MOSAIC: Spatially-multiplexed edge AI optimization over multiple concurrent video sensing streams

• Main Authors: GOKARN, Ila, SABBELLA, Hemanth, HU, Yigong, ABDELZAHER, Tarek, MISRA, Archan
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Edge AI; Machine Perception; Canvas-based Processing; Artificial Intelligence and Robotics; Data Science; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/7886; https://ink.library.smu.edu.sg/context/sis_research/article/8892/viewcontent/MOSAIC_MMSys23_Camera_ready.pdf
• Institution: Singapore Management University

Sustaining high fidelity and high throughput of perception tasks over vision sensor streams on edge devices remains a formidable challenge, especially given the continuing increase in image sizes (e.g., generated by 4K cameras) and complexity of DNN models. One promising approach involves criticalit...