Yi WANG, Zhengdong MA, Guanglin DONG. Parts recognition method based on improved Faster RCNN[J]. Journal of Applied Optics, 2022, 43(1): 67
- Journal of Applied Optics
- Vol. 43, Issue 1, 67 (2022)
Fig. 1. Structure diagram of Faster RCNN
Fig. 2. Algorithm model diagram of VGG16
Fig. 3. Structure diagram of residual learning
Fig. 4. Original structure diagram of RPN
Fig. 5. Comparison of NMS algorithm and Soft-NMS algorithm
Fig. 6. Structure diagram of improved model
Fig. 7. Annotation diagram of data set
Fig. 8. Diagram of test results
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Table 1. ResNet101 network parameters
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Table 2. Experimental comparison of feature detection network
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Table 3. Experimental comparison of networks with different characteristics
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Table 4. Model test results of different strategies
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Table 5. Experimental results of different models
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