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Atmrix

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CS

Carola Schönlieb

05/10/18

@ Y Combinator

The technique used for image restoration is similar to the content-aware fill feature in Photoshop, but it predates Photoshop's development.

Video

YC

Mathematical Approaches to Image Processing with Carola Schönlieb

@ Y Combinator

Mathematical Approaches to Image Processing with Carola Schönlieb

05/10/18

Related Takeaways

CS

Carola Schönlieb

05/10/18

@ Y Combinator

My PhD focused on image restoration, specifically using differential equations to solve problems similar to those addressed by Photoshop's content-aware fill.

CS

Carola Schönlieb

05/10/18

@ Y Combinator

During my research, I discovered that the Cahn-Hilliard equation was used for image restoration, which involves replacing damaged parts of a digital image with suggested content from surrounding areas.

CS

Carola Schönlieb

05/10/18

@ Y Combinator

Successful image denoising methods focus on preserving edges, which are crucial for maintaining the integrity of the image's features.

CS

Carola Schönlieb

05/10/18

@ Y Combinator

The idea of virtual restoration allows us to create digital copies of historical manuscripts without physically altering them, preserving their original state.

AM

Andrew Mayne

06/18/25

@ OpenAI

The new image model is technically capable and has improved significantly, producing fantastic results.

G

Google Cast

05/21/25

@ Google

We're introducing Imagen 4, our latest image generation model, which produces richer images with nuanced colors and fine details.

CS

Carola Schönlieb

05/10/18

@ Y Combinator

Total variation regularization is a widely used technique in image denoising that helps preserve sharp discontinuities in images.

CS

Carola Schönlieb

05/10/18

@ Y Combinator

Denoising is integrated into the image reconstruction process, addressing both the lack of data and the noise present in measurements.

YZ

Young Zhao

09/21/24

@ EO

Advancements in generative AI allow creators to generate footage from minimal input, automating much of the content creation process.