EFaR 2023: Efficient Face Recognition Competition
This paper presents the summary of the Efficient Face Recognition Competition (EFaR) held at the 2023 International Joint Conference on Biometrics (IJCB 2023). The competition received 17 submissions from 6 different teams. To drive further development of efficient face recognition models, the submitted solutions are ranked based on a weighted score of the achieved verification accuracies on a diverse set of benchmarks, as well as the deployability given by the number of floating-point operations and model size. The evaluation of submissions is extended to bias, cross-quality, and large-scale recognition benchmarks. Overall, the paper gives an overview of the achieved performance values of the submitted solutions as well as a diverse set of baselines. The submitted solutions use small, efficient network architectures to reduce the computational cost, some solutions apply model quantization. An outlook on possible techniques that are underrepresented in current solutions is given as well.
WOS:001180818700054
2023-01-01
979-8-3503-3726-6
New York
REVIEWED
Event name | Event place | Event date |
Ljubljana, SLOVENIA | SEP 25-28, 2023 | |
Funder | Grant Number |
German Federal Ministry of Education and Research | |
Hessian Ministry of Higher Education, Research, Science and the Arts within National Research Center for Applied Cybersecurity ATHENE | |
German Federal Ministry of Education and Research (BMBF) through the Software Campus Project | |