These experiments were run using MATLAB 2020a.
Toolboxes utilized:
- Deep Learning Toolbox
- Computer Vision Toolbox
- Parallel Computing Toolbox
Each matlab scripts, will train a segmentation model on the dataset corresponding to the filename. Within each file we define the network architechture as well as specify the hyperparameters.
The models directory contains the models that we obtained by executing the above scripts. To evaluate these models simply load them into matlab and execute any of the evaluate_network scripts.
The above plot was produced by the network file net_75iou.mat.
The above plot was produced by the network file net_mnist.mat.
The above plot was produced by the network file net_mnist.mat.