Abstract: The present disclosure provides a method of enabling image-based classification in real-time scenarios such as person presence identification, image-based gesture-recognition, real-time object detection, character recognition etc. The present disclosure provides a method and system of contour detection as part of data pre-processing pipeline for training and real-time inferencing of image-based multi-classifier using Machine Learning. A direction-based contour detection method is implemented as part of data pre-processing pipeline for real-time image-based multi-classifier/inferencing using ML algorithms. A parallelized contour detection method is implemented to reduce input feature set, reduce training and prediction time.

Abstract: A method and an apparatus for organization and detection of homogeneous and heterogeneous swarms of devices and application of swarm intelligence using swarm intelligence framework are provided. The Swarm Intelligence Framework provides a generic platform for realizing solutions involving Swarm Intelligence Technology via flexible container-based Algorithm Plug-in Architecture which is essential to utilize Swarm Intelligence Framework for various scenarios and use cases, including dynamically loading and using the Swarm Detection Algorithm.

Abstract: A method and an apparatus for organization and detection of homogeneous and heterogeneous swarms of devices and application of swarm intelligence using swarm intelligence framework are provided. The Swarm Intelligence Framework provides a generic platform for realizing solutions involving Swarm Intelligence Technology via flexible container-based Algorithm Plug-in Architecture which is essential to utilize Swarm Intelligence Framework for various scenarios and use cases, including dynamically loading and using the Swarm Detection Algorithm.