Balancing prediction accuracy and generalization ability: A hybrid framework for modelling the annual dynamics of satellite-derived land surface temperatures
Sign Up to like & getrecommendations! Published in 2019 at "ISPRS Journal of Photogrammetry and Remote Sensing"
DOI: 10.1016/j.isprsjprs.2019.03.013
Abstract: Abstract Annual temperature cycle (ATC) models enable the multi-timescale analysis of land surface temperature (LST) dynamics and are therefore valuable for various applications. However, the currently available ATC models focus either on prediction accuracy or… read more here.
Keywords: generalization ability; surface; accuracy; prediction accuracy ... See more keywords
Hybrid pooling for enhancement of generalization ability in deep convolutional neural networks
Sign Up to like & getrecommendations! Published in 2019 at "Neurocomputing"
DOI: 10.1016/j.neucom.2018.12.036
Abstract: Abstract Convolutional neural networks (CNNs) have attracted considerable attention in many application fields for their great ability to deal with image recognition and object detection tasks. A pooling process is an important process in CNNs,… read more here.
Keywords: hybrid pooling; neural networks; convolutional neural; generalization ability ... See more keywords
Improving the Generalization Ability of Deep Neural Networks for Cross-Domain Visual Recognition
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Cognitive and Developmental Systems"
DOI: 10.1109/tcds.2020.2965166
Abstract: Feature learning with deep neural networks (DNNs) has made remarkable progress in recent years. However, its data-driven nature makes the collection of labeled training data expensive or impossible when the testing domain changes. Here, we… read more here.
Keywords: generalization ability; cross domain; domain; method ... See more keywords
Multimode fiber-based greyscale image projector enabled by neural networks with high generalization ability.
Sign Up to like & getrecommendations! Published in 2023 at "Optics express"
DOI: 10.1364/oe.482551
Abstract: Multimode fibers (MMFs) are emerging as promising transmission media for delivering images. However, strong mode coupling inherent in MMFs induces difficulties in directly projecting two-dimensional images through MMFs. By training two subnetworks named Actor-net and… read more here.
Keywords: generalization ability; network; multimode; projector ... See more keywords