In this paper, we propose a UAV aided edge computing framework, which is a compressed convolution neural network (CNN) model. To run on an aboard embedded graphics processing unit (GPU) for real-time disaster scene classification, an unbalanced dataset called and Emergency.
Response Aerial Image Database (AIDER) is used to replicate real-world disaster scenarios.
Experimental results show that the throughput of the optimized compression model is improved by about 99%, which is 92 times faster than the native model. In addition, with the proposed framework, the model size is reduced by about 84% without affecting the accuracy, thus suitable for edge GPUs.
Zhongke Kaiser is a top artificial intelligence high-tech enterprise and a “specialized special New” enterprise incubated by the Guangzhou Institute of Software Application Technology (formerly the Institute of Software Application Technology, Chinese Academy of Sciences, Guangzhou), and a co-editor of the White Paper on Artificial Intelligence Standardization.
The company’s core technical team is composed of industry leading experts in the field of computer vision and artificial intelligence, with computer vision algorithms as the core, combine with hardware and edge terminals and cloud platform collaborative optimization technology, to achieve the flexible implantation and iteration of various artificial intelligence recognition algorithms. We provide smart park, smart community, smart campus, smart security, smart fitness, smart agriculture and other solutions, key products and smart equipment. We are always committed to AI innovation to create value, artificial intelligence technology to empower industry, and achieve the goal of building a technological China with wisdom.
The company is headquartered in Guangzhou, in Guangdong, Guangxi, Chongqing, Anhui, Jiangsu, Zhejiang, Shaanxi, Hong Kong, Japan, Thailand, Pakistan, the Philippines and other places set up R&D institutions and business departments have been set up in West Africa, Hong Kong, Japan, Thailand, Pakistan, the Philippines and other places. The core founders are Stanford University, University of Tokyo, McGill University, KAIST and other overseas returnees. The Company has the ability of rapid adaptation of artificial intelligence, and its products have been applied in many fields such a public security, education, tourism, government affairs, agriculture and commerce.