Structure-Guided Adversarial Training of Diffusion Models

no code implementations • 27 Feb 2024 • Ling Yang, Haotian Qian, Zhilong Zhang, Jingwei Liu, Bin Cui

In this pioneering approach, we compel the model to learn manifold structures between samples in each training batch.

Conditional Image Generation Denoising

Transmission and Color-guided Network for Underwater Image Enhancement

no code implementations • 9 Aug 2023 • Pan Mu, Jing Fang, Haotian Qian, Cong Bai

To deal with the color deviation problem, we design a Dynamic Color-guided Module (DCM) to post-process the enhanced image color.

Image Enhancement

Realistic Bokeh Effect Rendering on Mobile GPUs, Mobile AI & AIM 2022 challenge: Report

no code implementations • 7 Nov 2022 • Andrey Ignatov, Radu Timofte, Jin Zhang, Feng Zhang, Gaocheng Yu, Zhe Ma, Hongbin Wang, Minsu Kwon, Haotian Qian, Wentao Tong, Pan Mu, Ziping Wang, Guangjing Yan, Brian Lee, Lei Fei, Huaijin Chen, Hyebin Cho, Byeongjun Kwon, Munchurl Kim, Mingyang Qian, Huixin Ma, Yanan Li, Xiaotao Wang, Lei Lei

In this Mobile AI challenge, the target was to develop an efficient end-to-end AI-based bokeh effect rendering approach that can run on modern smartphone GPUs using TensorFlow Lite.

Bokeh Effect Rendering