Robust Iris Segmentation Based on Fully Convolutional Networks and Generative Adversarial Networks

@article{Bezerra2018RobustIS,
  title={Robust Iris Segmentation Based on Fully Convolutional Networks and Generative Adversarial Networks},
  author={Cides S. Bezerra and Rayson Laroca and D. Lucio and Evair Severo and L. F. Oliveira and A. Britto and D. Menotti},
  journal={2018 31st SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI)},
  year={2018},
  pages={281-288}
}
The iris can be considered as one of the most important biometric traits due to its high degree of uniqueness. Iris-based biometrics applications depend mainly on the iris segmentation whose suitability is not robust for different environments such as near-infrared (NIR) and visible (VIS) ones. In this paper, two approaches for robust iris segmentation based on Fully Convolutional Networks (FCNs) and Generative Adversarial Networks (GANs) are described. Similar to a common convolutional network… Expand
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References

SHOWING 1-10 OF 46 REFERENCES
Fully Convolutional Networks and Generative Adversarial Networks Applied to Sclera Segmentation
Accurate iris segmentation in non-cooperative environments using fully convolutional networks
Convolutional neural networks for ocular smartphone-based biometrics
Domain Adaptation for CNN Based Iris Segmentation
A Benchmark for Iris Location and a Deep Learning Detector Evaluation
Segmenting iris images in the visible spectrum with applications in mobile biometrics
IrisSeg: A fast and robust iris segmentation framework for non-ideal iris images
A Ground Truth for Iris Segmentation
Segmentation and localization schemes for non-ideal iris biometric systems
Toward Covert Iris Biometric Recognition: Experimental Results From the NICE Contests
...
1
2
3
4
5
...