Classify images into categories, by generating a histogram of visual word occurrences that represent the images. Use this histogram, called a bag of visual words, to train an image category classifier.
| Image Labeler | Label images for computer vision applications |
| Video Labeler | Label video for computer vision applications |
bagOfFeatures | Bag of visual words object |
trainImageCategoryClassifier | Train an image category classifier |
imageCategoryClassifier | Predict image category |
imageDatastore | Datastore for image data |
Get Started with the Image Labeler
Interactively label rectangular ROIs for object detection, pixels for semantic segmentation, polygons for instance segmentation, and scenes for image classification.
Get Started with the Video Labeler
Interactively label rectangular ROIs for object detection, pixels for semantic segmentation, polygons for instance segmentation, and scenes for image classification in a video or image sequence.
Create a Custom Feature Extractor
You can use the bag-of-features (BoF) framework with many different types of image features.
Image Classification with Bag of Visual Words
Use the Computer Vision Toolbox™ functions for image category classification by creating a bag of visual words.