Gesture stroke recognition in touch-based user interface input

A non-transitory computer readable medium having a computer readable program code embodied therein, said computer readable program code adapted to be executed to implement a method for recognizing gesture strokes in user input applied onto an electronic document via a touch-based user interface, wherein the electronic document includes handwritten content or typeset content comprising, a computing device comprising a processor and at least one system non-transitory computer readable medium for recognizing the input under control of the processor, the method comprising:

• receiving training data to a stroke classifier, wherein the training data comprises a plurality of notes corresponding to a path of an ink element, wherein the plurality of notes comprise a plurality of different sampling rates and a plurality of different applied pressure levels;
• receiving user input data, representing a stroke and comprising a plurality of ink points in a rectangular coordinate space and a plurality of timestamps associated respectively with the plurality of ink points;
• segmenting the plurality of ink points into a plurality of segments each corresponding to a respective sub-stroke of the stroke and comprising a respective subset of the plurality of ink points;
• generating a plurality of feature vectors based respectively on the plurality of segments;
• training the stroke classifier via a neural network based on the training data;
• providing a device-independent attribute to the stroke classifier by training the stroke classifier via a neural network based on the training data using the plurality of different sampling rates and the plurality of different applied pressure levels;
• and
• applying the plurality of feature vectors as an input sequence representing the stroke to the stroke classifier to generate a vector of probabilities including a probability that the stroke is a non-gesture stroke and a probability that the stroke is a given gesture stroke of a set of gesture strokes, wherein the non-gesture stroke corresponds to content being added by the user, whereas the given gesture stroke of the set of gesture strokes comprises a pre-defined action on the content of the electronic document.