Title
Real-Time Image Processing Based On Service Function Chaining Using Cpu-Fpga Architecture
Abstract
Advanced information-processing services based on cloud computing are in great demand. However, users want to be able to customize cloud services for their own purposes. To provide image-processing services that can be optimized for the purpose of each user, we propose a technique for chaining image-processing functions in a CPU-field programmable gate array (FPGA) coupled server architecture. One of the most important requirements for combining multiple image-processing functions on a network, is low latency in server nodes. However, large delay occurs in the conventional CPU-FPGA architecture due to the overheads of packet reordering for ensuring the correctness of image processing and data transfer between the CPU and FPGA at the application level. This paper presents a CPU-FPGA server architecture with a real-time packet reordering circuit for low-latency image processing. In order to confirm the efficiency of our idea, we evaluated the latency of histogram of oriented gradients (HOG) feature calculation as an offloaded image-processing function. The results show that the latency is about 26 times lower than that of the conventional CPU-FPGA architecture. Moreover, the throughput decreased by less than 3.7% under the worst-case condition where 90 percent of the packets are randomly swapped at a 40-Gbps input rate. Finally, we demonstrated that a real-time video monitoring service can be provided by combining image processing functions using our architecture.
Year
DOI
Venue
2020
10.1587/transcom.2019CPP0001
IEICE TRANSACTIONS ON COMMUNICATIONS
Keywords
Field
DocType
service function chaining, real-time image processing, packet-reordering circuit, CPU-FPGA architecture
Chaining,Computer architecture,Computer science,Image processing,Fpga architecture,Distributed computing
Journal
Volume
Issue
ISSN
E103B
1
0916-8516
Citations 
PageRank 
References 
0
0.34
0
Authors
3
Name
Order
Citations
PageRank
Yuta Ukon100.34
Koji Yamazaki2278.41
Koyo Nitta33912.83