Preview: 02 how computers view images | computer-vision

6 modules · 25 lessonsPreview

01

Basics

Computer Vision Problems in Real worldFree
How Images and Videos Are Represented
Manual Feature Extraction in Computer VisionSign in
Why Ordinary Deep Neural Networks Struggle with Images

02

Convolution

What is Convolution?Free
Feature Extraction using ConvolutionSign in
Padding and StrideSign in
Pooling
1×1 Convolution

03

Image Classification

Image ClassificationFree
End

04

Evolution Of Classic CNN Architectures

LeNet-5 ArchitectureFree
AlexNet ArchitectureSign in
VGGNet ArchitectureSign in
Inception NetworkSign in
Residual NetworkSign in
Efficientnet Network
Evolution of Classic CNN Architectures

05

Object Localization

Object Localization: Finding What and WhereFree

06

Object Detection

Object Detection: Basic IdeaFree
R-CNN: Region-Based Convolutional Neural NetworksSign in
Fast R-CNN: Sharing Convolutional ComputationSign in
Faster R-CNN: Learning Region ProposalsSign in
R-CNN vs Fast R-CNN vs Faster R-CNN
YOLO: You Only Look Once

Course contentsShowHide

Course overview

6 modules · 25 lessonsPreview

01

Basics

Computer Vision Problems in Real worldFree
How Images and Videos Are Represented
Manual Feature Extraction in Computer VisionSign in
Why Ordinary Deep Neural Networks Struggle with Images

02

Convolution

What is Convolution?Free
Feature Extraction using ConvolutionSign in
Padding and StrideSign in
Pooling
1×1 Convolution

03

Image Classification

Image ClassificationFree
End

04

Evolution Of Classic CNN Architectures

LeNet-5 ArchitectureFree
AlexNet ArchitectureSign in
VGGNet ArchitectureSign in
Inception NetworkSign in
Residual NetworkSign in
Efficientnet Network
Evolution of Classic CNN Architectures

05

Object Localization

Object Localization: Finding What and WhereFree

06

Object Detection

Object Detection: Basic IdeaFree
R-CNN: Region-Based Convolutional Neural NetworksSign in
Fast R-CNN: Sharing Convolutional ComputationSign in
Faster R-CNN: Learning Region ProposalsSign in
R-CNN vs Fast R-CNN vs Faster R-CNN
YOLO: You Only Look Once

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Course overview

6 modules · 25 lessonsPreview

01

Basics

Computer Vision Problems in Real worldFree
How Images and Videos Are Represented
Manual Feature Extraction in Computer VisionSign in
Why Ordinary Deep Neural Networks Struggle with Images

02

Convolution

What is Convolution?Free
Feature Extraction using ConvolutionSign in
Padding and StrideSign in
Pooling
1×1 Convolution

03

Image Classification

Image ClassificationFree
End

04

Evolution Of Classic CNN Architectures

LeNet-5 ArchitectureFree
AlexNet ArchitectureSign in
VGGNet ArchitectureSign in
Inception NetworkSign in
Residual NetworkSign in
Efficientnet Network
Evolution of Classic CNN Architectures

05

Object Localization

Object Localization: Finding What and WhereFree

06

Object Detection

Object Detection: Basic IdeaFree
R-CNN: Region-Based Convolutional Neural NetworksSign in
Fast R-CNN: Sharing Convolutional ComputationSign in
Faster R-CNN: Learning Region ProposalsSign in
R-CNN vs Fast R-CNN vs Faster R-CNN
YOLO: You Only Look Once

Course contentsShowHide

Course overview

6 modules · 25 lessonsPreview

01

Basics

Computer Vision Problems in Real worldFree
How Images and Videos Are Represented
Manual Feature Extraction in Computer VisionSign in
Why Ordinary Deep Neural Networks Struggle with Images

02

Convolution

What is Convolution?Free
Feature Extraction using ConvolutionSign in
Padding and StrideSign in
Pooling
1×1 Convolution

03

Image Classification

Image ClassificationFree
End

04

Evolution Of Classic CNN Architectures

LeNet-5 ArchitectureFree
AlexNet ArchitectureSign in
VGGNet ArchitectureSign in
Inception NetworkSign in
Residual NetworkSign in
Efficientnet Network
Evolution of Classic CNN Architectures

05

Object Localization

Object Localization: Finding What and WhereFree

06

Object Detection

Object Detection: Basic IdeaFree
R-CNN: Region-Based Convolutional Neural NetworksSign in
Fast R-CNN: Sharing Convolutional ComputationSign in
Faster R-CNN: Learning Region ProposalsSign in
R-CNN vs Fast R-CNN vs Faster R-CNN
YOLO: You Only Look Once