ArcFace: Additive Angular Margin Loss for Deep Face Recognition
Citations
5 citations
5 citations
5 citations
Cites background or methods from "ArcFace: Additive Angular Margin Lo..."
...ArcFace (also called Insightface) [6] improved A-Softmax by normalizing the features and choosing reasonable margin...
[...]
...For example, several studies ([17], [6], [32]) have achieved 99....
[...]
...Cosineface[32] and ArcFace (also called Insightface) [6] improved A-Softmax by normalizing the features and choosing reasonable margin to enhance discrimination....
[...]
...In this paper, we use AgeDB-30 provided by DeepInsight [6] as test data....
[...]
...In the MegaFace’s FaceScrub evaluation, we use the cleaned test list released by DeepInsight [6]....
[...]
5 citations
5 citations
Cites methods from "ArcFace: Additive Angular Margin Lo..."
...Listed at the bottom line of Table 3, the boxed PsOP substitutes the detection and embedding network with more advanced PrimidBox [19], ArcFace [5]....
[...]
...Table 2: Pixelation results on collected live video streaming dataset Method SOPA↑ SOPA↑ SOPA↑ SOPA↑ SOPP↑ SOPP↑ SOPP↑ SOPP↑ Entire Dataset (𝐻𝑆) (𝐿𝑆) (𝐻𝑁 ) (𝐿𝑁 ) (𝐻𝑆) (𝐿𝑆) (𝐻𝑁 ) (𝐿𝑁 ) MP↑(frames) OPR↓ YouTube [9] 0.45 0.42 0.56 0.49 0.53 0.47 0.77 0.63 238 0.56 Azure [13] 0.43 0.47 0.54 0.53 0.50 0.53 0.70 0.68 203 0.54 KCF [10] 0.35 0.32 0.38 0.31 0.41 0.40 0.44 0.40 113 0.64 ECO [4] 0.27 0.28 0.34 0.31 0.37 0.39 0.41 0.40 148 0.59 PsOP (MTCNN+CosFace) 0.63 0.60 0.71 0.66 0.80 0.77 0.86 0.85 362 0.34 PsOP (Pyramid+ArcFace) 0.63 0.62 0.71 0.65 0.80 0.79 0.86 0.85 387 0.34 "↑"&"↓"s.tand for the higher the better and the lower the better respectively....
[...]
References
123,388 citations
33,597 citations
30,843 citations
13,268 citations
10,447 citations