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IMPROVING CROSS-DATASET PERFORMANCE OF FACE PRESENTATION ATTACK DETECTION SYSTEMS USING FACE RECOGNITION DATASETS

Abstract: 

Presentation attack detection (PAD) is now considered critically important for any face-recognition (FR) based access-control system. Current deep-learning based PAD systems show excellent performance when they are tested in intra-dataset scenarios. Under cross-dataset evaluation the performance of these PAD systems drops significantly. This lack of generalization is attributed to domain-shift. Here, we propose a novel PAD method that leverages the large variability present in FR datasets to induce invariance to factors that cause domain-shift. Evaluation of the proposed method on several datasets, including datasets collected using mobile devices, shows performance improvements in cross-dataset evaluations.

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Paper Details

Authors:
Sushil Bhattacharjee, Sebastien Marcel
Submitted On:
15 May 2020 - 10:22am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Amir Mohammadi
Paper Code:
5846
Document Year:
2020
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Document Files

autoencoder_error_icassp_2020_slides.pdf

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[1] Sushil Bhattacharjee, Sebastien Marcel, "IMPROVING CROSS-DATASET PERFORMANCE OF FACE PRESENTATION ATTACK DETECTION SYSTEMS USING FACE RECOGNITION DATASETS", IEEE SigPort, 2020. [Online]. Available: http://sigport.org/5350. Accessed: Sep. 19, 2020.
@article{5350-20,
url = {http://sigport.org/5350},
author = {Sushil Bhattacharjee; Sebastien Marcel },
publisher = {IEEE SigPort},
title = {IMPROVING CROSS-DATASET PERFORMANCE OF FACE PRESENTATION ATTACK DETECTION SYSTEMS USING FACE RECOGNITION DATASETS},
year = {2020} }
TY - EJOUR
T1 - IMPROVING CROSS-DATASET PERFORMANCE OF FACE PRESENTATION ATTACK DETECTION SYSTEMS USING FACE RECOGNITION DATASETS
AU - Sushil Bhattacharjee; Sebastien Marcel
PY - 2020
PB - IEEE SigPort
UR - http://sigport.org/5350
ER -
Sushil Bhattacharjee, Sebastien Marcel. (2020). IMPROVING CROSS-DATASET PERFORMANCE OF FACE PRESENTATION ATTACK DETECTION SYSTEMS USING FACE RECOGNITION DATASETS. IEEE SigPort. http://sigport.org/5350
Sushil Bhattacharjee, Sebastien Marcel, 2020. IMPROVING CROSS-DATASET PERFORMANCE OF FACE PRESENTATION ATTACK DETECTION SYSTEMS USING FACE RECOGNITION DATASETS. Available at: http://sigport.org/5350.
Sushil Bhattacharjee, Sebastien Marcel. (2020). "IMPROVING CROSS-DATASET PERFORMANCE OF FACE PRESENTATION ATTACK DETECTION SYSTEMS USING FACE RECOGNITION DATASETS." Web.
1. Sushil Bhattacharjee, Sebastien Marcel. IMPROVING CROSS-DATASET PERFORMANCE OF FACE PRESENTATION ATTACK DETECTION SYSTEMS USING FACE RECOGNITION DATASETS [Internet]. IEEE SigPort; 2020. Available from : http://sigport.org/5350