Histogram Compressive Sensing using Shuffled Cellular Automata: the TCSPC sensor use case

被引：0
作者：
Poisson, Valentin [1 ]
Guicquero, William [1 ]
Coriat, David [1 ]
Sicard, Gilles [1 ]
机构：
[1] Univ Grenoble Alpes, CEA LIST, CEA LETI, St Martin Dheres, France
来源：
2022 20TH IEEE INTERREGIONAL NEWCAS CONFERENCE (NEWCAS) | 2022年
关键词：
Cellular Automaton; Compressive Sensing; Time-Correlated Single Photon Counting; Time-of-Flight imaging; SPAD image sensors; CMOS IMAGE SENSOR; FLASH LIDAR;
D O I：
10.1109/NEWCAS52662.2022.9842077
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Time Correlated Single Photon Counting (TCSPC) sensors based on Single Photon Avalanche Diodes (SPADs) combined with Time to Digital Converters (TDCs) and histogram-builders face hardware limitations because of complex pixel readouts and the amount of data related to per-pixel histograms. This work presents a pixel-wise Compressive Sensing (CS) with its implementation using an in-pixel Cellular Automaton. It demonstrates its effectiveness in terms of probability of the correct histogram peak detection while extending capabilities to multi-peak detections. From the hardware point of view, examples of digital logic syntheses are also reported namely for silicon area reduction and comparison with existing designs.
引用
收藏
页码：124 / 128
页数：5
相关论文
共 36 条
[1]  
Arvani F, 2019, IEEE INT SYMP CIRC S
[2]   Direct Time-of-Flight TCSPC Analytical Modeling Including Dead-Time Effects [J].
Arvani, Foad ;
Carusone, Tony Chan .
2018 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2018,
[3]   Model-Based Compressive Sensing [J].
Baraniuk, Richard G. ;
Cevher, Volkan ;
Duarte, Marco F. ;
Hegde, Chinmay .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2010, 56 (04) :1982-2001
[4]   Hardware-Compliant Compressive Image Sensor Architecture Based on Random Modulations and Permutations for Embedded Inference [J].
Benjilali, Wissam ;
Guicquero, William ;
Jacques, Laurent ;
Sicard, Gilles .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2020, 67 (04) :1218-1231
[5]   A survey of cellular automata: types, dynamics, non-uniformity and applications [J].
Bhattacharjee, Kamalika ;
Naskar, Nazma ;
Roy, Souvik ;
Das, Sukanta .
NATURAL COMPUTING, 2020, 19 (02) :433-461
[6]  
Candès EJ, 2008, IEEE SIGNAL PROC MAG, V25, P21, DOI 10.1109/MSP.2007.914731
[7]  
Carimatto A, 2015, ISSCC DIG TECH PAP I, V58, P202, DOI 10.1109/ISSCC.2015.7062996
[8]  
Charbon E, 2018, IEEE I C ELECT CIRC, P1
[9]  
Colaço A, 2012, PROC CVPR IEEE, P96, DOI 10.1109/CVPR.2012.6247663
[10]   Readout Architectures for High Efficiency in Time-Correlated Single Photon Counting Experiments-Analysis and Review [J].
Cominelli, Alessandro ;
Acconcia, Giulia ;
Peronio, Pietro ;
Rech, Ivan ;
Ghioni, Massimo .
IEEE PHOTONICS JOURNAL, 2017, 9 (03)
1234