The optimized and portable machine learning SDK
What is oneML?
oneML is a fully-fledged C++ software development kit (SDK) providing APIs for a number of different AI/ML applications aiming to achieve the most efficient performance and making the SDK easy to extend by simply adding a new module. Potentially, it can be deployed on any target including CPU, GPU, and CUDA, and also any platform such as Android, iOS, embedded Linux, Linux, and Windows.
Moreover, the oneML library provides API bindings in other programming languages such as Java, Python, C#, and Golang. Also, oneML is automatically built and tested every time something changes in the codebase.
Use Cases
with a wide variety of face-related and ALPR-related applications
Face or face masks detection
Detecting numbers of faces in an image by identifying confidence score, bounding box, landmarks, and poses of each face
Face embedding
Transforming an image into an embedding which is a list of numbers
Face ID
Registering a new identity into a database, validating images or embeddings, and predicting an identity based on identities in the database by calculating nearest identity distance, combined identity distance, and true/false identifiability of the image
PAD (Person Attack Detection)
Classifying a spoof probability of the image
Challenge response
Performing liveness detection on images or video by detecting blinks
Vehicle analysis application
Detecting vehicles and numbers of vehicles using confidence score and bounding box, classifying vehicle, detecting make or model, as well as detecting license plates
Utils
Providing an additional set of utilities such as reading an image from file and cropping and aligning a face in an image
oneML Supported Components
There is no prerequisite apart from having a compatible deployment environment with at least one combination of supported programming languages, operating systems, and target hardware and architectures. If the environment has high computational power, the SDK will run faster, but it won’t affect the accuracy.
