COSI_159_Assignment

Collection of COSI 159 Computer Vision Assignments

Assignment 01

https://github.com/XinyiShang/COSI_159_01

Implement MNIST classification and explore DeepFace.

Assignment 02

https://github.com/XinyiShang/COSI_159_02

Implement the SphereFace model in CNN network. Train and test on the LFW dataset.

Assignment 03

https://github.com/XinyiShang/COSI_159_03

Implement the Simple Linear Iterative Clusteing (SLIC).

Reproduce the result of the paper: "Grad-CAM: Visual Explanation from Deep Network via Gradient-based Localization"

Assignment 04

https://github.com/XinyiShang/COSI_159_04

Understand the fairness in the models and evluate the bias of the DeepFace model.

Final Project

https://github.com/XinyiShang/COSI159_PruningImprovement

Improve based on "Pruning Filters For Efficient ConvNets"

Tryed to add Drop-Out, change to VGG-19, and add quantization.