DeepDream: What I Dreamt While At College

I experienced various vivid dream during college. Inceptionism Algorithm allows me to share my dream with you visually. Let's take a look!

1. Gallery

Other Images

• Meta
• Google
• Amazon
• Apple
• Tesla
• Twitter
• Drillfield
• IEEE Club
• Hokie Bird
• Lane Stadium
• Robotic Lab
• Tailgate
• Torgersen Bridge
• STAT 4984 Class

Architecture-specific Images

• ResNet-50
• ResNet-101
• ResNet-152
• VGG-11
• VGG-101
• VGG-152

2. Explanation

VGG11, VGG16, VGG19, ResNet50, ResNet101, ResNet152 trained from scratch on MIT Indoor Scene dataset.

3. Reproduction

python==3.8.5x
matplotlib
pytorch==1.8.1+cu111
opencv-contrib-python
opencv-python

Training script: src/notebooks/training

DeepDream script: src/notebooks/deepdream

Note: Due to the size of the trained model, I will attach the trained model in here.

4. Inspiration

Google AI Blog - "Inceptionism: Going Deeper into Neural Networks"

5. Report

Proposal

Final Report