ArcFace: Additive Angular Margin Loss for Deep Face Recognition
Citations
936 citations
780 citations
Cites methods from "ArcFace: Additive Angular Margin Lo..."
...MS1M-LT: To create a long-tailed version of the MS1MArcFace dataset [14, 8], we sample images for each identity with a probability proportional to the image numbers of each identity....
[...]
727 citations
683 citations
Cites background from "ArcFace: Additive Angular Margin Lo..."
...expression [64] and age [41, 39]) and facial identity recognition [18, 12, 56]....
[...]
617 citations
Cites background or methods from "ArcFace: Additive Angular Margin Lo..."
...All systems are trained using AAM softmax [3, 23] with a margin of 0....
[...]
...The rising popularity of the x-vector system has resulted in significant architectural improvements and optimized training procedures [3] over the original approach....
[...]
References
841 citations
769 citations
622 citations
"ArcFace: Additive Angular Margin Lo..." refers methods in this paper
...The MegaFace dataset [12] includes 1M images of 690K different individuals as the gallery set and 100K photos of 530 unique individuals from FaceScrub [21] as the probe set....
[...]
618 citations
"ArcFace: Additive Angular Margin Lo..." refers background in this paper
...During training, we explore efficient face verification datasets (e.g. LFW [10], CFP-FP [28], AgeDB-30 [19]) to check the improvement from different settings....
[...]
...LFW [10] 5,749 13,233 CFP-FP [28] 500 7,000 AgeDB-30 [19] 568 16,488 CPLFW [44] 5,749 11,652 CALFW [45] 5,749 12,174 YTF [38] 1,595 3,425...
[...]
...In Figure 7, we illustrate the angle distributions (predicted by ArcFace model trained on MS1MV2 with ResNet100) of both positive and negative pairs on LFW, CFP-FP, AgeDB-30, YTF, CPLFW and CALFW....
[...]
...As the baseline we have chosen the softmax loss and we have observed performance drop on CFP-FP and AgeDB-30 after weight and feature normalisation....
[...]
...pose variations [28, 44] and age gaps [19, 45]) and large-scale test scenarios (e....
[...]
617 citations