Compressed sensing by two-directional line sensing

被引:0
|
作者
Takumi, Munenori [1 ,2 ]
Uchida, Keisuke [2 ]
Ishii, Katsuhiro [1 ,2 ]
Kitayama, Ken-ichi [2 ,3 ]
机构
[1] Grad Sch Creat New Photon Ind, 1955-1 Kurematsu Cho,Nishi Ku, Hamamatsu, Shizuoka 4311202, Japan
[2] Hamamatsu Photon KK, 5000 Hirakuchi,Hamakita Ku, Hamamatsu, Shizuoka 4348601, Japan
[3] Natl Inst Informat & Commun Technol, 4-2-1 Nukui Kitamachi, Koganei, Tokyo 1848795, Japan
关键词
Compressed sensing; Compressed imaging; Imager; Line sensor; Profile sensor; IMAGE;
D O I
10.1007/s10043-023-00821-z
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We propose an imaging method using commercially available profile sensor. Specifically, we use a multipixel CMOS area sensor capable of acquiring projection profiles and perform high-speed compressed sensing based on horizontal and vertical 2-way line sensing. The proposed method reduces the number of measurements M to N/2 x CR frames for an image of N-2-pixel, while the compressed sensing (CS) using a single-pixel camera (SPC) and N-2 x CR frames of measurement are required where CR is the compression ratio defined by M/N-2. From the numerical simulations, we confirm that the peak signal-to-noise ratio (PSNR) for 8 bits quantization obtained by using the proposed method is comparable to that of the SPC and higher than that of CS using a conventional multipixel imager. We experimentally confirm that the PSNR is 21.6 dB for 8 bits quantization. Compared to SPC, the proposed multipixel detection enables higher throughput by a factor of 2N, leading to high-speed image acquisition.
引用
收藏
页码:469 / 477
页数:9
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