Search Results for author: Mustafa Ayazoglu

Found 9 papers, 5 papers with code

Towards Clip-Free Quantized Super-Resolution Networks: How to Tame Representative Images

no code implementations22 Aug 2023 Alperen Kalay, Bahri Batuhan Bilecen, Mustafa Ayazoglu

Super-resolution (SR) networks have been investigated for a while, with their mobile and lightweight versions gaining noticeable popularity recently.

Quantization Super-Resolution

Bicubic++: Slim, Slimmer, Slimmest -- Designing an Industry-Grade Super-Resolution Network

1 code implementation3 May 2023 Bahri Batuhan Bilecen, Mustafa Ayazoglu

We propose a real-time and lightweight single-image super-resolution (SR) network named Bicubic++.

Image Super-Resolution

Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs, Mobile AI & AIM 2022 challenge: Report

2 code implementations7 Nov 2022 Andrey Ignatov, Radu Timofte, Maurizio Denna, Abdel Younes, Ganzorig Gankhuyag, Jingang Huh, Myeong Kyun Kim, Kihwan Yoon, Hyeon-Cheol Moon, Seungho Lee, Yoonsik Choe, Jinwoo Jeong, Sungjei Kim, Maciej Smyl, Tomasz Latkowski, Pawel Kubik, Michal Sokolski, Yujie Ma, Jiahao Chao, Zhou Zhou, Hongfan Gao, Zhengfeng Yang, Zhenbing Zeng, Zhengyang Zhuge, Chenghua Li, Dan Zhu, Mengdi Sun, Ran Duan, Yan Gao, Lingshun Kong, Long Sun, Xiang Li, Xingdong Zhang, Jiawei Zhang, Yaqi Wu, Jinshan Pan, Gaocheng Yu, Jin Zhang, Feng Zhang, Zhe Ma, Hongbin Wang, Hojin Cho, Steve Kim, Huaen Li, Yanbo Ma, Ziwei Luo, Youwei Li, Lei Yu, Zhihong Wen, Qi Wu, Haoqiang Fan, Shuaicheng Liu, Lize Zhang, Zhikai Zong, Jeremy Kwon, Junxi Zhang, Mengyuan Li, Nianxiang Fu, Guanchen Ding, Han Zhu, Zhenzhong Chen, Gen Li, Yuanfan Zhang, Lei Sun, Dafeng Zhang, Neo Yang, Fitz Liu, Jerry Zhao, Mustafa Ayazoglu, Bahri Batuhan Bilecen, Shota Hirose, Kasidis Arunruangsirilert, Luo Ao, Ho Chun Leung, Andrew Wei, Jie Liu, Qiang Liu, Dahai Yu, Ao Li, Lei Luo, Ce Zhu, Seongmin Hong, Dongwon Park, Joonhee Lee, Byeong Hyun Lee, Seunggyu Lee, Se Young Chun, Ruiyuan He, Xuhao Jiang, Haihang Ruan, Xinjian Zhang, Jing Liu, Garas Gendy, Nabil Sabor, Jingchao Hou, Guanghui He

While numerous solutions have been proposed for this problem in the past, they are usually not compatible with low-power mobile NPUs having many computational and memory constraints.

Image Super-Resolution

Efficient Multi-Purpose Cross-Attention Based Image Alignment Block for Edge Devices

no code implementations1 Jun 2022 Bahri Batuhan Bilecen, Alparslan Fisne, Mustafa Ayazoglu

Used as a sub-block in a larger network, XABA also improves multi-image super-resolution network performance in comparison to other alignment methods.

Image Registration Image Super-Resolution

IMDeception: Grouped Information Distilling Super-Resolution Network

no code implementations25 Apr 2022 Mustafa Ayazoglu

To further decrease the number of parameters and floating point operations persecond (FLOPS), we also propose Grouped Information Distilling Blocks (GIDB).

Image Super-Resolution

Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile Devices

2 code implementations21 May 2021 Mustafa Ayazoglu

Single-Image Super Resolution (SISR) is a classical computer vision problem and it has been studied for over decades.

Image Classification Image Super-Resolution +1

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