The end-to-end Edge AI benchmarks consist of 4 typical edge computing AI scenarios which covers the complicities of the most edge computing AI scenarios and 8 application benchmarks. These four scenarios includes: ICU Patient Monitor, Survelliance Camera, Smart Home, Autonomous Vehicle.
MethodologyFirstly, we investigate typical edge computing AI scenarios extensively and choose 4 from them. Then, we take an end-to-end view to extract primary layers with the micro benchmarks and component benchmarks. What's more, we choose the representative real-world datasets.
ICU Patient Monitor.
1. Heart Failure Prediction
2. Endpoint Prediction
3. Unexpected Respiratory Decompensation Prediction.
1. Person Re-identification
1. Speech Recognition
2. Face Recognition
1. Lane Keeping
2. Road Sign Recognition
German Traffic Sign Recognition Benchmark dataset