Laser & Optoelectronics Progress, Volume. 59, Issue 18, 1815008(2022)
Detection Algorithm of Wire Harness Terminal Core Based on Improved EfficientDet
Fig. 1. Core detection process of harness terminal microscopic image based on improved EfficientDet model
Fig. 2. Examples of anchor box generation. (a) 8×8 feature map; (b) 4×4 feature map
Fig. 3. Examples of data augmentation for microscopic images of wire harness terminals. (a) Original photo; (b) flip horizontal; (c) flip vertical; (d) saturation enhancement; (e) hue enhancement; (f) intensity enhancement; (g) salt and pepper noise; (h) Gaussian noise
Fig. 4. Learning rate and loss curves
Fig. 5. Comparison of detection results of different models
Fig. 6. P-R curves and area under the curve. (a) K-means; (b) GHM; (c) K-means and GHM
Fig. 7. Detection results of wire core of micrograph of wire harness terminals. (a) Harness terminal with 37 wire cores; (b) detection result of 37 cores terminal; (c) harness terminal with 84 wire cores; (d) detection result of 84 cores terminal
Fig. 8. Comparison of counting results between the proposed algorithm and manual method
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Shisong Zhu, Xiushuai Sun, Lishan Zhao, Bibo Lu, Donglin Yao. Detection Algorithm of Wire Harness Terminal Core Based on Improved EfficientDet[J]. Laser & Optoelectronics Progress, 2022, 59(18): 1815008
Category: Machine Vision
Received: Jul. 9, 2021
Accepted: Aug. 2, 2021
Published Online: Aug. 29, 2022
The Author Email: Zhu Shisong (zss@hpu.edu.cn)