这里主要想介绍 GRL(Gradient Reversal Layer)这个机制,这个机制出自论文 Unsupervised Domain Adaptation by Backpropagation论文主要想解决的问题是 domain adaption,即在 source domain 有较多数据,target domain 较少数据,怎么能够较好地同时解决两个 domain 的问题,paper 里提到的方案是从特征层面去解决这个问题the appr...
Fine-tuning on in-domain data allows good domain adaptation, but requires sufficient relevant bilingual data. Even if this is available, simple fine-tuning can cause overfitting to new data and catastrophic forgetting of previously learned behaviour.\nWe survey approaches to domain adaptati...
This paper treats this task as a multi-source domain adaptation and label unification (mDALU) problem and proposes a novel method for it. Our method consists of a partially-supervised adaptation stage and a fully-supervised adaptation stage. In the former, partial knowledge is transferred from ...
【伯克利-滴滴出行】深度学习多源领域自适应综述 Multi-source Domain Adaptation in the Deep Learning Era A Systematic Survey 热度: 领域自适应学习论文Deep Adversarial Attention Alignment for Unsupervised Domain Adaptation - the Benefit of Target Expectation Maximization ...
Multi-source domain adaptation With the availability of a large number of datasets, even though with limited data samples, it is an intuitive step to take advantage of the diverse information comprehended by the different sources. Multi-source transfer learning has been explored widely in text class...
Source-free unsupervised domain adaptation: A survey 2024, Neural Networks Show abstract Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives 2024, Computers in Biology and Medicine Citation Excerpt : In deep learning models, batch normalization (...
迁移学习应用于行为识别综述:Transfer Learning for Activity Recognition: A Survey 迁移学习与增强学习:Transfer Learning for Reinforcement Learning Domains: A Survey 多个源域进行迁移的综述:A Survey of Multi-source Domain Adaptation。Theory (理论文章):ICML...
. This paper complements a group of surveys that provides a general framework to classify the deep learning algorithms used in recent DMARL studies (Hernandez-Leal et al.2019; Gronauer and Diepold2021). When working on this survey, Google Scholar was the leading search engine for finding ...
65% of households had access to an improved drinking water source, 25% of households had access to improved sanitation facilities, and 29% of children had diarrhoea 2 weeks before the survey [36]. Since 2013, more data have been collected on caregiver (generally mothers) handwashing practices...
Determinants of partial and adequate maternal health services utilization in Nigeria: analysis of cross-sectional survey. BMC Pregnancy Childbirth. 2023;23(1):457. Article PubMed PubMed Central Google Scholar Gandhi S, et al. Predictors of the utilisation of continuum of maternal health care ...