TinyML Benchmark: Executing Fully Connected Neural Networks on Commodity Microcontrollers
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John G. Breslin | Piyush Yadav | Bharath Sudharsan | Duc-Duy Nguyen | Muhammad Yahya | Simone Salerno | Abdul Wahid | J. Breslin | B. Sudharsan | M. Ali | Abdul Wahid | Muhammad Yahya | P. Yadav | Duc-Duy Nguyen | Simone Salerno
[1] Peter Corcoran,et al. Smart Speaker Design and Implementation with Biometric Authentication and Advanced Voice Interaction Capability , 2022, AICS.
[2] John G. Breslin,et al. Edge2Guard: Botnet Attacks Detecting Offline Models for Resource-Constrained IoT Devices , 2021, 2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops).
[3] J. Breslin,et al. Demo Abstract: Porting and Execution of Anomalies Detection Models on Embedded Systems in IoT , 2021 .
[4] John G. Breslin,et al. OWSNet: Towards Real-time Offensive Words Spotting Network for Consumer IoT Devices , 2021, 2021 IEEE 7th World Forum on Internet of Things (WF-IoT).
[5] Matthew Mattina,et al. MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers , 2020, MLSys.
[6] Muhammad Intizar Ali,et al. Adaptive Strategy to Improve the Quality of Communication for IoT Edge Devices , 2020, 2020 IEEE 6th World Forum on Internet of Things (WF-IoT).
[7] John G. Breslin,et al. Ultra-fast Machine Learning Classifier Execution on IoT Devices without SRAM Consumption , 2021, 2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops).
[8] Muhammad Intizar Ali,et al. RCE-NN: a five-stage pipeline to execute neural networks (CNNs) on resource-constrained IoT edge devices , 2020, IOT.
[9] John G. Breslin,et al. SRAM optimized porting and execution of machine learning classifiers on MCU-based IoT devices: demo abstract , 2021, ICCPS.
[10] Muhammad Intizar Ali,et al. Avoid Touching Your Face: A Hand-to-face 3D Motion Dataset (COVID-away) and Trained Models for Smartwatches , 2020, IOT Companion.
[11] Bharath Sudharsan,et al. A Microphone Array and Voice Algorithm based Smart Hearing Aid , 2019, ArXiv.
[12] V. Reddi,et al. TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems , 2020, MLSys.
[13] B. Sudharsan. Machine Learning Meets Internet of Things: From Theory to Practice , 2021 .
[14] Bharath Sudharsan,et al. AI Vision: Smart speaker design and implementation with object detection custom skill and advanced voice interaction capability , 2019, 2019 11th International Conference on Advanced Computing (ICoAC).
[15] Muhammad Intizar Ali,et al. Edge2Train: a framework to train machine learning models (SVMs) on resource-constrained IoT edge devices , 2020, IOT.