Machine Learning Image/Video Upscaling Tool with Frame Interpolation

Machine Learning Image/Video Upscaling Tool with Frame Interpolation

2022-09-16 0 1,221
Resource Number 38571 Last Updated 2025-02-24
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Product Details 商品属性

  • Language: 其他
  • Database:
  • License: License-Free
  • Source Code: Fully Open Source
  • Specification: Full Website Source
  • Delivery: Automatic (instant download after payment)

In this issue, we recommend Waifu2x Extension GUI, a tool that uses machine learning to enlarge images/videos/GIFs and video frame interpolation (patching)
Machine Learning Image/Video Upscaling Tool with Frame Interpolation

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

Example

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

Comparison (2D anime),Using the built-in Waifu2x NCNN Vulkan engine:
Machine Learning Image/Video Upscaling Tool with Frame Interpolation

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:

Original GIF 500 x 372 (493 KB):

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

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

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Updated 2025-02-24

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