Chinese Journal of Liquid Crystals and Displays, Volume. 38, Issue 8, 1107(2023)
Lightweight human pose estimation based on adaptive feature sensing
Figures & Tables(11)
Table 1. Performance comparison of different human posture estimation methods
View tableView in ArticleTable 1. Performance comparison of different human posture estimation methods
Methods Params/M GFLOPs Model size/MB AP AP50 AP75 APM APL CPN 27.0 6.2 — 68.6 — — — — SimpleBaseline-50 34.0 8.9 129.0 70.4 88.6 78.3 67.1 77.2 SimpleBaseline-101 53.0 12.4 202.0 71.4 89.3 79.3 68.1 78.1 HRNet 28.5 7.1 116.2 73.4 89.5 80.7 70.2 80.1 HigherHRNet 28.6 47.9 109.8 66.4 87.5 72.8 61.2 74.2 RMPE 40.5 31.4 162.6 72.3 89.2 79.1 69.0 78.6 RMPE-tiny 17.8↓22.7 21.2↓10.2 72.1↓90.5 72.8↑0.5 91.4↑2.2 80.1↑1.0 72.1↑3.1 79.5↑0.9
Table 2. Comparative analysis of ablation experiments
View tableView in ArticleTable 2. Comparative analysis of ablation experiments
Methods Params/M GFLOPs Model size/MB AP AP50 AP75 APM APL RMPE 40.5 31.49 162.6 72.3 89.2 79.1 69.0 78.6 RMPE+Ghost 29.0 21.25 116.7 71.7 91.4 79.9 72.3 76.5 RMPE+Ghost+ECA 17.8 21.24 72.1 71.5 91.1 79.8 71.9 76.2 RMPE+Ghost+Sa-ECA 17.8 21.24 72.1 72.6 91.5 80.2 72.0 79.1 RMPE+Ghost+Sa-ECA+Huber Loss 17.8 21.24 72.1 72.8 91.4 80.1 72.1 79.5
Table 3. Model performance comparison
View tableView in ArticleTable 3. Model performance comparison
模型 AP 检测速率/FPS RMPE 72.3 7.6 RMPE-tiny 72.8 15.3
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Ning WU, Peng WANG, Xiao-yan LI, Zhi-gang LÜ, Meng-yu SUN. Lightweight human pose estimation based on adaptive feature sensing[J]. Chinese Journal of Liquid Crystals and Displays, 2023, 38(8): 1107
Paper Information
Category: Research Articles
Received: Oct. 23, 2022
Accepted: --
Published Online: Oct. 9, 2023
The Author Email: Peng WANG (wp_xatu@163.com)
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