Practical Computer Vision with PyTorch

Visualizing image embeddings in a 3D space

Workshop 1

• Slides
• Intuitions about Image Embeddings and Pairwise Comparison
• Scraping Public Domain Artwork from Google Images and Saving it to Google Drive

Workshop 2

• Slides
• Nearest Neighbors and Clustering of Images
• Visualizing Image Vector Spaces using Tensorboard

Workshop 3

• Slides
• Downloading Lion-related images from Bing
• Running Imagenet-pretrained convolutional neural networks (Resnets) for classification
• Fine-tuning a Resnet for multilabel classification

Workshop 4

• Slides
• Introduction to CLIP and Zero Shot Classification
• Dataset Cleaning with Cleanlab and CLIP

Author: Antonio Rueda-Toicen

AI Service Center @ Hasso Plattner Institute

antonio.rueda.toicen 'at' hpi 'dot' de

This work is licensed under a Creative Commons Attribution 4.0 International License.