Name
Title | ||
|---|---|---|
Comparative evaluation of classical methods, optimized gabor filters and LBP for texture feature selection and classification |
Abstract | ||
|---|---|---|
This paper builds upon a previous texture feature selection and classification methodology by extending it with two state-of-the-art families of texture feature extraction methods, namely Manjunath & Ma's Gabor wavelet filters and Local Binary Pattern operators (LBP), which are integrated with more classical families of texture filters, such as co-occurrence matrices, Laws filters and wavelet transforms. Results with Brodatz compositions and outdoor images are evaluated and discussed, being the basis for a comparative study about the discrimination capabilities of those different families of texture methods, which have been traditionally applied on their own. |
Year | DOI | Venue |
|---|---|---|
2007 | 10.1007/978-3-540-74272-2_113 | CAIP |
Keywords | Field | DocType |
gabor wavelet filter,classification methodology,optimized gabor filter,texture method,classical method,local binary pattern operator,classical family,comparative evaluation,previous texture feature selection,texture filter,co-occurrence matrix,brodatz composition,texture feature extraction method,wavelet transform,comparative study,gabor wavelets,local binary pattern | Computer vision,Feature selection,Pattern recognition,Gabor wavelet,Computer science,Matrix (mathematics),Local binary patterns,Feature extraction,Gabor filter,Artificial intelligence,Operator (computer programming),Wavelet transform | Conference |
Volume | ISSN | Citations |
4673 | 0302-9743 | 1 |
PageRank | References | Authors |
0.38 | 8 | 3 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Jaime Melendez | 1 | 54 | 7.33 |
| Domenec Puig | 2 | 332 | 54.33 |
| Miguel Angel Garcia | 3 | 154 | 12.86 |