Title :
A colour face image database for benchmarking of automatic face detection algorithms
Author :
Sharma, Prag ; Reilly, Richard B.
Author_Institution :
Dept. of Electron. & Electr. Eng., Univ. Coll. Dublin, Ireland
Abstract :
With increasing research in the area of face segmentation, new methods for detecting human faces automatically are being developed. However, less attention is being paid to the development of a standard face image database to evaluate these new algorithms. This paper recognizes the need for a colour face image database and creates such a database for direct benchmarking of automatic face detection algorithms. The database has two parts. Part one contains colour pictures of faces having a high degree of variability in scale, location, orientation, pose, facial expression and lighting conditions, while part two has manually segmented results for each of the images in part one of the database. This allows direct comparison of algorithms. These images are acquired from a wide variety of sources such as digital cameras, pictures scanned in from a photo-scanner and the World Wide Web. The database is intended for distribution to researchers. Details of the face database such as the development process and file information along with a common criterion for performance evaluation measures is also discussed in this paper.
Keywords :
face recognition; image colour analysis; performance evaluation; World Wide Web; automatic face detection algorithms benchmarking; colour face image database; digital cameras; face segmentation; facial expression variability degree; lighting conditions; performance evaluation measures; photo-scanner picture scanning; Educational institutions; Face detection; Face recognition; Humans; Image databases; Image recognition; Image segmentation; Robustness; Standards development; Testing;
Conference_Titel :
Video/Image Processing and Multimedia Communications, 2003. 4th EURASIP Conference focused on
Print_ISBN :
953-184-054-7
DOI :
10.1109/VIPMC.2003.1220498