Title | ||
---|---|---|
A study on different experimental configurations for age, race, and gender estimation problems |
Abstract | ||
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This paper presents a detailed study about different algorithmic configurations for estimating soft biometric traits. In particular, a recently introduced common framework is the starting point of the study: it includes an initial facial detection, the subsequent facial traits description, the data reduction step, and the final classification step. The algorithmic configurations are featured by different descriptors and different strategies to build the training dataset and to scale the data in input to the classifier. Experimental proofs have been carried out on both publicly available datasets and image sequences specifically acquired in order to evaluate the performance even under real-world conditions, i.e., in the presence of scaling and rotation. |
Year | DOI | Venue |
---|---|---|
2015 | 10.1186/s13640-015-0089-y | EURASIP J. Image and Video Processing |
Keywords | Field | DocType |
LBP, CLBP, HOG, SWLD, Digital signage, Audience measurement | Computer vision,Pattern recognition,Computer science,Digital signage,Mathematical proof,Artificial intelligence,Biometrics,Classifier (linguistics),Scaling,Data reduction | Journal |
Volume | Issue | ISSN |
2015 | 1 | 1687-5281 |
Citations | PageRank | References |
4 | 0.39 | 55 |
Authors | ||
5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Pierluigi Carcagnì | 1 | 31 | 7.19 |
Marco Del Coco | 2 | 21 | 5.20 |
Dario Cazzato | 3 | 30 | 6.67 |
Marco Leo | 4 | 69 | 12.01 |
Cosimo Distante | 5 | 53 | 15.36 |