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Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)

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2022-09-16 0 593

Resource Number 38571 Last Updated 2025-02-24

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In this issue, we recommend Waifu2x Extension GUI, a tool that uses machine learning to enlarge images/videos/GIFs and video frame interpolation (patching)

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图

Waifu2x Extension GUI uses deep convolutional neural networks to performsuper-resolutionenlargement (i.e. enlargement and noise reduction) onimages,GIFs, andvideos, as well asframe interpolation (i.e. frame supplementation) on videos.

Main features

- Automated processing of multiple media: Supports processing of images while achieving automated processing of GIFs& APNG and Video
- Full image style support: built-in multiple algorithms, whether it’s anime animation or photos you take daily& Video recordings can be processed for clarity
- Video Frame Insertion (Supplementary Frame): After super-resolution of the video, automatic frame insertion is performed to improve video fluency

Video image analysis: By intelligently analyzing video images, video processing speed can be accelerated and video quality can be improved

Powerful compatibility: Built in multiple engines, almost compatible with all modern Windows PCs

Flexible multithreading settings: While providing comprehensive settings for each engine, you can also freely adjust the number of threads to fully utilize all the performance of the PC
Multi GPU support: All built-in engines can support multiple graphics cards, fully utilizing all the performance of your PC
Numerous custom settings: You can achieve automated workflows by adjusting the numerous custom settings within the software
Intelligent settings: This software can automatically adjust some software settings based on your PC hardware information and the information you want to process files
Easy to use graphical user interface

Built in super-resolution algorithm:
Waifu2x / SRMD / RealSR / Real-ESRGAN/ Real-CUGAN / Anime4K / ACNet

Built in super-resolution engine:
Waifu2x-caffe / Waifu2x-converter / Waifu2x-ncnn-vulkan
SRMD-ncnn-vulkan / RealSR-ncnn-vulkan / Anime4KCPP / SRMD-CUDA
RealESRGAN-NCNN-Vulkan / Real-CUGAN

Built in frame insertion algorithm:
RIFE / CAIN / DAIN

Built in frame interpolation engine:
rife-ncnn-vulkan / cain-ncnn-vulkan / dain-ncnn-vulkan

Tested on AMD RX 550, NVIDIA GeForce RTX 3060, and Intel UHD 620

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图1

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图2

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图3

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图4

Example

Comparison (3D realism),Using the built-in RealESRGAN NCNN Vulkan engine:

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图5

Comparison (2D anime),Using the built-in Waifu2x NCNN Vulkan engine:

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图6

Original 2D anime image 480×300 (. jpg 93.2 KB):

a9bb082f0f6a4d209079735b0c2450a9noop.image_

After 8x amplification, 3-level denoising, and compression, 3840×2400 (. jpg 525 KB),using the built-in Waifu2x NCNN Vulkan engine:

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图8

Original GIF 500 x 372 (493 KB):

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图9

1000 x 744 (3.77 MB) after 2x amplification, 2-level denoising, and GIF optimization,using the built-in Waifu2x NCNN Vulkan engine:

Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching)插图10

Waifu2x Extension GUI is currently only licensed for personal use, and more content can be read on your own

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Ictcoder Free source code Tools for using machine learning to enlarge images, videos, GIFs, and video frame interpolation (patching) https://ictcoder.com/kyym/tools-for-using-machine-learning-to-enlarge-images-videos-gifs-and-video-frame-interpolation-patching.html

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