Name
Abstract | ||
|---|---|---|
In this paper a novel view-invariant human identification method is presented. A multi-camera setup is used to capture the human body from different observation angles. Binary body masks from all the cameras are concatenated to produce the so-called multi-view binary masks. These masks are rescaled and vectorized to create feature vectors in the input space. A view-invariant human body representation is obtained by exploiting the circular shift invariance property of the Discrete Fourier Transform (DFT). Fuzzy vector quantization (FVQ) is performed to associate human body representation with movement representations and linear discriminant analysis (LDA) is used to map movements in a low dimensionality discriminant feature space. Two human identification schemes, a movement-specific and a movement-independent one, are evaluated. Experimental results show that the method can achieve very satisfactory identification rates. Furthermore, the use of more than one movement types increases the identification rates. |
Year | DOI | Venue |
|---|---|---|
2011 | 10.1007/978-3-642-19530-3_20 | BIOID |
Keywords | Field | DocType |
associate human body representation,input space,satisfactory identification rate,view-invariant multi-view movement representation,binary body mask,human identity,identification rate,view-invariant human body representation,feature vector,human identification scheme,human body,novel view-invariant human identification,feature space,linear discriminant analysis,shift invariant,discrete fourier transform | Computer vision,Feature vector,Invariant (physics),Pattern recognition,Curse of dimensionality,Invariant (mathematics),Artificial intelligence,Discrete Fourier transform,Linear discriminant analysis,Mathematics,Circular shift,Binary number | Conference |
Volume | ISSN | Citations |
6583 | 0302-9743 | 3 |
PageRank | References | Authors |
0.47 | 8 | 4 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Alexandros Iosifidis | 1 | 841 | 72.43 |
| Anastasios Tefas | 2 | 2055 | 177.05 |
| Nikolaos Nikolaidis | 3 | 108 | 10.31 |
| Ioannis Pitas | 4 | 6478 | 626.09 |