The Categories of Computer Vision

By LI Haoyang 2020.12.4

Content

The Categories of Computer VisionContentSupervised LearningClassification/RecognitionVerificationObject detectionSegmentationUnsupervised LearningClusteringAuto-encoder/FlowGenerative Adversarial Nets

Supervised Learning

Classification/Recognition

Loss
Image
Feature Extractor
Classifier
Label
Oracle
Label

Verification

Loss
Image
image1
image2
Verifier
Bool
Oracle
Bool

Object detection

Loss
Loss
Image
Location
Label
Feature Extractor
Classifier
Regressor
Oracle
Location
Label

Segmentation

Loss
Image
Segmentation
Feature Extractor
Regressor
Oracle
Segmentation

Unsupervised Learning

Clustering

Loss
Image
Latent
Label
Feature Extractor

Auto-encoder/Flow

Loss
Image
Image
Latent
Encoder
Decoder

Generative Adversarial Nets

Loss
Latent
Image
Image
Generator
Discriminator
Bool
Bool
Oracle