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cs.LG2024
TinyMNet-V3: Memory-Aware Compressed Multimodal Deep Neural Networks for Sustainable Edge Deployment
Hasib-Al Rashid, Tinoosh Mohsenin
The advancement of sophisticated artificial intelligence (AI) algorithms has led to a notable increase in energy usage and carbon dioxide emissions, intensifying concerns about cli…
cs.CV2024
TinyVQA: Compact Multimodal Deep Neural Network for Visual Question Answering on Resource-Constrained Devices
Hasib-Al Rashid, Argho Sarkar, Aryya Gangopadhyay +2
Traditional machine learning models often require powerful hardware, making them unsuitable for deployment on resource-limited devices. Tiny Machine Learning (tinyML) has emerged a…