Facial Keypoints Detection

Kaggle Facial Keypoints Detection

Installation

(@v1.8) pkg> add https://github.com/B0B36JUL-FinalProjects-2022/Projekt_zviazyau

Neural network specification

SimpleNet

Layers:

1. Input layer
2. Hidden Dense layer with 100 neurons and ReLU activation function
3. Output layer with Identity function

Optimization method: Gradient descent

Loss function: Mean squared error

Parameters initialization: Xavier initialization

MediumNet

Layers:

1. Input layer
2. Hidden Dense layer with 200 neurons and ReLU activation function
3. Hidden Dense layer with 100 neurons and softplus activation function
4. Output layer with Identity function

Optimization method: Gradient descent

Loss function: Mean squared error

Parameters initialization: Xavier initialization

Citation

• juliateachingctu - Julia for Optimization and Learning

• Samson Zhang - Building a neural network FROM SCRATCH

• deeplizard - Deep Learning Fundamentals - Intro to Neural Networks

• 3Blue1Brown - Neural networks

• Daniel Nouri - Using convolutional neural nets to detect facial keypoints tutorial

• LAVANYA S - Face Key-point Recognition Using CNN

• Aladdin Persson - Detecting Facial Keypoints with Deep Learning

• dinghe - Facial Keypoint Detection