gabrielpeart / facialsketchrecognition

Algorithms of facial recognition through sketches

facialSketchRecognition

Methods of facial recognition through sketches.

List of Methods and Descriptors

1. Descriptors

• HOG
• HAOG
• SIFT
• LBP
• MLBP
• GS
• LRBP

2. Methods

• Local Feature-based Discriminant Analysis
• Heterogeneous Prototype Framework

Requeriments

• OpenCV >= 2.4.2 (apply the lda.patch on the OpenCV modules/contrib/src/lda.cpp)
• VLfeat >= 0.9.17 (Temporally)
• CMake

Download and Installation

cd $PATH
git clone https://github.com/estranho/facialSketchRecognition.git
mkdir $PATH/facialSketcheRecognition/build
cd facialSketcheRecognition/build
cmake ..
make

Contributing

1. Fork it.
2. Create a branch (git checkout -b my_facialSketchRecognition)
3. Commit your changes (git commit -am "Added Something")
4. Push to the branch (git push origin my_facialSketchRecognition)
5. Open a Pull Request

References

Déniz, O., Bueno, G., Salido, J. and De la Torre, F.: 2011, Face recognition using histograms of oriented gradients, Pattern Recognition Letters 32(12), 1598–1603.

Kiani Galoogahi, H. and Sim, T.: 2012a, Face photo retrieval by sketch example, Proce- edings of the 20th ACM international conference on Multimedia, ACM, pp. 949–952.

Kiani Galoogahi, H. and Sim, T.: 2012b, Face sketch recognition by local radon binary pattern: Lrbp, Image Processing (ICIP), 2012 19th IEEE International Conference on, IEEE, pp. 1837–1840.

Kiani Galoogahi, H. and Sim, T.: 2012c, Inter-modality face sketch recognition, Multi- media and Expo (ICME), 2012 IEEE International Conference on, IEEE, pp. 224–229.

Klare, B., Li, Z. and Jain, A.: 2011, Matching forensic sketches to mug shot photos, Pattern Analysis and Machine Intelligence, IEEE Transactions on 33(3), 639–646.

Klare, B. and Jain, A. K.: 2013, Heterogeneous face recognition using kernel prototype similarities, Pattern Analysis and Machine Intelligence, IEEE Transactions on 2, 6.