Weipeng Li, Xiaogang Yang, Chuanxiang Li, Ruitao Lu, Xueli Xie, Chuan He. Infrared object detection network compression using Lp normalized weight[J]. Infrared and Laser Engineering, 2021, 50(8): 20200510
- Infrared and Laser Engineering
- Vol. 50, Issue 8, 20200510 (2021)
Fig. 1. Weight distribution of a neuron with respect to p
Fig. 2. Sparsity of weight with respect to p at convolutional layers
Fig. 3. Training process of sparse neural network for object detection
Fig. 4. Result comparison of infrared object detection between classical neural networks and sparse neural networks
Fig. 5. [in Chinese]
Fig. 5. Comparison of convergence process between SGD and LpSGD
|
Table 1. Simulated infrared dataset
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Table 2. Object detection model and result on simulated infrared dataset
| ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Table 3. Object detection model and result on VOC2007 dataset
Set citation alerts for the article
Please enter your email address
© Copyright 2018-2021 | Chinese Laser Press. All Rights Reserved 沪ICP备15018463号-20