Feature descriptors. Classificazione

Introduzione al supervised learning. Regressione logistica. Feature descriptors. Harris Corner Detection.

Slides disponibili:

• Introduzione alla classificatione.
• Keypoint detection and Descritpors.

Notebooks di studio:

• Harris corner detector

Riferimenti bibliografici

• [Davies18], Ch. 6, 13.
• [Solem12], Ch. 2, 8.
• [Sze22], Ch. 5.1, 7.1.
• [Kin19], Ch. 17.

Link utili

• Introduction to Neural Networks
• Tutorial on Logistic Regression
• Course Notes on Optimization for Machine Learning and Mathematical Foundations of Data Science
• An Introduction to Machine Learning with scikit-learn
• Introduction to Feature Detection and Matching
• Harris Corner Detection
• SIFT: Theory and Practice
• OpenCV Tutorials on Feature Descriptors
• Distinctive image features from scale invariant Keypoints
• The laplacian pyramid as a compact image
• SIFT: a detailed description