TY - GEN
T1 - Human Sketch Recognition using Generative Adversarial Networks and One-Shot Learning
AU - Wadhwa, Deepanshu
AU - Maharana, Utkarsh
AU - Shah, Devina
AU - Yadav, Vaibhav
AU - Pandey, Prashant
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/8
Y1 - 2019/8
N2 - We introduce a model for face recognition from sketches. The system follows a multi-layered approach and is built by combining sketch to image generation, and face recognition methods. First, sketch to photo generation is achieved by employing cGAN based pix2pix model. Then face recognition is done by One Shot Learning using FaceNet. The sketch recognition model developed through this research is able to yield good results on multiple datasets with the generated images performing with an accuracy close to that with the original images. The average difference from the recognition accuracy as compared to with original images was approximately three percent on the datasets used. Real time recognition using sketches as inputs is also effectively explored through the combination of these two layers of approach.
AB - We introduce a model for face recognition from sketches. The system follows a multi-layered approach and is built by combining sketch to image generation, and face recognition methods. First, sketch to photo generation is achieved by employing cGAN based pix2pix model. Then face recognition is done by One Shot Learning using FaceNet. The sketch recognition model developed through this research is able to yield good results on multiple datasets with the generated images performing with an accuracy close to that with the original images. The average difference from the recognition accuracy as compared to with original images was approximately three percent on the datasets used. Real time recognition using sketches as inputs is also effectively explored through the combination of these two layers of approach.
KW - conditional generative adversarial network
KW - generative adversarial networks
KW - one shot learning
KW - sketch recognition
KW - sketch to image generation
UR - https://www.scopus.com/pages/publications/85073236488
U2 - 10.1109/IC3.2019.8844885
DO - 10.1109/IC3.2019.8844885
M3 - Conference contribution
AN - SCOPUS:85073236488
T3 - 2019 12th International Conference on Contemporary Computing, IC3 2019
BT - 2019 12th International Conference on Contemporary Computing, IC3 2019
A2 - Iyengar, Sundaraja Sitharama
A2 - Saxena, Vikas
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 12th International Conference on Contemporary Computing, IC3 2019
Y2 - 8 August 2019 through 10 August 2019
ER -