Sep 2024
Large Margin Prototypical Network for Few-shot Relation Classification with Fine-grained Features M. Fan Yeqi Bai Mingming Sun Ping Li 92 32 0 06 Sep 2024
A New First-Order Meta-Learning Algorithm with Convergence Guarantees El Mahdi Chayti Martin Jaggi 68 1 0 05 Sep 2024
Oops, I Sampled it Again: Reinterpreting Confidence Intervals in Few-Shot Learning Raphael Lafargue Luke Smith Franck Vermet Mathias Löwe Ian Reid Vincent Gripon Jack Valmadre 97 0 0 04 Sep 2024
Abstracted Gaussian Prototypes for One-Shot Concept Learning Chelsea Zou Kenneth J. Kurtz VLM 90 0 0 30 Aug 2024
CP-VoteNet: Contrastive Prototypical VoteNet for Few-Shot Point Cloud Object Detection Xuejing Li Weijia Zhang Chao Ma 3DPC 91 1 0 30 Aug 2024
Analyzing Inference Privacy Risks Through Gradients in Machine Learning Zhuohang Li Andrew Lowy Jing Liu T. Koike-Akino K. Parsons Bradley Malin Ye Wang FedML 89 1 0 29 Aug 2024
Towards Modality-agnostic Label-efficient Segmentation with Entropy-Regularized Distribution Alignment Liyao Tang Zhe Chen Shanshan Zhao Chaoyue Wang Dacheng Tao 109 0 0 29 Aug 2024
Local Descriptors Weighted Adaptive Threshold Filtering For Few-Shot Learning Bingchen Yan 105 0 0 28 Aug 2024
LeMON: Learning to Learn Multi-Operator Networks Jingmin Sun Zecheng Zhang Hayden Schaeffer 106 7 0 28 Aug 2024
Feature Aligning Few shot Learning Method Using Local Descriptors Weighted Rules Bingchen Yan 114 0 0 26 Aug 2024
Few-Shot Histopathology Image Classification: Evaluating State-of-the-Art Methods and Unveiling Performance Insights Ardhendu Sekhar R. Gupta Amit Sethi 82 3 0 25 Aug 2024
FMI-TAL: Few-shot Multiple Instances Temporal Action Localization by Probability Distribution Learning and Interval Cluster Refinement Fengshun Wang Qiurui Wang Yuting Wang 82 0 0 25 Aug 2024
Localization and Expansion: A Decoupled Framework for Point Cloud Few-shot Semantic Segmentation Zhaoyang Li Yuan Wang Wangkai Li Rui Sun Tianzhu Zhang 109 2 0 25 Aug 2024
FungiTastic: A multi-modal dataset and benchmark for image categorization Lukás Picek Klara Janouskova Milan Šulc Jirí Matas 160 1 0 24 Aug 2024
MICM: Rethinking Unsupervised Pretraining for Enhanced Few-shot Learning Zhenyu Zhang Guangyao Chen Yixiong Zou Zhimeng Huang Yuhua Li Ruixuan Li VLM 69 2 0 23 Aug 2024
Learning Unknowns from Unknowns: Diversified Negative Prototypes Generator for Few-Shot Open-Set Recognition Zhenyu Zhang Guangyao Chen Yixiong Zou Yuhua Li Ruixuan Li UQCV 109 0 0 23 Aug 2024
CLLMFS: A Contrastive Learning enhanced Large Language Model Framework for Few-Shot Named Entity Recognition Yafeng Zhang Zilan Yu Yuang Huang Jing Tang 73 2 0 23 Aug 2024
Dynamics of Meta-learning Representation in the Teacher-student Scenario Hui Wang Cho Tung Yip Bo Li 137 0 0 22 Aug 2024
Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition Bozheng Li Mushui Liu Gaoang Wang Yunlong Yu 77 7 0 22 Aug 2024
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning Mushui Liu Fangtai Wu Bozheng Li Ziqian Lu Yunlong Yu Xi Li VLM 72 3 0 22 Aug 2024
Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio Sensors Manuele Rusci Francesco Paci Marco Fariselli Eric Flamand Tinne Tuytelaars 74 0 0 22 Aug 2024
EEG-Defender: Defending against Jailbreak through Early Exit Generation of Large Language Models Chongwen Zhao Zhihao Dou Kaizhu Huang AAML 69 3 0 21 Aug 2024
Making Large Vision Language Models to be Good Few-shot Learners Fan Liu Wenwen Cai Jian Huo Chuanyi Zhang Delong Chen Jun Zhou 91 0 0 21 Aug 2024
Continual Gesture Learning without Data via Synthetic Feature Sampling Zhenyu Lu Hao Tang SLR 81 0 0 21 Aug 2024
Subspace Prototype Guidance for Mitigating Class Imbalance in Point Cloud Semantic Segmentation Jiawei Han Kaiqi Liu Wei Li Guangzhi Chen 106 2 0 20 Aug 2024
Meta-Learning in Audio and Speech Processing: An End to End Comprehensive Review Athul Raimon Shubha Masti Shyam K Sateesh Siyani Vengatagiri Bhaskarjyoti Das VLM AI4TS 82 2 0 19 Aug 2024
DPA: Dual Prototypes Alignment for Unsupervised Adaptation of Vision-Language Models Eman Ali Sathira Silva Muhammad Haris Khan VLM 113 0 0 16 Aug 2024
Predictive uncertainty estimation in deep learning for lung carcinoma classification in digital pathology under real dataset shifts A. Fayjie Jutika Borah F. Carbone Jan Tack Patrick Vandewalle OOD UQCV 80 2 0 15 Aug 2024
Towards Few-shot Self-explaining Graph Neural Networks Jingyu Peng Qi Liu Linan Yue Zaixi Zhang Kai Zhang Yunhao Sha MILM 84 2 0 14 Aug 2024
A Simple Task-aware Contrastive Local Descriptor Selection Strategy for Few-shot Learning between inter class and intra class Qian Qiao Yu Xie Shaoyao Huang Fanzhang Li 104 0 0 12 Aug 2024
A Unified Manifold Similarity Measure Enhancing Few-Shot, Transfer, and Reinforcement Learning in Manifold-Distributed Datasets S. W. Qayyumi Laureance F Park O. Obst 53 0 0 12 Aug 2024
Meta-Learning Guided Label Noise Distillation for Robust Signal Modulation Classification Xiaoyang Hao Zhixi Feng Tongqing Peng Shuyuan Yang NoLa 60 7 0 09 Aug 2024
In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation Dahyun Kang Minsu Cho ObjD VLM 140 11 0 09 Aug 2024
Learn To Learn More Precisely Runxi Cheng Yongxian Wei Xianglong He Wanyun Zhu Songsong Huang Fei Richard Yu Fei Ma Chun Yuan 95 0 0 08 Aug 2024
MU-MAE: Multimodal Masked Autoencoders-Based One-Shot Learning Rex Liu Xin Liu 100 2 0 08 Aug 2024