Jiangrong Xie, Fanming Li, Hong Wei, Bing Li, Baotai Shao. Enhancement of Single Shot Multibox Detector for Aerial Infrared Target Detection[J]. Acta Optica Sinica, 2019, 39(6): 0615001
- Acta Optica Sinica
- Vol. 39, Issue 6, 0615001 (2019)
Fig. 1. Structure of SSD network
Fig. 2. Schematics of multiple feature fusion methods. (a) Pooling; (b) transposed deconvolution; (c) bi-direction fusion
Fig. 3. Diagram of semantic segmentation branch
Fig. 4. Comparison of detection results of small targets obtained by original SSD and improved SSD. (a) Original SSD; (b) improved model
Fig. 5. Detection results of infrared aerial targets
Fig. 6. Comparison of recall-precision curve of infrared aerial targets
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Table 1. Convolution receptive field and mapping image region of default boxes of SSD_300×300
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Table 2. Small object detection results of VOC2007 dataset
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Table 3. Aerial target detection results of infrared dataset
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Table 4. Number of predictive boxes for each classi?ed network and speed comparison
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