Top Banner
1 Statistical Analysis and Transfer of Pictorial Styles Soonmin Bae, Frédo Durand MIT CSAIL CGG
5

1 Statistical Analysis and Transfer of Pictorial Styles Soonmin Bae, Frédo Durand MIT CSAIL CGG.

Jan 17, 2016

Download

Documents

Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: 1 Statistical Analysis and Transfer of Pictorial Styles Soonmin Bae, Frédo Durand MIT CSAIL CGG.

1

Statistical Analysis and Transfer of Pictorial Styles

Soonmin Bae, Frédo Durand

MIT CSAIL CGG

Page 2: 1 Statistical Analysis and Transfer of Pictorial Styles Soonmin Bae, Frédo Durand MIT CSAIL CGG.

2

What can be “Styles”

Page 3: 1 Statistical Analysis and Transfer of Pictorial Styles Soonmin Bae, Frédo Durand MIT CSAIL CGG.

3

Objectives Quantitative characterization of style Style transfer between images Style interpolation and style manipulation

High freqLow freq

High freqLow freq

High freqLow freq

High freqLow freq

Energy distribution across frequencies

Approach

Manet

Ansel Adams

Signac

Natural Image

Page 4: 1 Statistical Analysis and Transfer of Pictorial Styles Soonmin Bae, Frédo Durand MIT CSAIL CGG.

4

Style Transfer (Frequency Histogram Matching)

From Signac, Manet and Ansel Adams to a casual snapshot

OriginalOriginal

ManetManet Ansel AdamsAnsel Adams

SignacSignac

Page 5: 1 Statistical Analysis and Transfer of Pictorial Styles Soonmin Bae, Frédo Durand MIT CSAIL CGG.

5

Applications

Style transfer for photo and video Image retrieval

– Helps distinguish images

Realistic graphics– Helps understand the difference b/w non-photo-

realistic and photo-realistic images– Helps enhance photo-realistic graphics.