A Streaming Motion Magnification Core for Smart Image Sensors

被引:6
作者
Shi, Cong [1 ]
Luo, Gang [1 ]
机构
[1] Harvard Med Sch, Dept Ophthalmol, Schepens Eye Res Inst, Massachusetts Eye & Ear, Boston, MA 02115 USA
关键词
Motion magnification; Laplacian pyramid; spatiotemporal filtering; smart image sensor; pixel stream processing;
D O I
10.1109/TCSII.2017.2775583
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This brief proposes a modified Eulerian Video Magnification (EVM) algorithm and a hardware implementation of a motion magnification core for smart image sensors. Compared to the original EVM algorithm, we perform the pixel-wise temporal bandpass filtering only once rather than multiple times on all scale layers, to reduce the memory and multiplier requirement for hardware implementation. A pixel stream processing architecture with pipelined blocks is proposed for the magnification core, enabling it to readily fit common image sensing components with streaming pixel output, while achieving higher performance with lower system cost. We implemented an FPGA-based prototype that is able to process up to 90M pixels per second and magnify subtle motion. The motion magnification results are comparable to the original algorithm running on PC.
引用
收藏
页码:1229 / 1233
页数:5
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