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Phips/4xRealWebPhoto_v2_rgt_s

By Phips · ↓ 0 · ♥ 0 · Updated 2024-10-08

What's in this repo

This page lists the files in Phips/4xRealWebPhoto_v2_rgt_s, including 4xRealWebPhoto_v2_rgt_s_fp32.onnx.

  • 1 ONNX models (.onnx files)
  • 7 files, including 1 .pdf, 1 .txt, 1 .onnx, 1 .pth, 1 .safetensors, 1 .md
  • Last updated 2024-10-08

ONNX files

File Size Download
4xRealWebPhoto_v2_rgt_s_fp32.onnx — Download

How to use

These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.

README

Link to Github Release

4xRealWebPhoto_v2_rgt_s

Name: 4xRealWebPhoto_v2_rgt_s
License: CC BY 4.0
Author: Philip Hofmann
Network: RGT
Scale: 4
Release Date: 10.03.2024
Purpose: 4x real web photo upscaler, meant for upscaling photos downloaded from the web
Iterations: 220'000
epoch: 5
batch_size: 16
HR_size: 128
Dataset: 4xRealWebPhoto_v2 (see details in attached pdf file)
Number of train images: 1'086'976 (or 543'488 pairs)
OTF Training: No
Pretrained_Model_G: RGT_S_x4

Description:
4x real web photo upscaler, meant for upscaling photos downloaded from the web. Trained on my v2 of my 4xRealWebPhoto dataset, it should be able to handle realistic noise, jpg and webp compression and re-compression, scaling and rescaling with multiple downscampling algos, and handle a little bit of lens blur.

Thought featuring degraded images in the examples, this model should also be able to handle good quality input.

Details about the approach/dataset I made to train this model (and therefore also what this model would be capable of handling) is in the attached pdf.

My previous tries of this dataset, meaning v0 and v1, will get a separate entry, though this version would be recommended over them.

12 Examples on Slowpics

4xRealWebPhoto_v2_rgt_s_ex1 4xRealWebPhoto_v2_rgt_s_ex2 4xRealWebPhoto_v2_rgt_s_ex3 4xRealWebPhoto_v2_rgt_s_ex4

Model info

onnx pytorch super-resolution image-to-image license:cc-by-4.0 region:us
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Created: 2024-04-02

Updated: 2024-10-08

View on Hugging Face

Files (7)

.gitattributes
4xRealWebPhoto_v2.pdf
4xRealWebPhoto_v2_rgt_s.txt
4xRealWebPhoto_v2_rgt_s_fp32.onnx ONNX
4xRealWebPhoto_v2_rtg_s.pth
4xRealWebPhoto_v2_rtg_s.safetensors
README.md

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