Name
Abstract | ||
|---|---|---|
This paper proposes a novel locality preserving projections (LPP) algorithm for image recognition, namely, the direct locality preserving projections (DLPP), which directly optimizes locality preserving criterion on high-dimensional raw images data via simultaneous diagonalization, without any dimensionality reduction preprocessing. Our algorithm is a direct and complete implementation of LPP. Experimental results on the PolyU palmprint database and ORL face database show the effectiveness of the proposed algorithm. |
Year | DOI | Venue |
|---|---|---|
2008 | 10.1007/s11063-008-9073-1 | Neural Processing Letters |
Keywords | Field | DocType |
principal component analysis pca · linear discriminant analysis lda · locality preserving projections lpp · direct locality preserving projections dlpp · image recognition,polyu palmprint database,image recognition,orl face database,complete implementation,high-dimensional raw images data,dimensionality reduction preprocessing,optimizes locality,direct locality preserving projections,proposed algorithm,direct locality,novel locality,principal component analysis | Computer vision,Locality,Dimensionality reduction,Pattern recognition,Algorithm,Preprocessor,Artificial intelligence,Linear discriminant analysis,Online analytical processing,Machine learning,Principal component analysis,Mathematics | Journal |
Volume | Issue | ISSN |
27 | 3 | 1573-773X |
Citations | PageRank | References |
9 | 0.58 | 13 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Guiyu Feng | 1 | 174 | 9.92 |
| Dewen Hu | 2 | 1290 | 101.20 |
| Zongtan Zhou | 3 | 412 | 33.89 |