Guang-yu LIANG, Liang-lun CHENG, Guo-heng HUANG, Li-min XU. Object Detection of Millimeter-wave Image Based on Spatial-transformer RCNN with Deblurring[J]. Acta Photonica Sinica, 2020, 49(2): 0210004
- Acta Photonica Sinica
- Vol. 49, Issue 2, 0210004 (2020)
Fig. 1. Model of millimeter-wave cylindrical scanning imaging
Fig. 2. Frame for object detection of millimeter-wave images
Fig. 3. Network of non-blind deblurring
Fig. 4. Structure of convolutional denoiser network
Fig. 5. Structure of ST-RCNN
Fig. 6. Structure of spatial transformer networks
Fig. 7. Transformation of rotation
Fig. 8. Millimeter-wave image and its corresponding result of deblurring
Fig. 9. Example of results in a millimeter-wave image dataset using our method
Fig. 10. Example of results in a millimeter-wave image dataset using SSD network
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Table 1. Quantitative evaluation of deblurring on millimeter-wave images
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Table 2. Comparison of object detection performance in different network
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