TY - GEN
T1 - Double Branch Model Based on Discrete Wavelet Transform for Spatiotemporal Prediction
AU - Cui, Yingjie
AU - Lu, Zhenyu
AU - Sun, Le
AU - Jeon, Byeungwoo
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - In recent years, spatiotemporal sequence prediction has received increasing attention from researchers and has a wide range of promising applications in the fields of meteorology, traffic flow prediction, and autonomous driving. However, existing spatiotemporal sequence prediction models have some problems, such as slow convergence, training difficulties, and loss of image structural and detail information. We propose a novel end-To-end two-branch spatiotemporal sequence prediction model, which has been improved on these issues. We have compared our model with current advanced models using two datasets and found that our model reached or exceeded the level of the other advanced models in several metrics.
AB - In recent years, spatiotemporal sequence prediction has received increasing attention from researchers and has a wide range of promising applications in the fields of meteorology, traffic flow prediction, and autonomous driving. However, existing spatiotemporal sequence prediction models have some problems, such as slow convergence, training difficulties, and loss of image structural and detail information. We propose a novel end-To-end two-branch spatiotemporal sequence prediction model, which has been improved on these issues. We have compared our model with current advanced models using two datasets and found that our model reached or exceeded the level of the other advanced models in several metrics.
KW - Attentional mechanisms
KW - Discrete wavelet transform
KW - Spatiotemporal sequence prediction
UR - https://www.scopus.com/pages/publications/85175403393
U2 - 10.1109/ICCSS58421.2023.10270114
DO - 10.1109/ICCSS58421.2023.10270114
M3 - Conference contribution
AN - SCOPUS:85175403393
T3 - 2023 9th International Conference on Information, Cybernetics, and Computational Social Systems, ICCSS 2023
SP - 105
EP - 110
BT - 2023 9th International Conference on Information, Cybernetics, and Computational Social Systems, ICCSS 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 9th International Conference on Information, Cybernetics, and Computational Social Systems, ICCSS 2023
Y2 - 2 July 2023 through 4 July 2023
ER -
