Neural Film Grain Rendering
| dc.contributor.author | Lesné, Gwilherm | en_US |
| dc.contributor.author | Gousseau, Yann | en_US |
| dc.contributor.author | Ladjal, Saïd | en_US |
| dc.contributor.author | Newson, Alasdair | en_US |
| dc.contributor.editor | Bousseau, Adrien | en_US |
| dc.contributor.editor | Day, Angela | en_US |
| dc.date.accessioned | 2025-05-09T09:16:22Z | |
| dc.date.available | 2025-05-09T09:16:22Z | |
| dc.date.issued | 2025 | |
| dc.description.abstract | Film grain refers to the specific texture of film-acquired images, due to the physical nature of photographic film. Being a visual signature of such images, there is a strong interest in the film-industry for the rendering of these textures for digital images. Some previous works are able to closely mimic the physics of films and produce high quality results, but are computationally expensive. We propose a method based on a lightweight neural network and a texture aware loss function, achieving realistic results with very low complexity, even for large grains and high resolutions. We evaluate our algorithm both quantitatively and qualitatively with respect to previous work. | en_US |
| dc.description.number | 2 | |
| dc.description.sectionheaders | The Artful Edit: Stylization and Editing for Images and Video | |
| dc.description.seriesinformation | Computer Graphics Forum | |
| dc.description.volume | 44 | |
| dc.identifier.doi | 10.1111/cgf.70076 | |
| dc.identifier.issn | 1467-8659 | |
| dc.identifier.pages | 11 pages | |
| dc.identifier.uri | https://doi.org/10.1111/cgf.70076 | |
| dc.identifier.uri | https://diglib.eg.org/handle/10.1111/cgf70076 | |
| dc.publisher | The Eurographics Association and John Wiley & Sons Ltd. | en_US |
| dc.rights | Attribution 4.0 International License | |
| dc.rights.uri | https://creativecommons.org/licenses/by/4.0/ | |
| dc.subject | CCS Concepts: Computing methodologies → Texturing; Image processing; Computational photography; Neural networks | |
| dc.subject | Computing methodologies → Texturing | |
| dc.subject | Image processing | |
| dc.subject | Computational photography | |
| dc.subject | Neural networks | |
| dc.title | Neural Film Grain Rendering | en_US |