Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors
Claudionor N. Coelho, Aki Kuusela, Shan Li, Hao Zhuang, Jennifer Ngadiuba, Thea Klaeboe Aarrestad, Vladimir Loncar, Maurizio Pierini, Adrian Alan Pol, Sioni Summers
Topics & Concepts
Computer scienceInferenceQuantization (signal processing)Large Hadron ColliderDetectorEdge deviceArtificial neural networkDeep neural networksDeep learningLatency (audio)Energy consumptionAlgorithmArtificial intelligenceEvent (particle physics)Computer engineeringCollisionConvolutional neural networkRange (aeronautics)Adaptive neuro fuzzy inference systemReal-time computingEnhanced Data Rates for GSM EvolutionSecurity tokenData processingImage processingParticle Detector Development and PerformanceRadiation Detection and Scintillator TechnologiesRadiation Therapy and Dosimetry