Method And Apparatus For Coding Data Using Compressive Sampling And Clustering
Embodiments relate to an apparatus and method for encoding and decoding data. The method includes arranging, by an encoder, data into a plurality of blocks. Each block corresponds to a sub-region of the data. The method further includes assigning, by the encoder, the plurality of blocks into groups such that a spread value associated with each group meets a desired criterion. The spread value indicates a level of dissimilarity or similarity among members of a group. The method further includes generating, by the encoder, a set of measurements for at least one group of blocks. The set of measurements is coded data representing the blocks corresponding to the at least one group.
1 . A method for encoding data, the method comprising:
arranging, by an encoder, data into a plurality of blocks, each block corresponding to a sub-region of the data;
assigning, by the encoder, the plurality of blocks into groups such that a spread value associated with each group meets a desired criterion, the spread value indicating a level of dissimilarity or similarity among members of a group; and
generating, by the encoder, a set of measurements for at least one group of blocks, the set of measurements being coded data representing the blocks corresponding to the at least one group.
2 . The method of claim 1 , wherein the assigning step assigns one block of the plurality of blocks to two groups.
3 . The method of claim 1 , further comprising:
generating, by the encoder, assignment information indicating which blocks belong to which group.
4 . The method of claim 3 , wherein the assignment information includes information indicating an index of a first block and information indicating a plurality of group identifiers, each group identifier identifying a particular group associated with a block in a sequence of blocks of which said first block is a member.
5 . The method of claim 3 , wherein the assignment information includes information indicating indices of blocks assigned to a respective group.
6 . The method of claim 1 , further comprising:
generating, by the encoder, at least one datagram of a plurality of datagrams, each datagram including the set of measurements for a respective group.
7 . A method for decoding data, the data including a plurality of blocks having been arranged into groups, each block corresponding to a sub-region of the data, the method comprising:
receiving, by a decoder, assignment information indicating assignments of blocks to a group and a set of measurements representing coded data for the blocks corresponding to the group; and
reconstructing, by the decoder, the data for sub-regions corresponding to the blocks of the group based on the set of measurements and the assignment information.
8 . The method of claim 7 , wherein the receiving step receives at least a portion of the assignment information and the set of measurements in at least one of a plurality of datagrams, and each datagram includes header information which allows the datagram to be parsed independently.
9 . The method of claim 7 , wherein the assignment information includes information indicating an index of a first block and information indicating a plurality of group identifiers, each group identifier identifying a particular group associated with a block in a sequence of blocks of which said first block is a member.
10 . The method of claim 7 , wherein the assignment information includes information indicating indices of blocks assigned to a respective group.
11 . An apparatus for encoding data, the apparatus comprising:
an encoder configured to arrange data into a plurality of blocks, each block corresponding to a sub-region of the data,
the encoder configured to assign the plurality of blocks into groups such that a spread value associated with each group meets a desired criterion, the spread value indicating a level of dissimilarity or similarity among members of a group, and
the encoder configured to generate a set of measurements for at least one group of blocks, the set of measurements being coded data representing the blocks corresponding to the at least one group.
12 . The apparatus of claim 11 , wherein the encoder assigns one block of the plurality of blocks to two groups.
13 . The apparatus of claim 11 , wherein the encoder is configured to generate assignment information indicating which blocks belong to which group.
14 . The apparatus of claim 13 , wherein the assignment information includes information indicating an index of a first block and information indicating a plurality of group identifiers, each group identifier identifying a particular group associated with a block in a sequence of blocks of which said first block is a member.
15 . The apparatus of claim 13 , wherein the assignment information includes information indicating indices of blocks assigned to a respective group.
16 . The apparatus of claim 11 , wherein the encoder is configured to generate at least one datagram of a plurality of datagrams, each datagram including the set of measurements for a respective group.
17 . An apparatus for decoding data, the data including a plurality of blocks having been arranged into groups, each block corresponding to a sub-region of the data, the apparatus comprising:
a decoder configured to receive assignment information indicating assignments of blocks to a group and a set of measurements representing coded data for the blocks corresponding to the group, and
the decoder is configured to reconstruct the data for sub-regions corresponding to the blocks of the group based on the set of measurements and the assignment information.
18 . The apparatus of claim 17 , wherein the decoder is configured to receive at least a portion of the assignment information and the set of measurements in at least one of a plurality of datagrams, and each datagram includes header information which allows the datagram to be parsed independently.
19 . The apparatus of claim 17 , wherein the assignment information includes information indicating an index of a first block and information indicating a plurality of group identifiers, each group identifier identifying a particular group associated with a block in a sequence of blocks of which said first block is a member.
20 . The apparatus of claim 17 , wherein the assignment information includes information indicating indices of blocks assigned to a respective group.