A cloud-oriented siamese network object tracking algorithm with attention network and adaptive loss function

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Main Authors: Jinping, Sun, Dan, Li
Format: Book
Language:English
Published: Springer 2023
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Online Access:https://link.springer.com/article/10.1186/s13677-023-00431-9
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7695
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spelling oai:localhost:PNK-76952023-04-10T01:29:57Z A cloud-oriented siamese network object tracking algorithm with attention network and adaptive loss function Jinping, Sun Dan, Li SiamANAL MFFMT CC BY Aiming at solving the problems of low success rate and weak robustness of object tracking algorithms based on siamese network in complex scenes with occlusion, deformation, and rotation, a siamese network object tracking algorithm with attention network and adaptive loss function (SiamANAL) is proposed. Firstly, the multi-layer feature fusion module for template branch (MFFMT) and the multi-layer feature fusion module for search branch (MFFMS) are designed. The modified convolutional neural networks (CNN) are used for feature extraction through the fusion module to solve the problem of features loss caused by too deep network. 2023-04-10T01:29:57Z 2023-04-10T01:29:57Z 2023 Book https://link.springer.com/article/10.1186/s13677-023-00431-9 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7695 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic SiamANAL
MFFMT
spellingShingle SiamANAL
MFFMT
Jinping, Sun
Dan, Li
A cloud-oriented siamese network object tracking algorithm with attention network and adaptive loss function
description CC BY
format Book
author Jinping, Sun
Dan, Li
author_facet Jinping, Sun
Dan, Li
author_sort Jinping, Sun
title A cloud-oriented siamese network object tracking algorithm with attention network and adaptive loss function
title_short A cloud-oriented siamese network object tracking algorithm with attention network and adaptive loss function
title_full A cloud-oriented siamese network object tracking algorithm with attention network and adaptive loss function
title_fullStr A cloud-oriented siamese network object tracking algorithm with attention network and adaptive loss function
title_full_unstemmed A cloud-oriented siamese network object tracking algorithm with attention network and adaptive loss function
title_sort cloud-oriented siamese network object tracking algorithm with attention network and adaptive loss function
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1186/s13677-023-00431-9
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7695
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score 8.887836