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deep_photo_aesthetics's Introduction

deep_photo_aesthetics

Pytorch CNN models for recognition of photographic style

Installation

Usage

Local model execution:

python3 predict_local.py -i DOF5.jpg

results in

Color
	Colorful 0.7939348220825195
Composition
	Undefined 0.40584397315979004
	Rule of Thirds 0.2752402722835541
	Centered 0.21816390752792358
DoF
	Shallow 0.7070949077606201
Palette
	Gray 0.4880247116088867
	Blue 0.43242210149765015
	White 0.3236027657985687
	Brown 0.1656956821680069
	Green 0.16228264570236206
Type
	Landscape 0.22733041644096375
	Cityscape 0.10748865455389023

predict_local.py downloads the model the first time it is called, but you can also find the pretrained models here: https://drive.google.com/drive/folders/13vd2JQ6wsvKuTovoOc_TjWwzCdDcIHIi?usp=sharing

deep_photo_aesthetics's People

Contributors

tyiannak avatar mzouros avatar

Stargazers

Devansh Khandekar avatar Dhruv Karan avatar avatar Wang Jiaxin avatar Evangelia Baou avatar avatar Paris Koloveas avatar avatar

Watchers

Vasileios Papadopoulos avatar avatar

Forkers

jiaxinwang

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