DeepSIM vs esrgan

DeepSIM

Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral) (by eliahuhorwitz)

Source Code

vision.huji.ac.il

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esrgan

Enhanced SRGAN. Champion PIRM Challenge on Perceptual Super-Resolution (by leverxgroup)

super-resolution Image processing Computer Vision generative-adversarial-network deep-neural-networks Pytorch

Source Code

esrgan.readthedocs.io

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DeepSIM		esrgan
	Project
3	Mentions	1
418	Stars	131
-	Growth	8.4%
1.8	Activity	10.0
over 2 years ago	Latest Commit	over 1 year ago
Python	Language	Python
GNU General Public License v3.0 or later	License	GNU General Public License v3.0 or later

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

DeepSIM

Posts with mentions or reviews of DeepSIM. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-25.

[P] I made FaceShop! Instance segmentation + CGAN for editing faces (badly)
3 projects | /r/MachineLearning | 25 Sep 2021

Pix2PixHD (from DeepSIM)

3 projects | /r/MachineLearning | 25 Sep 2021

Uses a mix of instance segmentation (BiSeNet) and conditional GAN, and is heavily inspired by the Pix2PixHD and DeepSIM papers. Will have more details when I wake up!
Israeli Researchers Unveil DeepSIM, a Neural Generative Model for Conditional Image Manipulation Based on a Single Image
1 project | /r/artificial | 16 Sep 2021

5 Min Read | Paper | Project | Code

esrgan

Posts with mentions or reviews of esrgan. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-09-03.

Comparison between different samplers in Stable Diffusion (warning, large resolution image)
2 projects | /r/StableDiffusion | 3 Sep 2022

pip install git+https://github.com/leverxgroup/esrgan.git

What are some alternatives?

When comparing DeepSIM and esrgan you can also consider the following projects:

anycost-gan - [CVPR 2021] Anycost GANs for Interactive Image Synthesis and Editing

super-image - Image super resolution models for PyTorch.

SDEdit - PyTorch implementation for SDEdit: Image Synthesis and Editing with Stochastic Differential Equations

text2image-gui - Somewhat modular text2image GUI, initially just for Stable Diffusion

pytorch-CycleGAN-and-pix2pix - Image-to-Image Translation in PyTorch

Deep-Exemplar-based-Video-Colorization - The source code of CVPR 2019 paper "Deep Exemplar-based Video Colorization".

pix2pixHD - Synthesizing and manipulating 2048x1024 images with conditional GANs

StyleSwin - [CVPR 2022] StyleSwin: Transformer-based GAN for High-resolution Image Generation

face-parsing.PyTorch - Using modified BiSeNet for face parsing in PyTorch

Robo-Semantic-Segmentation - Just a simple semantic segmentation library that I developed to speed up the image segmentation pipeline

stylegan3-editing - Official Implementation of "Third Time's the Charm? Image and Video Editing with StyleGAN3" (AIM ECCVW 2022) https://arxiv.org/abs/2201.13433