From bdc0eabb1b8df555d35f6cf4b8bdf0d82d302d43 Mon Sep 17 00:00:00 2001 From: Voldie Date: Tue, 27 Feb 2024 18:37:04 +0100 Subject: [PATCH] Update README.md --- README.md | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 1ac04fb..030f0e7 100644 --- a/README.md +++ b/README.md @@ -3,7 +3,7 @@ [![License: GPL v3](https://img.shields.io/badge/License-GPLv3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0) [![GitHub release](https://img.shields.io/github/release/voldien/SuperResolution.svg)](https://github.com/voldien/SuperResolution/releases) -A SuperResolution training program for creating/training upscaling machine learning model, developed for educational purposes only. +A SuperResolution training program for creating/training upscaling machine learning model, developed for educational purposes only. The result may vary between training data and hyperparameter, the example are from own trained model. ## Features @@ -28,18 +28,30 @@ A SuperResolution training program for creating/training upscaling machine learn python superresolution/SuperResolution.py --batch-size 16 --epochs 10 --image-size 128 128 --model edsr --learning-rate 0.0003 --color-space rgb --loss-fn msa --shuffle-data-set-size 512 --show-psnr --data-set-directory /path_to_training_data/ --output-dir image-super-resolution-result/ ``` +![Gangsta Anime EDSR Super Resolution Example from Trained model](https://github.com/voldien/SuperResolution/assets/9608088/1951a0c3-cebb-4ea8-818e-4a04bf28e116) +![Amagi Brilliant Park Anime EDSR Super Resolution Example from Trained model](https://github.com/voldien/SuperResolution/assets/9608088/17609c40-3b86-4a0d-a562-20d71359655a) + + ### VDR - Very Deep Convolutional Network ```bash python superresolution/SuperResolution.py --batch-size 16 --epochs 10 --image-size 128 128 --model vdr --learning-rate 0.0003 --color-space rgb --loss-fn msa --shuffle-data-set-size 512 --show-psnr --data-set-directory /path_to_training_data/ --output-dir image-super-resolution-result/ ``` +![Gangsta Anime EDSR Super Resolution Example from Trained model](https://github.com/voldien/SuperResolution/assets/9608088/24cccb38-807f-4454-bbc6-35ad9e03b57f) +![Amagi Brilliant Park Anime EDSR Super Resolution Example from Trained model](https://github.com/voldien/SuperResolution/assets/9608088/153792f5-c35a-4fae-8bba-aed47c8902de) + ### AE - AutoEncoder Super Resolution ```bash python superresolution/SuperResolution.py --batch-size 16 --epochs 10 --image-size 128 128 --model dcsr-ae --learning-rate 0.0003 --color-space rgb --loss-fn msa --shuffle-data-set-size 512 --show-psnr --data-set-directory /path_to_training_data/ --output-dir image-super-resolution-result/ ``` +![Gangsta Anime EDSR Super Resolution Example from Trained model](https://github.com/voldien/SuperResolution/assets/9608088/0dac4554-6169-4662-9401-204feac33846) +![Amagi Brilliant Park Anime EDSR Super Resolution Example from Trained model](https://github.com/voldien/SuperResolution/assets/9608088/bc77e853-a5e8-4eac-880b-e6d7a5f3c801) + + + ### DCNN - Deep Convolutional Super Resolution Neural Network ```bash