An Open-Set Recognition and Few-Shot Learning Dataset for Audio Event Classification in Domestic Environments 开放式识别和few-shot learning数据集对于家庭环境中音频事件分类 【都建立了baseline】 摘要—用少量阳性样本(positive samples)训练深度神经网络的问题被称为few-shot学习(FSL)。众所周知,传统的深度学习...
PAPER: Task-Adaptive Negative Envision for Few-Shot Open-Set RecognitionCODE: https://github.com/shiyuanh/TANE目的解决小样本开集识别问题 背景传统开集识别需要大量的已知样本,避免过拟合,正确估计分布…
Few-Shot Open-Set Recognition using Meta-LearningBo LiuHao KangHaoxiang LiGang HuaNuno VasconcelosComputer Vision and Pattern Recognition
This is the code repository for"Task-Adaptive Negative Envision for Few-Shot Open-Set Recognition"(accepted by CVPR 2022). Installation This repo is tested with Python 3.6, Pytorch 1.8, CUDA 10.1. More recent versions of Python and Pytorch with compatible CUDA versions should also support the ...
Glocal energy-based learning for few-shot open-set recognition Open-set likelihood maximization for few-shot learning Federated few-shot learning 数据集/基准(5篇) FewNLU: Benchmarking state-of-the-art methods for few-shot natural language understanding ...
action-recognitionfew-shot-recognitionopen-set-recognitionlong-tailed-recognitionvideo-language UpdatedJan 18, 2024 Python [IEEE ICIP (2021)] Coupled Patch Similarity Network For One-Shot Fine-Grained Image Recognition fine-grainedfew-shot-recognition ...
We observe that face recognition models pretrained on a large dataset and naively fine-tuned models perform poorly for this task. Motivated by this issue, we propose an effective fine-tuning scheme with classifier weight imprinting and exclusive BatchNorm layer tuning. For further improvement of ...
Meta-RFF: Few-Shot Open-Set Incremental Learning forRF Fingerprint Recognition viaMulti-phase Meta Task Adaptation RF fingerprinting (RFF) is a non-encrypted authentication technique that provides an additional layer of security for wireless devices, which has a promisi... T Li,Z Wen,Y Jiang,....
32. Few-Shot Open-Set Recognition Using Meta-Learning 会议:CVPR 2020. 作者:Bo Liu, Hao Kang, Haoxiang Li, Gang Hua, Nuno Vasconcelos 链接:https://openaccess.thecvf.com/content_CVPR_2020/papers/Liu_Few-Shot_Open-Set_Recognition_Using_Meta-Learning_CVPR_2020_paper.pdf ...
[11]Alignment Based Mathching Networks for One-Shot Classification and Open-Set Recognition Paresh Malalur, Tommi Jaakkola(对齐基于匹配网络用于one-shot分类和开集识别?) [12]IMAGE DEFORMATION META-NETWORK FOR ONE-SHOT LEARNING Zitian Chen, Yanwei Fu, Yu-Xiong Wang, Lin Ma, Wei Liu, Martial ...