Learned Single-Pass Multitasking Perceptual Graphics for Immersive Displays

no code implementations • 31 Jul 2024 • Doğa Yılmaz, Towaki Takikawa, Duygu Ceylan, Kaan Akşit

Uniquely, a single inference step of our model supports different permutations of these perceptual tasks at different prompted rates (i. e., mildly, lightly), eliminating the need for daisy-chaining multiple models to get the desired perceptual effect.

Image Denoising

NTIRE 2024 Challenge on Night Photography Rendering

no code implementations • 18 Jun 2024 • Egor Ershov, Artyom Panshin, Oleg Karasev, Sergey Korchagin, Shepelev Lev, Alexandr Startsev, Daniil Vladimirov, Ekaterina Zaychenkova, Nikola Banić, Dmitrii Iarchuk, Maria Efimova, Radu Timofte, Arseniy Terekhin, Shuwei Yue, Yuyang Liu, Minchen Wei, Lu Xu, Chao Zhang, Yasi Wang, Furkan Kınlı, Doğa Yılmaz, Barış Özcan, Furkan Kıraç, Shuai Liu, Jingyuan Xiao, Chaoyu Feng, Hao Wang, Guangqi Shao, Yuqian Zhang, Yibin Huang, Wei Luo, Liming Wang, Xiaotao Wang, Lei Lei, Simone Zini, Claudio Rota, Marco Buzzelli, Simone Bianco, Raimondo Schettini, Jin Guo, Tianli Liu, Mohao Wu, Ben Shao, Qirui Yang, Xianghui Li, Qihua Cheng, Fangpu Zhang, Zhiqiang Xu, Jingyu Yang, Huanjing Yue

The top ranking participants' solutions effectively represent the state-of-the-art in nighttime photography rendering.

Deterministic Neural Illumination Mapping for Efficient Auto-White Balance Correction

1 code implementation • 7 Aug 2023 • Furkan Kınlı, Doğa Yılmaz, Barış Özcan, Furkan Kıraç

Our method provides an efficient deep learning-based AWB correction solution, promising real-time, high-quality color correction for digital imaging applications.

Style Transfer

Modeling the Lighting in Scenes as Style for Auto White-Balance Correction

1 code implementation • 17 Oct 2022 • Furkan Kınlı, Doğa Yılmaz, Barış Özcan, Furkan Kıraç

Style may refer to different concepts (e. g. painting style, hairstyle, texture, color, filter, etc.)