| %GETMAPPING returns a structure containing a mapping table for LBP codes. | |
| % MAPPING = GETMAPPING(SAMPLES,MAPPINGTYPE) returns a | |
| % structure containing a mapping table for | |
| % LBP codes in a neighbourhood of SAMPLES sampling | |
| % points. Possible values for MAPPINGTYPE are | |
| % 'u2' for uniform LBP | |
| % 'ri' for rotation-invariant LBP | |
| % 'riu2' for uniform rotation-invariant LBP. | |
| % | |
| % Example: | |
| % I=imread('rice.tif'); | |
| % MAPPING=getmapping(16,'riu2'); | |
| % LBPHIST=lbp(I,2,16,MAPPING,'hist'); | |
| % Now LBPHIST contains a rotation-invariant uniform LBP | |
| % histogram in a (16,2) neighbourhood. | |
| % | |
| function mapping = getmapping(samples,mappingtype) | |
| % Version 0.1.1 | |
| % Authors: Marko Heikkil� and Timo Ahonen | |
| % Changelog | |
| % 0.1.1 Changed output to be a structure | |
| % Fixed a bug causing out of memory errors when generating rotation | |
| % invariant mappings with high number of sampling points. | |
| % Lauge Sorensen is acknowledged for spotting this problem. | |
| table = 0:2^samples-1; | |
| newMax = 0; %number of patterns in the resulting LBP code | |
| index = 0; | |
| if strcmp(mappingtype,'u2') %Uniform 2 | |
| newMax = samples*(samples-1) + 3; | |
| for i = 0:2^samples-1 | |
| j = bitset(bitshift(i,1,samples),1,bitget(i,samples)); %rotate left | |
| numt = sum(bitget(bitxor(i,j),1:samples)); %number of 1->0 and | |
| %0->1 transitions | |
| %in binary string | |
| %x is equal to the | |
| %number of 1-bits in | |
| %XOR(x,Rotate left(x)) | |
| if numt <= 2 | |
| table(i+1) = index; | |
| index = index + 1; | |
| else | |
| table(i+1) = newMax - 1; | |
| end | |
| end | |
| end | |
| if strcmp(mappingtype,'ri') %Rotation invariant | |
| tmpMap = zeros(2^samples,1) - 1; | |
| for i = 0:2^samples-1 | |
| rm = i; | |
| r = i; | |
| for j = 1:samples-1 | |
| r = bitset(bitshift(r,1,samples),1,bitget(r,samples)); %rotate | |
| %left | |
| if r < rm | |
| rm = r; | |
| end | |
| end | |
| if tmpMap(rm+1) < 0 | |
| tmpMap(rm+1) = newMax; | |
| newMax = newMax + 1; | |
| end | |
| table(i+1) = tmpMap(rm+1); | |
| end | |
| end | |
| if strcmp(mappingtype,'riu2') %Uniform & Rotation invariant | |
| newMax = samples + 2; | |
| for i = 0:2^samples - 1 | |
| j = bitset(bitshift(i,1,samples),1,bitget(i,samples)); %rotate left | |
| numt = sum(bitget(bitxor(i,j),1:samples)); | |
| if numt <= 2 | |
| table(i+1) = sum(bitget(i,1:samples)); | |
| else | |
| table(i+1) = samples+1; | |
| end | |
| end | |
| end | |
| mapping.table=table; | |
| mapping.samples=samples; | |
| mapping.num=newMax; | |