CUHK Face Sketch FERET Database (CUFSF) is for research on face sketch synthesis and face sketch recognition. It includes 1,194 persons from the FERET database [8]. For each person, there are a face photo with lighting variation and a sketch with shape exaggeration drawn by an artist when viewing this photo.
You may also have interests in the CUHK Face Sketch Database (CUFS) [3], which we published for research on face sketch synthesis and recognition before.

References

If you use the CUFSF database, please cite as:

1. X. Wang and X. Tang. Face Photo-Sketch Synthesis and Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 31, no. 11, pages 1955-1967, 2009.

2. W. Zhang, X. Wang and X. Tang. Coupled Information-Theoretic Encoding for Face Photo-Sketch Recognition. Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2011.

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Literature

1. W. Zhang, X. Wang and X. Tang. Coupled Information-Theoretic Encoding for Face Photo-Sketch Recognition. Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2011. [pdf] [Google Scholar]

2. W. Zhang, X. Wang and X. Tang. Lighting and Pose Robust Face Sketch Synthesis. Proceedings of European Conference on Computer Vision (ECCV), 2010. [pdf] [Google Scholar]

3. X. Wang and X. Tang. Face Photo-Sketch Synthesis and Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 31, no. 11, pages 1955-1967, 2009. [pdf] [Google Scholar]

4. Q. Liu, X. Tang, H. Jin, H. Lu, S. Ma. A Nonlinear Approach for Face Sketch Synthesis and Recognition. Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)    , 2005. [pdf] [Google Scholar]

5. X. Tang and X. Wang. Face Sketch Recognition. IEEE Transactions on Circuits and Systems for Video Technology (CSVT), vol. 14, no. 1, pages 50-57, 2004. [pdf] [Google Scholar]

6. X. Tang and X. Wang. Face Sketch Synthesis and Recognition. Proceedings of IEEE International Conference on Computer Vision (ICCV), 2003. [pdf] [Google Scholar]

7. X. Tang and X. Wang. Face Photo Recognition Using Sketch. Proceedings of IEEE International Conference on Image Processing (ICIP), 2002. [pdf] [Google Scholar]

8. P. J. Phillips, H. Moon, P. J. Rauss, and S. Rizvi. The FERET evaluation methodology for face recognition algorithms. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 22, no. 10, pages 1090-1104, 2000.