迈向无处不在的人工智能时代

Toward the Era of AI EverywhereLOKWON KIMCEODEEPX2© 2023 DEEPX Co.,Ltd.Rise of Edge AIEverything with wheels has been demonstrated to move autonomously.All camera or sensor companies demonstrated object detection solutions.45© 2023 DEEPX Co.,Ltd.Blocking Points forAI EverywhereMismatch Between AI and Edge devicesProcessing AI requires greater data and computations than any other algorithm created by humans.AI algorithms are rapidly evolving and becoming more intelligent, adding new mathematical operators and requiring more data and computations.→ By nature, AI is ill-suited for edge device applications.→ Need a solution that goes beyond limits of theory!© 2023 DEEPX6#1: Conventional Solution© 2023 DEEPX7#2: Edge Applications Require SOTA AI ModelsSome NPU solutions improved performance and power efficiency, but … 8#3: A ~1% Accuracy Loss Is Too Much! Using 8-bit integer instead of 32-bit floating point is the key for power and area efficiency on resource-constrained edges. Normally