Fix requirements and minor tidy.

lextoumbourou · May 19, 2022 · 61fde73 · 61fde73
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diff --git a/notes/reference/papers/arcface-paper.md b/notes/reference/papers/arcface-paper.md
@@ -10,9 +10,9 @@ These are my notes from the paper [ArcFace: Additive Angular Margin Loss for Dee
 
 ## Abstract
 
-The main challenge for large-scale face recognition is designing a loss function with strong discriminative power.
+They key to face recognition is a loss function with strong discriminative power.
 
-[Centre loss](https://arxiv.org/abs/1707.07391) penalizes distance between features and corresponding class centers to achieve "compactness" within the class.
+[Centre loss](https://arxiv.org/abs/1707.07391) penalizes the distance between features and a set of learned class centers.
 
 [SphereFace](https://arxiv.org/abs/1704.08063) lets the linear transformation matrix in the last fully-connected layer represent class-center and penalizes the angle between deep features and their corresponding weights.
 

diff --git a/requirements.txt b/requirements.txt
@@ -1,8 +1,8 @@
 pelican==4.6.0
 pelican-cite==1.1.1
 Markdown==3.3.4
-git+git://github.com/lextoumbourou/pelican-frontmark.git
-git+git://github.com/lextoumbourou/pelican-jupyter.git
+git+https://github.com/lextoumbourou/pelican-frontmark.git
+git+https://github.com/lextoumbourou/pelican-jupyter.git
 nbconvert==5.6.0
 notebook==5.6.0
 pelican-katex==1.6.1