Opto-Electronic Engineering, Volume. 51, Issue 6, 240072-1(2024)
Design and implementation of edge-based human action recognition algorithm based on ascend processor
[1] Li Y D, Xu X P. Human action recognition by decision-making level fusion based on spatial-temporal features[J]. Acta Opt Sin, 38, 0810001(2018).
[2] Sun Z H, Ke Q H, Rahmani H et al. Human action recognition from various data modalities: a review[J]. IEEE Trans Pattern Anal Mach Intell, 45, 3200-3225(2023).
[3] Chen C, Liu K, Kehtarnavaz N. Real-time human action recognition based on depth motion maps[J]. J Real-Time Image Process, 12, 155-163(2016).
[4] Li C K, Hou Y H, Wang P C et al. Joint distance maps based action recognition with convolutional neural networks[J]. IEEE Signal Process Lett, 24, 624-628(2017).
[6] Leng J X, Tan M P, Hu B et al. Video anomaly detection based on implicit view transformation[J]. Comput Sci, 49, 142-148(2022).
[7] Li G Y, Li C G, Wang W J et al. Research on multi-feature human pose model recognition based on one-shot learning[J]. Opto-Electron Eng, 48, 200099(2021).
[8] Wu H B, Ma X, Li Y B. Spatiotemporal multimodal learning with 3D CNNs for video action recognition[J]. IEEE Trans Circuits Syst Video Technol, 32, 1250-1261(2022).
[11] Xie Y, Yang R L, Liu G X et al. Human skeleton action recognition algorithm based on dynamic topological graph[J]. Comput Sci, 49, 62-68(2022).
[12] Liu B L, Zhou S, Dong J F et al. Research progress in skeleton-based human action recognition[J]. J Comput-Aided Des Comput Graphics, 35, 1299-1322(2023).
[17] Ma L, Gou Y T, Lei T et al. Small object detection based on multi-scale feature fusion using remote sensing images[J]. Opto-Electron Eng, 49, 210363(2022).
[20] Peng H, Wang W Q, Chen L et al. Few-shot object detection via online inferential calibration[J]. Opto-Electron Eng, 50, 220180(2023).
[23] Chen X, Peng D L, Gu Y. Real-time object detection for UAV images based on improved YOLOv5s[J]. Opto-Electron Eng, 49, 210372(2022).
[24] Zhao D D, Xie D H, Chen P et al. Lightweight YOLOv5 sonar image object detection algorithm and implementation based on ZYNQ[J]. Opto-Electron Eng, 51, 230284(2024).
[28] Kipf T N, Welling M. Semi-supervised classification with graph convolutional networks[C](2017).
[29] Zhao L, Song Y J, Zhang C et al. T-GCN: a temporal graph convolutional network for traffic prediction[J]. IEEE Trans Intell Transp Syst, 21, 3848-3858(2020).
[31] Zhao D D, Zhou H C, Chen P et al. Design of forward-looking sonar system for real-time image segmentation with light multiscale attention net[J]. IEEE Trans Instrum Meas, 73, 4501217(2024).
[32] He Y C, Zhan Y G, Xu G Q et al. Progress in the application of OpenPose technology for human pose estimation in rehabilitation[J]. Chin J Rehabil, 38, 437-441(2023).
[33] Qi Y M, Chen S Y, Sun L. Two-stream CNN fall detection based on improved ViBe algorithm[J]. Comput Eng Des, 44, 1812-1819(2023).
[34] Yan S J, Xiong Y J, Lin D H. Spatial temporal graph convolutional networks for skeleton-based action recognition[C], 912(2018).
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Dongdong Zhao, Liang Lai, Peng Chen, Hongchao Zhou, Yiran Li, Ronghua Liang. Design and implementation of edge-based human action recognition algorithm based on ascend processor[J]. Opto-Electronic Engineering, 2024, 51(6): 240072-1
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Received: Mar. 25, 2024
Accepted: May. 23, 2024
Published Online: Oct. 21, 2024
The Author Email: Peng Chen (陈朋)