Deep Learning for Computer Vision with SAS

Chapter 4: Object Detection

Introduction

Types of Object Detection Algorithms

Data Preparation and Prediction Overview

Non-Normalized Data

Normalized Locations

Multi-Loss Error Function

Error Function Scalars

Anchor Boxes

Final Convolution Layer

Demonstration: Using DLPy to Access SAS Deep Learning Technologies: Part 1

Demonstration: Using DLPy to Access SAS Deep Learning Technologies: Part 2

Introduction

By itself, image classification is a task of examining an image that is usually well framed and responding with a probability of classification that describes the image. Object detection is more advanced than image classification because object detection analyzes complex images that contain a mixed multitude of objects, at different distances ...