Perceptual Digital Imaging

4

Visual Aesthetic Quality Assessment of Digital Images

Congcong Li and Tsuhan Chen

4.1 Introduction

4.1.1 Visual Aesthetics

4.1.2 Related Works

4.2 Database, Human Study, and System Design

4.2.1 Database and Human Study

4.2.2 System Design

4.3 Computational Features for Visual Aesthetics

4.3.1 Low-Level Features

4.3.1.1 Color-Related Features

4.3.1.2 Illumination-Related Features

4.3.1.3 Spatial Composition-Related Features

4.3.1.4 Depth-Related Features

4.3.1.5 Main Subject-Related Features

4.3.2 High-Level Attributes

4.4 Learning Models for Aesthetic Quality Assessment

4.4.1 Feature Selection

4.4.2 Classification

4.4.3 Regression

4.5 Applications

4.5.1 Aesthetics Assisted Web Search

4.5.2 Automatic Photo Enhancement

4.5.3 Photo Selection ...