Existing solutions for 3D-based Object Localization and Recognition are limited or require ad hoc adaptations to function with the problem at hand, requiring significant amount of engineering. This Framework overcomes these limitations by using state-of-the-art technologies for intelligent bin picking operation using 3D data.