Video encoding and decoding system using contextual video learning

A method for video decoding, the method comprising:

• receiving a rank-adjusted frame key matrix K from a source portion by a destination contextual video learning system, wherein the rank-adjusted frame key matrix K is generated by performing a matrix multiplication between a Euclidean distance matrix E and a rank object matrix R wherein K=E*R, with * denoting matrix multiplication;
• retrieving a destination stored model data from a storage system and sending the destination stored model data to the destination contextual video learning system;
• and
• retrieving a plurality of objects of interest from the destination stored model data using the rank-adjusted frame key matrix K and using the destination contextual video learning system.

An apparatus for video encoding, the apparatus comprising:

• a source contextual image segmenter configured to segment each frame of a sequence of raw image frames to derive a plurality of objects of interest;
• a source ranking system coupled to the source contextual image segmenter, the source ranking system configured to rank the plurality of objects of interest to generate a plurality of ranks and a plurality of ranked objects of interest;
• a frame key generator coupled to the source contextual image segmenter, the frame key generator configured to generate a rank-adjusted frame key matrix K corresponding to the plurality of objects of interest, wherein the rank-adjusted frame key matrix K is generated by performing a matrix multiplication between a Euclidean distance matrix E and a rank object matrix R wherein K=E*R, with * denoting matrix multiplication;
• a processor coupled to the frame key generator, the processor configured to recall a source stored model data;
• and
• a source contextual video learning system coupled to the frame key generator, the source contextual video learning system configured to generate a training metric using the rank-adjusted frame key matrix K and the source stored model data.

An apparatus for video decoding, the apparatus comprising:

• a destination contextual video learning system configured to receive a rank-adjusted frame key matrix K from a source portion, and configured to use the rank-adjusted frame key matrix K to recall a destination stored model data, wherein the rank-adjusted frame key matrix K is generated by performing a matrix multiplication between a Euclidean distance matrix E and a rank object matrix R wherein K=E*R, with * denoting matrix multiplication;
• and
• a storage system coupled to the destination contextual video learning system, the storage system configured to store the destination stored model data and to send the destination stored model data to the destination contextual video learning system;
• and
• wherein the destination contextual video learning system is configured to retrieve a plurality of objects of interest from the destination stored model data using the rank-adjusted frame key matrix K.