Performance of My Engineering Projects

All test videos are collected on the Internet, and the processing size of all models is above 1080P, which is compressed for the convenience of show.


Show Content

My research mainly focuses on video enhancement. This repo’s content takes old film descratch, video derain & desnow and video quality restoration as examples.

DeScratch

DeSnow & DeRain

Quality Recovery

Recovery Principle: Use high-quality reference frames with a limited number of frames and limited amount of information to restore the extremely low image quality sequence of input, then get high-quality sequences of output.

The below gif is the comparison between input and output, where the input sequence is the sequence of the original material compressed to a 200k Bitrate by h.264 encoding.

The below is the reference frame. Only one high-quality picture is used as the background information reference, and the output picture quality has been significantly improved after processing.

show-recover-bgr

双目视频生成

从单目视频生成具有3D效果的双目视频

3D效果很难直接展示,因此使用红蓝模式可视化,算法能够自动区分文字类和视频画面。

2dto3d_in

2dto3d_out

包装擦除

自动检测字幕、LOGO等包装元素区域并进行擦除,其中LOGO图标支持自定义的非模型训练的特定种类

Statement/声明

The results presented in this article is personally owned. Do not steal it.

本文展示结果均为个人所有,请勿盗用。