Proceedings Research Symposium 2021

Proceedings of tinyML Research Symposium – 2021


Smartphone Impostor Detection with Behavioral Data Privacy and Minimalist Hardware Support – Guangyuan Hu, Zecheng He, Ruby B. Lee [arxiv] [paper]

TTVOS: Lightweight Video Object Segmentation with Adaptive Template Attention Module and Temporal Consistency Loss – Hyojin Park, Ganesh Venkatesh, Nojun Kwak [arxiv] [paper]

Hardware Aware Training for Efficient Keyword Spotting on General Purpose and Specialized Hardware –┬áPeter Blouw, Gurshaant Malik, Benjamin Morcos, Aaron R. Voelker, Chris Eliasmith [arxiv] [paper]

Characterization of Neural Networks Automatically Mapped on Automotive-grade Microcontrollers – Giulia Crocioni, Giambattista Gruosso, Danilo Pau, Davide Denaro, Luigi Zambrano, Giuseppe di Giore [arxiv] [paper]

hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices – Farah Fahim, Benjamin Hawks, Christian Herwig, James Hirschauer, Sergo Jindariani, Nhan Tran, Luca P. Carloni, Giuseppe Di Guglielmo, Philip Harris, Jeffrey Krupa, Dylan Rankin, Manuel Blanco Valentin, Josiah Hester, Yingyi Luo, John Mamish, Seda Orgrenci-Memik, Thea Aarrestad, Hamza Javed, Vladimir Loncar, Maurizio Pierini, Adrian Alan Pol, Sioni Summers, Javier Duarte, Scott Hauck, Shih-Chieh Hsu, Jennifer Ngadiuba, Mia Liu, Duc Hoang, Edward Kreinar, Zhenbin Wu [arxiv] [paper]

Memory-Efficient, Limb Position-Aware Hand Gesture Recognition using Hyperdimensional Computing – Andy Zhou, Rikky Muller, Jan Rabaey [arxiv] [paper]

Compiler Toolchains for Deep Learning Workloads on Embedded Platforms – Max Sponner, Bernd Waschneck, Akash Kumar [arxiv] [paper]

Quantization-Guided Training for Compact TinyML Models – Sedigh Ghamari, Koray Ozcan, Thu Dinh, Andrey Melnikov, Juan Carvajal, Jan Ernst, Sek Chai [arxiv] [paper]

SWIS — Shared Weight bIt Sparsity for Efficient Neural Network Acceleration – Shurui Li, Wojciech Romaszkan, Alexander Graening, Puneet Gupta [arxiv] [paper]

Hypervector Design for Efficient Hyperdimensional Computing on Edge Devices – Toygun Basaklar, Yigit Tuncel, Shruti Yadav Narayana, Suat Gumussoy, Umit Y. Ogras [arxiv] [paper]