Explaining Deep Face Algorithms through Visualization: A Survey

no code implementations • 26 Sep 2023 • Thrupthi Ann John, Vineeth N Balasubramanian, C. V. Jawahar

Although current deep models for face tasks surpass human performance on some benchmarks, we do not understand how they work.

Canonical Saliency Maps: Decoding Deep Face Models

1 code implementation • 4 May 2021 • Thrupthi Ann John, Vineeth N Balasubramanian, C V Jawahar

As Deep Neural Network models for face processing tasks approach human-like performance, their deployment in critical applications such as law enforcement and access control has seen an upswing, where any failure may have far-reaching consequences.

Face Model Object Recognition

Low-Cost Transfer Learning of Face Tasks

1 code implementation • 9 Jan 2019 • Thrupthi Ann John, Isha Dua, Vineeth N. Balasubramanian, C. V. Jawahar

Do we know what the different filters of a face network represent?

Face Recognition Transfer Learning