Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices

12 January 2021

G. Cerutti

Renzo Andri

Lukas Cavigelli

Michele Magno

Elisabetta Farella

Luca Benini

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Papers citing "Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices"

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Title
NanoSLAM: Enabling Fully Onboard SLAM for Tiny Robots Vlad Niculescu T. Polonelli Michele Magno Luca Benini 50 15 0 21 Sep 2023
Compact recurrent neural networks for acoustic event detection on low-energy low-complexity platforms G. Cerutti Rahul Prasad Alessio Brutti Elisabetta Farella 21 47 0 29 Jan 2020
FANN-on-MCU: An Open-Source Toolkit for Energy-Efficient Neural Network Inference at the Edge of the Internet of Things Xiaying Wang Michele Magno Lukas Cavigelli Luca Benini 31 118 0 08 Nov 2019
PULP-NN: Accelerating Quantized Neural Networks on Parallel Ultra-Low-Power RISC-V Processors Angelo Garofalo Manuele Rusci Francesco Conti D. Rossi Luca Benini MQ 18 134 0 29 Aug 2019
Additive Noise Annealing and Approximation Properties of Quantized Neural Networks Matteo Spallanzani Lukas Cavigelli G. P. Leonardi Marko Bertogna Luca Benini 19 15 0 24 May 2019
FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network Aditya Kusupati Manish Singh Kush S. Bhatia A. Kumar Prateek Jain Manik Varma 38 190 0 08 Jan 2019
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation Bohan Zhuang Chunhua Shen Mingkui Tan Lingqiao Liu Ian Reid MQ 41 152 0 22 Nov 2018
A 64mW DNN-based Visual Navigation Engine for Autonomous Nano-Drones Daniele Palossi Antonio Loquercio Francesco Conti Eric Flamand Davide Scaramuzza Luca Benini 190 158 0 04 May 2018
BinarEye: An Always-On Energy-Accuracy-Scalable Binary CNN Processor With All Memory On Chip in 28nm CMOS Bert Moons Daniel Bankman Lita Yang B. Murmann Marian Verhelst MQ 18 74 0 16 Apr 2018
CMSIS-NN: Efficient Neural Network Kernels for Arm Cortex-M CPUs Liangzhen Lai Naveen Suda Vikas Chandra 33 378 0 19 Jan 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 108 3,090 0 15 Dec 2017
Hello Edge: Keyword Spotting on Microcontrollers Yundong Zhang Naveen Suda Liangzhen Lai Vikas Chandra 53 433 0 20 Nov 2017
Efficient Convolutional Neural Network For Audio Event Detection Matthias Meyer Lukas Cavigelli Lothar Thiele 17 22 0 28 Sep 2017
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 177 2,513 0 19 Jul 2017
CNN Architectures for Large-Scale Audio Classification Shawn Hershey Sourish Chaudhuri D. Ellis J. Gemmeke A. Jansen ... Rif A. Saurous Bryan Seybold M. Slaney Ron J. Weiss K. Wilson 70 2,488 0 29 Sep 2016
DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients Shuchang Zhou Yuxin Wu Zekun Ni Xinyu Zhou He Wen Yuheng Zou MQ 85 2,080 0 20 Jun 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 116 4,342 0 16 Mar 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 96 7,448 0 24 Feb 2016
Fixed Point Quantization of Deep Convolutional Networks D. Lin S. Talathi V. Annapureddy MQ 51 814 0 19 Nov 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 63 19,448 0 09 Mar 2015
Internet of Things (IoT): A Vision, Architectural Elements, and Future Directions J. Gubbi Rajkumar Buyya S. Marusic M. Palaniswami 80 10,886 0 01 Jul 2012