ElasticFace: Better than ArcFace?

Elastic Man (sumber)
  • Metode tradisional menggunakan EigenFace, FisherFace dan LBPH
  • Metode modern menggunakan FaceNet

Latar Belakang

Hasil benchmark beberapa model umum (sumber)

Softmax Loss

Cosine Softmax Loss

Angular Margin Penalty-based Loss

Elastic Angular Margin Penalty-based Loss (ElasticFace)

Visualisasi perbandingan antara ElasticFace, ArcFace dan CosFace
Visualisasi fitur pada ruang vektor 2 dimensi

Hasil Benchmark ElasticFace

Tabel Perbandingan dari model face verification pada beberapa dataset benchmark (sumber)

Referensi

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A Computer Science Student at Universitas Indonesia

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