Development of real-time video target recognition system based on convolutional neural network
Mar 21, 2025
About this article
Published Online: Mar 21, 2025
Received: Oct 20, 2024
Accepted: Feb 11, 2025
DOI: https://doi.org/10.2478/amns-2025-0600
Keywords
© 2025 Fanshu Ji, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
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Test results of thethird group
| System | Test time for each image(s) | Number of detection objects | Pretreatment time(ms) | Inference time(ms) | NMS time(ms) | Total test time(s) | |
|---|---|---|---|---|---|---|---|
| ra | sub_ra | ||||||
| Traditional system | 0.013 | 1 | 5 | 0.5 | 10.4 | 1.6 | 0.114 |
| 0.011 | 1 | 4 | |||||
| 0.012 | 1 | 4 | |||||
| 0.011 | 1 | 4 | |||||
| 0.011 | 1 | 3 | |||||
| 0.012 | 1 | 5 | |||||
| 0.011 | 1 | 5 | |||||
| 0.012 | 1 | 5 | |||||
| 0.01 | 1 | 4 | |||||
| 0.011 | 1 | 3 | |||||
| System of this article | 0.015 | 1 | 5 | 0.6 | 7.8 | 0 | 0.0763 |
| 0.0011 | 1 | 4 | |||||
| 0.0011 | 1 | 4 | |||||
| 0.0011 | 1 | 4 | |||||
| 0.014 | 1 | 3 | |||||
| 0.012 | 1 | 6 | |||||
| 0.001 | 1 | 5 | |||||
| 0.001 | 1 | 6 | |||||
| 0.015 | 1 | 4 | |||||
| 0.015 | 1 | 5 | |||||
Test results of the second group
| System | Test time for each image(s) | Number of detection objects | Pretreatment time(ms) | Inference time(ms) | NMS time(ms) | Total test time(s) |
|---|---|---|---|---|---|---|
| Traditional system | 0.076 | 1 | 0.5 | 10.5 | 1.4 | 0.176 |
| 0.011 | 8 | |||||
| 0.01 | 10 | |||||
| 0.012 | 3 | |||||
| 0.012 | 7 | |||||
| 0.011 | 7 | |||||
| 0.012 | 2 | |||||
| 0.01 | 9 | |||||
| 0.011 | 11 | |||||
| 0.011 | 5 | |||||
| System of this article | 0.011 | 1 | 0.6 | 10.9 | 1.5 | 0.117 |
| 0.012 | 8 | |||||
| 0.012 | 10 | |||||
| 0.012 | 3 | |||||
| 0.011 | 7 | |||||
| 0.012 | 5 | |||||
| 0.012 | 2 | |||||
| 0.012 | 9 | |||||
| 0.011 | 11 | |||||
| 0.012 | 4 |
Test results of the first group
| System | Test time for each image(s) | Number of detection objects | Pretreatment time(ms) | Inference time(ms) | NMS time(ms) | Total test time(s) |
|---|---|---|---|---|---|---|
| Traditional system | 0.017 | 6 | 0 | 15.8 | 2.7 | 0.159 |
| 0.017 | 1 | |||||
| 0.017 | 6 | |||||
| 0.015 | 1 | |||||
| 0.015 | 1 | |||||
| 0.015 | 4 | |||||
| 0.015 | 3 | |||||
| 0.017 | 4 | |||||
| 0.016 | 3 | |||||
| 0.015 | 4 | |||||
| System of this article | 0.014 | 5 | 0 | 13.5 | 0 | 0.15 |
| 0.015 | 1 | |||||
| 0.015 | 6 | |||||
| 0.016 | 1 | |||||
| 0.015 | 1 | |||||
| 0.015 | 4 | |||||
| 0.015 | 2 | |||||
| 0.015 | 2 | |||||
| 0.014 | 3 | |||||
| 0.016 | 4 |