Computer vision tasks (capabilities)(largo)
Describe images
Tagging visual features
Detect objects
Detect brands
Detect faces
Categorize images
Detect domain-specific contents
(Celebrities, Landmarks)
OCR (Optical character recognition), text in images
Detect image types
Detect image color schemes
Generate thumbnails
Moderate contentComputer Vision Solutions
Computer vision service Custom vision service Face service Form recognizer Video Indexer
Azure Face limitation
image no larger than 6MB
formats: JPEG, PNG, GIF (the first frame), BMP
Six Common Computer Vision tasks
Image classification Object detection Semantic segmentation Image analysis Face detection, analysis, recognition Optical character recognition
Image Analysis vs Image Classification
Image Classification classify image and videos based on the content. Detect object and text. Extract description and generate tags.
Image Analysis extract info from images, tag them, and create a descriptive image summary.
Analyze Image API likelihood two content types
Clip art
Line drawing
Azure Cognitive Face API service, 8 Face emotion attributes
anger contempt disgust fear happiness neutral sadness surprise
Custom vision 3 model performance
Precision
Recall
Average Precision
Object detection model cannot detect objects less than…
5% of the image