AI Models

Kneron unleashes the full potential of edge AI with models built on mainstream frameworks, engineered for unmatched performance and exceptional power efficiency. Seamlessly paired with our hardware, Kneron’s software delivers industry-leading TOPS per watt, turning every device into a smart, lightning fast AI powerhouse ready to transform vision, speech, gesture, and intelligence at the edge.
AI Models
Kneron is redefining what’s possible on edge devices with lightweight AI models and proprietary quantization technologies that shrink model size without compromising accuracy. This breakthrough allows powerful AI to run seamlessly on even the most resource-constrained devices.In July 2019, the National Institute of Standards and Technology ranked Kneron’s 003 model first among all models under 64 MB, setting a new standard for compact, high-accuracy AI.By 2020, Kneron’s affordable binocular face recognition algorithm passed UnionPay BCTC certification and has been integrated into smart door locks worldwide. Beyond facial recognition, Kneron’s cutting-edge algorithms for object and vehicle recognition are powering innovations in ADAS and AIoT applications, in collaboration with leading global brands.Kneron is not just building AI, it’s bringing intelligence to every edge device, transforming the way the world interacts with technology.

IMAGE RECOGNITION MODELS

Kneron’s AI models and algorithms are engineered to perfectly complement our hardware, delivering low latency, high accuracy, and exceptional performance at the edge. Optimized to balance power efficiency, model size, and computational complexity, our models enable reliable AI processing across an extraordinary range of devices.From off-grid drones and battery-powered robotics to compact devices like smart doorbells, smart locks, and AI cameras, Kneron’s lightweight edge AI models often under 50 MB, deliver powerful performance, extended operational lifetimes, and seamless real-world deployment.Kneron is bringing world-class intelligence to the edge, making every device smarter, faster, and more efficient.
IMAGE RECOGNITION MODELS
Kneron’s lightweight image recognition algorithms enable on device detection of faces, human bodies, gestures, objects, and scenes. These capabilities power a wide range of applications including secure payments, smart access control, facility management, retail analytics, and intelligent traffic systems.

​Effective edge AI requires the right balance of model size, performance, and power efficiency. Demonstrating this leadership, Kneron’s Kneron 003 facial recognition algorithm achieved the top aggregate performance ranking among lightweight models under 100 MB in the 2019 Face Recognition Vendor Test conducted by the National Institute of Standards and Technology.