Deep Sketch-Photo Face Recognition Assisted by Facial Attributes
@article{Iranmanesh2018DeepSF, title={Deep Sketch-Photo Face Recognition Assisted by Facial Attributes}, author={S. M. Iranmanesh and Hadi Kazemi and Sobhan Soleymani and Ali Dabouei and N. Nasrabadi}, journal={2018 IEEE 9th International Conference on Biometrics Theory, Applications and Systems (BTAS)}, year={2018}, pages={1-10} }
In this paper, we present a deep coupled framework to address the problem of matching sketch image against a gallery of mugshots. Face sketches have the essential information about the spatial topology and geometric details of faces while missing some important facial attributes such as ethnicity, hair, eye, and skin color. We propose a coupled deep neural network architecture which utilizes facial attributes in order to improve the sketch-photo recognition performance. The proposed Attribute… CONTINUE READING
Figures, Tables, and Topics from this paper
7 Citations
Face Sketch Colorization via Supervised GANs
- Computer Science
- 2019 International Conference on Biometrics (ICB)
- 2019
- PDF
Soft Semantic Representation for Cross-Domain Face Recognition
- Computer Science
- IEEE Transactions on Information Forensics and Security
- 2021
Automatic Health Problem Detection from Gait Videos Using Deep Neural Networks
- Computer Science
- ArXiv
- 2019
- 2
- PDF
Predicting 3-D Lower Back Joint Load in Lifting: A Deep Pose Estimation Approach
- Computer Science
- IEEE Transactions on Human-Machine Systems
- 2019
- 12
Computer Vision and Abnormal Patient Gait Assessment a Comparison of Machine Learning Models
- Computer Science
- ArXiv
- 2020
- PDF
References
SHOWING 1-10 OF 40 REFERENCES
Attribute-Centered Loss for Soft-Biometrics Guided Face Sketch-Photo Recognition
- Computer Science
- 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
- 2018
- 15
- PDF
Face attribute prediction using off-the-shelf CNN features
- Computer Science
- 2016 International Conference on Biometrics (ICB)
- 2016
- 79
- PDF
Forensic Face Photo-Sketch Recognition Using a Deep Learning-Based Architecture
- Computer Science
- IEEE Signal Processing Letters
- 2017
- 33
- PDF
Deep Learning Face Attributes in the Wild
- Computer Science
- 2015 IEEE International Conference on Computer Vision (ICCV)
- 2015
- 2,970
- PDF
Face photo-sketch recognition using local and global texture descriptors
- Computer Science
- 2016 24th European Signal Processing Conference (EUSIPCO)
- 2016
- 20
- PDF
Deep Cross Polarimetric Thermal-to-Visible Face Recognition
- Computer Science
- 2018 International Conference on Biometrics (ICB)
- 2018
- 24
- PDF
FaceNet: A unified embedding for face recognition and clustering
- Computer Science
- 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
- 2015
- 5,792
- PDF
Composite sketch recognition using saliency and attribute feedback
- Computer Science
- Inf. Fusion
- 2017
- 28
- Highly Influential