Efficient Computer Vision for Embedded Systems
نویسندگان
چکیده
The winners, as well the organizers and sponsors of IEEE Low-Power Computer Vision Challenge, share their insights into making computer vision (CV) more efficient for running on mobile or embedded systems. As CV (and generally, artificial intelligence) is deployed widely Internet Things, efficiency will become increasingly important.
منابع مشابه
Design methodology for embedded computer vision systems
Computer vision has emerged as one of the most popular domains of embedded applications. The applications in this domain are characterized by complex, intensive computations along with very large memory requirements. Parallelization and multiprocessor implementations have become increasingly important for this domain, and various powerful new embedded platforms to support these applications hav...
متن کاملEfficient Access of Remote Resources in Embedded Networked Computer Systems
Fixed networks of limited resource heterogeneous computers need to allow applications to access remote devices in order to overcome any local resource deficiencies. Current operating systems would use a file system, network stack and middleware to implement such access but the volume of functionality involved can be a barrier to performance. This paper examines the 2.4 series Linux kernel to sh...
متن کاملEfficient Modeling of Embedded Systems Using Computer-Aided Recoding
The design of embedded computing systems, such as video-enabled mobile phones and reliable medical devices, faces a serious productivity gap due to the increasing complexity of their hardware and software, as well as hard design constraints, including strict timing, multi-core functionality, low power and price, and short time-to-market. One solution to address this problem is the modeling at h...
متن کاملFPGA Based Embedded Vision Systems
Embedded micro-controller systems are becoming increasingly popular in image processing applications. Imaging algorithms can consume large amounts of the processing time on a CPU, which also needs to handle other tasks such as I/O. A significant amount of research has been performed in recent years into the acceleration of image processing algorithms using reconfigurable hardware logic devices ...
متن کاملKeynote talk: Embedded vision systems
While machine vision research has continued to improve multi-fold over the past few decades, it still significantly falls short of the abilities and efficiencies of the primate visual cortex system. The primate brain is especially superior as pertains to comprehending and interacting with complex natural environments. In energy-efficiencies, the brain is estimated to be five to six orders bette...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Computer
سال: 2022
ISSN: ['1558-0814', '0018-9162']
DOI: https://doi.org/10.1109/mc.2022.3145677