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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
Few-shot Scooping Under Domain Shift via Simulated Maximal Deployment Gaps Yifan Zhu Pranay Thangeda Erica Tevere Ashish Goel Erik Kramer Hari Nayar Melkior Ornik Kris K. Hauser 76 0 0 06 Aug 2024
Set2Seq Transformer: Temporal and Positional-Aware Set Representations for Sequential Multiple-Instance Learning Athanasios Efthymiou Stevan Rudinac Monika Kackovic Nachoem Wijnberg Marcel Worring ViT 95 0 0 06 Aug 2024
EOL: Transductive Few-Shot Open-Set Recognition by Enhancing Outlier Logits Mateusz Ochal Massimiliano Patacchiola Malik Boudiaf Sen Wang 85 0 0 04 Aug 2024
MetaWearS: A Shortcut in Wearable Systems Lifecycle with Only a Few Shots Alireza Amirshahi Maedeh H.Toosi Siamak Mohammadi Stefano Albini Pasquale Davide Schiavone G. Ansaloni A. Aminifar David Atienza 50 0 0 04 Aug 2024
Deep Learning based Visually Rich Document Content Understanding: A Survey Muhammad Ali Jean Lee Salman Khan Eduard Hovy 126 6 0 02 Aug 2024
Compositional Physical Reasoning of Objects and Events from Videos Zhenfang Chen Shilong Dong Kexin Yi Yunzhu Li Mingyu Ding Antonio Torralba Joshua B. Tenenbaum Chuang Gan OCL 135 3 0 02 Aug 2024
Joint Neural Networks for One-shot Object Recognition and Detection Camilo Vargas Qianni Zhang E. Izquierdo ObjD VLM 147 0 0 01 Aug 2024
Task-Adapter: Task-specific Adaptation of Image Models for Few-shot Action Recognition Congqi Cao Guibiao Liao Yating Yu Kanglin Liu Lingtong Min Yanning Zhang 130 4 0 01 Aug 2024
Label-Guided Prompt for Multi-label Few-shot Aspect Category Detection ChaoFeng Guan Yaohui Zhu Yu Bai LingYun Wang 64 0 0 30 Jul 2024
Robust Fast Adaptation from Adversarially Explicit Task Distribution Generation Cheems Wang Yiqin Lv Yixiu Mao Yun Qu Yi Tian Xu Xiangyang Ji OOD TTA 175 7 0 28 Jul 2024
Detached and Interactive Multimodal Learning Yunfeng Fan Wenchao Xu Yining Qi Junhong Liu Song Guo 130 3 0 28 Jul 2024
Symmetrical Joint Learning Support-query Prototypes for Few-shot Segmentation Qun Li Baoquan Sun Fu Xiao Yonggang Qi B. Bhanu 96 0 0 27 Jul 2024
Enhancing Dysarthric Speech Recognition for Unseen Speakers via Prototype-Based Adaptation Shiyao Wang Shiwan Zhao Jiaming Zhou Aobo Kong Yong Qin 102 5 0 26 Jul 2024
SOAP: Enhancing Spatio-Temporal Relation and Motion Information Capturing for Few-Shot Action Recognition Wenbo Huang Jinghui Zhang Xuwei Qian Zhen Wu Meng Wang Lei Zhang 91 3 0 23 Jul 2024
No Re-Train, More Gain: Upgrading Backbones with Diffusion model for Pixel-Wise and Weakly-Supervised Few-Shot Segmentation Shuai Chen Fanman Meng Chenhao Wu Haoran Wei Runtong Zhang Qingbo Wu Linfeng Xu Hongliang Li 86 0 0 23 Jul 2024
Computer Audition: From Task-Specific Machine Learning to Foundation Models Andreas Triantafyllopoulos Iosif Tsangko Alexander Gebhard A. Mesaros Tuomas Virtanen Björn Schuller 100 4 0 22 Jul 2024
Pre-Training and Prompting for Few-Shot Node Classification on Text-Attributed Graphs Huan-jing Zhao Beining Yang Yukuo Cen Junyu Ren Chenhui Zhang Yuxiao Dong Evgeny Kharlamov Shu Zhao Jie Tang VLM 96 8 0 22 Jul 2024
Craft: Cross-modal Aligned Features Improve Robustness of Prompt Tuning Jingchen Sun Rohan Sharma Vishnu Suresh Lokhande Changyou Chen 116 0 0 22 Jul 2024
Meta-GPS++: Enhancing Graph Meta-Learning with Contrastive Learning and Self-Training Yuqi Liu Mengyu Li Ximing Li Lan Huang Fausto Giunchiglia Yanchun Liang Xiaoyue Feng Renchu Guan SSL 102 4 0 20 Jul 2024
MetaAug: Meta-Data Augmentation for Post-Training Quantization Cuong Pham Hoang Anh Dung Cuong C. Nguyen Trung Le Dinh Q. Phung Gustavo Carneiro Thanh-Toan Do MQ 83 0 0 20 Jul 2024
A Comprehensive Review of Few-shot Action Recognition Yuyang Wanyan Xiaoshan Yang Weiming Dong Changsheng Xu VLM 181 4 0 20 Jul 2024
Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models Quan Li Tianxiang Zhao Lingwei Chen Junjie Xu Suhang Wang AI4CE 123 0 0 19 Jul 2024
Configural processing as an optimized strategy for robust object recognition in neural networks Hojin Jang Pawan Sinha Xavier Boix 59 1 0 18 Jul 2024
Novel Deep Neural Network Classifier Characterization Metrics with Applications to Dataless Evaluation Nathaniel R. Dean Dilip Sarkar 79 0 0 17 Jul 2024
Privacy-Preserving Adaptive Re-Identification without Image Transfer Hamza Rami Jhony H. Giraldo Nicolas Winckler Stéphane Lathuilière 55 0 0 17 Jul 2024
Non-parametric regularization for class imbalance federated medical image classification Jeffry Wicaksana Zengqiang Yan Kwang-Ting Cheng FedML 90 0 0 17 Jul 2024
This Probably Looks Exactly Like That: An Invertible Prototypical Network Zachariah Carmichael Timothy Redgrave Daniel Gonzalez Cedre Walter J. Scheirer BDL 126 2 0 16 Jul 2024
Siamese Transformer Networks for Few-shot Image Classification Weihao Jiang Shuoxi Zhang Kun He ViT 120 0 0 16 Jul 2024
Cross-Modal Augmentation for Few-Shot Multimodal Fake News Detection Ye Jiang Taihang Wang Xiaoman Xu Yimin Wang Xingyi Song Diana Maynard 94 2 0 16 Jul 2024
Beyond Mask: Rethinking Guidance Types in Few-shot Segmentation Shijie Chang Youwei Pang Xiaoqi Zhao Lihe Zhang Huchuan Lu 97 1 0 16 Jul 2024
Learning to Unlearn for Robust Machine Unlearning Mark He Huang Lin Geng Foo Jun Liu MU 109 12 0 15 Jul 2024
Few-Shot Bioacoustic Event Detection with Frame-Level Embedding Learning System PengYuan Zhao ChengWei Lu Li-Wei Zou 66 0 0 14 Jul 2024
NODE-Adapter: Neural Ordinary Differential Equations for Better Vision-Language Reasoning Yi Zhang Chun-Wun Cheng Ke Yu Zhihai He Carola-Bibiane Schonlieb Angelica I Aviles-Rivero VLM 89 2 0 11 Jul 2024
A Coding-Theoretic Analysis of Hyperspherical Prototypical Learning Geometry Martin Lindström Borja Rodríguez Gálvez Ragnar Thobaben Mikael Skoglund 126 0 0 10 Jul 2024
ProtoSAM: One-Shot Medical Image Segmentation With Foundational Models Lev Ayzenberg Raja Giryes H. Greenspan VLM MedIm 96 6 0 09 Jul 2024
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community Yan Liu Bin Guo Nuo Li Yasan Ding Zhouyangzi Zhang Zhiwen Yu 143 1 0 09 Jul 2024
DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition Fei-Yu Guo YiKang Wang Han Qi Li Zhu Jing Sun 115 2 0 08 Jul 2024
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning Xiaojie Li Yibo Yang Jianlong Wu Guohao Li Ming-Hsuan Yang Liqiang Nie M. Zhang Mamba 101 6 0 08 Jul 2024
FedTSA: A Cluster-based Two-Stage Aggregation Method for Model-heterogeneous Federated Learning Boyu Fan Chenrui Wu Xiang Su Pan Hui FedML 118 3 0 06 Jul 2024
Neural varifolds: an aggregate representation for quantifying the geometry of point clouds Juheon Lee Xiaohao Cai Carola-Bibian Schönlieb Simon Masnou 3DPC 90 1 0 05 Jul 2024
Exploration of Class Center for Fine-Grained Visual Classification Hang Yao Qiguang Miao Peipei Zhao Chaoneng Li Xin Li Guanwen Feng Ruyi Liu VLM 97 6 0 05 Jul 2024
Few-Shot Keyword Spotting from Mixed Speech Junming Yuan Ying Shi Lantian Li D. Wang A. Hamdulla 108 0 0 05 Jul 2024
PECTP: Parameter-Efficient Cross-Task Prompts for Incremental Vision Transformer Qian Feng Hanbin Zhao Chao Zhang Jiahua Dong Henghui Ding Yu-Gang Jiang Hui Qian VLM 71 5 0 04 Jul 2024
E2MPL:An Enduring and Efficient Meta Prompt Learning Framework for Few-shot Unsupervised Domain Adaptation Wanqi Yang Haoran Wang Lei Wang Ge Song Yang Gao Yang Gao 96 0 0 04 Jul 2024
SMILe: Leveraging Submodular Mutual Information For Robust Few-Shot Object Detection Anay Majee Ryan Sharp Rishabh K. Iyer 105 1 0 02 Jul 2024
Semantically Guided Representation Learning For Action Anticipation Anxhelo Diko D. Avola Bardh Prenkaj Federico Fontana Luigi Cinque AI4TS 66 3 0 02 Jul 2024
PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning Jiaru Zou Mengyu Zhou Tao Li Shi Han Dongmei Zhang 109 8 0 02 Jul 2024
Hybrid Feature Collaborative Reconstruction Network for Few-Shot Fine-Grained Image Classification Shulei Qiu Wanqi Yang Ming Yang 96 0 0 02 Jul 2024
Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts Pasquale De Marinis Nicola Fanelli Raffaele Scaringi Emanuele Colonna Giuseppe Fiameni G. Vessio Giovanna Castellano MLLM VLM 84 2 0 02 Jul 2024
Unleash the Power of Local Representations for Few-Shot Classification Shi Tang Guiming Luo Xinchen Ye Zhiyi Xia 71 0 0 02 Jul 2024