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Discriminative and Generative Recognition

Discriminative and Generative Recognition

CS 636 Computer Vision. Discriminative and Generative Recognition. Nathan Jacobs. Slides adapted from Lazebnik. Discriminative and generative methods for bags of features. Zebra. Non-zebra. Many slides adapted from Fei-Fei Li, Rob Fergus, and Antonio Torralba. Image classification.

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712 views • 59 slides
Discriminative and generative methods for bags of features

Discriminative and generative methods for bags of features

Discriminative and generative methods for bags of features. Zebra. Non-zebra. Many slides adapted from Fei-Fei Li, Rob Fergus, and Antonio Torralba. Image classification.

★ ★ ★ ★ ★

596 views • 40 slides
A Review of the Course

A Review of the Course

A Review of the Course. Geoff Hulten. Machine Learning Algorithms. Tens of thousands of machine learning algorithms, hundreds new every year Types of Machine Learning Algorithms: Supervised (inductive) learning Training data includes desired outputs

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367 views • 36 slides
Classifiers

Classifiers

Classifiers. Given a feature representation for images, how do we learn a model for distinguishing features from different classes?. Decision boundary. Zebra. Non-zebra. Classifiers.

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536 views • 30 slides
Image classification

Image classification

Image classification. Given the bag-of-features representations of images from different classes, how do we learn a model for distinguishing them?. Classifiers. Learn a decision rule assigning bag-of-features representations of images to different classes. Decision boundary. Zebra. Non-zebra.

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421 views • 27 slides
Discriminative and generative methods for bags of features

Discriminative and generative methods for bags of features

Discriminative and generative methods for bags of features. Zebra. Non-zebra. Many slides adapted from Fei-Fei Li, Rob Fergus, and Antonio Torralba. Image classification.

★ ★ ★ ★ ★

505 views • 22 slides
Discriminative and generative methods for bags of features

Discriminative and generative methods for bags of features

Discriminative and generative methods for bags of features. Zebra. Non-zebra. Many slides adapted from Fei-Fei Li, Rob Fergus, and Antonio Torralba. Image classification.

★ ★ ★ ★ ★

305 views • 22 slides
Image classification

Image classification

Image classification. Given the bag-of-features representations of images from different classes, how do we learn a model for distinguishing them?. Classifiers. Learn a decision rule assigning bag-of-features representations of images to different classes. Decision boundary. Zebra. Non-zebra.

★ ★ ★ ★ ★

395 views • 21 slides
Image classification

Image classification

Image classification. Given the bag-of-features representations of images from different classes, how do we learn a model for distinguishing them?. Classifiers. Learn a decision rule assigning bag-of-features representations of images to different classes. Decision boundary. Zebra. Non-zebra.

★ ★ ★ ★ ★

407 views • 21 slides

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