An Edge Porting Method for Object Detection Networks Based on Knowledge Distillation
- Resource Type
- Conference
- Authors
- Lu, Lin; Sun, Tong; He, Yong; Fan, Liang; Wang, Qiumei; Yuan, Hanjie; Tan, Haiao; Chen, Liang; Jiang, Tianhang; Dong, Chengxi
- Source
- 2023 4th International Conference on Big Data, Artificial Intelligence and Internet of Things Engineering (ICBAIE) Big Data, Artificial Intelligence and Internet of Things Engineering (ICBAIE), 2023 4th International Conference on. :347-350 Aug, 2023
- Subject
- Communication, Networking and Broadcast Technologies
Computing and Processing
Robotics and Control Systems
Signal Processing and Analysis
Training
Knowledge engineering
Learning systems
Power transmission lines
Computational modeling
Image edge detection
Object detection
component
Attention mechanism
knowledge distillation method
teacher network and student network
- Language
In order to meet the problem that the UAV-borne edge terminal has low computational power and cannot deploy complex models. A knowledge distillation method based on yolov4 and attention mechanism is designed, and a model lightweight transplantation scheme is realized by introducing teacher network and student network. Experiments show that the distillation method can greatly improve the efficiency of the model while maintaining the accuracy of the model.