[Development Case] Research and Development of AI Systems for Home Appliances

Research and development of AI systems to be incorporated into home appliances for domestic company I.

From 2021 to 2023, we conducted research and development on an AI system to be integrated into home appliances for Company I. We developed everything from annotation tool creation to inference system construction in a consistent manner. This included creating the annotation tool, performing annotations, conducting research, implementing models, training and evaluation, model optimization, building the inference system, and converting it for edge devices. We conducted research and implementation tailored to a specialized neural network architecture. The current neural network processes video and time-series data as input, so we researched models that accommodate this and implemented them based on past examples. We visualized the inference results. Since this development was at the POC stage, we sent the internal inference results to another computer and displayed the results in an easily understandable manner. This made debugging and improvements easier. *For more details, please refer to the related links or feel free to contact us.*

others