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JSSC 2023第2期Digital Circuits40nm

A 40-nm 91-mW 90-fps Learning-Based Full HD Super-Resolution Accelerator Hsueh-Y

40纳米工艺下91毫瓦功耗的90帧/秒全高清超分辨率加速器
40nm CMOS, 200MHz, 90fps, 91mW
超分辨率神经网络加速器内存调度内核压缩
内存调度方案提高低分辨率上采样器利用率50%
内核压缩减少片上内存72%
补丁重用方案减少外部内存访问次数91%
Abstract
Super-resolution has been utilized in a plenty of applications to provide better visual experience. To meet the high-throughput and low-power n eeds, some dedicated accelera- tors for super-resolution have been proposed. Neural-network (NN)-based super-resolution accelerators achieve impressive restoration performance, but the high-computational complexity does not allow a high throughput for video streaming. This work presents a super-resolution accelerator that implements the rapid and accurat