LeCA: In-Sensor Learned Compressive Acquisition for Efficient Machine Vision on the Edge

Author:

Ma Tianrui1ORCID,Boloor Adith Jagadish1ORCID,Yang Xiangxing2ORCID,Cao Weidong1ORCID,Williams Patrick1ORCID,Sun Nan3ORCID,Chakrabarti Ayan1ORCID,Zhang Xuan1ORCID

Affiliation:

1. Washington University in St. Louis, St. Louis, MO, USA

2. University of Texas at Austin, Austin, TX, USA

3. Tsinghua University, Beijing, China

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference91 articles.

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2. Alessandro Aimar , Hesham Mostafa , Enrico Calabrese , Antonio Rios-Navarro , Ricardo Tapiador-Morales , Iulia-Alexandra Lungu , Moritz B Milde , Federico Corradi , Alejandro Linares-Barranco , Shih-Chii Liu , 2018 . Nullhop: A flexible convolutional neural network accelerator based on sparse representations of feature maps . IEEE transactions on neural networks and learning systems 30, 3 (2018), 644--656. Alessandro Aimar, Hesham Mostafa, Enrico Calabrese, Antonio Rios-Navarro, Ricardo Tapiador-Morales, Iulia-Alexandra Lungu, Moritz B Milde, Federico Corradi, Alejandro Linares-Barranco, Shih-Chii Liu, et al. 2018. Nullhop: A flexible convolutional neural network accelerator based on sparse representations of feature maps. IEEE transactions on neural networks and learning systems 30, 3 (2018), 644--656.

3. Evgeny Belyaev , Kai Liu , Moncef Gabbouj , and YunSong Li. 2014. An efficient adaptive binary range coder and its VLSI architecture . IEEE transactions on circuits and systems for video technology 25, 8 ( 2014 ), 1435--1446. Evgeny Belyaev, Kai Liu, Moncef Gabbouj, and YunSong Li. 2014. An efficient adaptive binary range coder and its VLSI architecture. IEEE transactions on circuits and systems for video technology 25, 8 (2014), 1435--1446.

4. Yoshua Bengio , Nicholas Léonard , and Aaron Courville . 2013. Estimating or propagating gradients through stochastic neurons for conditional computation. arXiv preprint arXiv:1308.3432 ( 2013 ). Yoshua Bengio, Nicholas Léonard, and Aaron Courville. 2013. Estimating or propagating gradients through stochastic neurons for conditional computation. arXiv preprint arXiv:1308.3432 (2013).

5. Wissam Benjilali , William Guicquero , Laurent Jacques , and Gilles Sicard . 2019 . An analog-to-information vga image sensor architecture for support vector machine on compressive measurements . In 2019 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE, 1--5. Wissam Benjilali, William Guicquero, Laurent Jacques, and Gilles Sicard. 2019. An analog-to-information vga image sensor architecture for support vector machine on compressive measurements. In 2019 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE, 1--5.

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1. Invited Paper: Learned In-Sensor Visual Computing: From Compression to Eventification;2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD);2023-10-28

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