DeepSIM vs pix2pixHD

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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pix2pixHD

Synthesizing and manipulating 2048x1024 images with conditional GANs (by NVIDIA)

Gan Deep Learning deep-neural-networks Pytorch Pix2pix image-to-image-translation generative-adversarial-network Computer Vision computer-graphics

Source Code

tcwang0509.github.io

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DeepSIM		pix2pixHD
	Project
3	Mentions	6
418	Stars	6,521
-	Growth	0.9%
1.8	Activity	0.0
over 2 years ago	Latest Commit	11 months 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

pix2pixHD

Posts with mentions or reviews of pix2pixHD. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-02-04.

How do I run more than 200 epochs in training a Pix2PixHD model?
1 project | /r/MLQuestions | 11 Aug 2022
NVIDIA DLSS Now Available in Over 150 Games, Including Dying Light 2 Stay Human, Sifu and Phantasy Star Online 2 New Genesis
1 project | /r/Games | 14 Feb 2022

Well, maybe not, considering things like pix2pix can generate detail from just solid shapes and colors.
Image to hand drawn
4 projects | /r/artificial | 4 Feb 2022

Sources: U2Net, ArtLine, Pix2PixHD, APDrawingGAN
[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!
How to access a class object when I use torch.nn.DataParallel()?
1 project | /r/pytorch | 12 Mar 2021

I used Pix2PixHD implementation in GitHub if you want to see the full code.

What are some alternatives?

When comparing DeepSIM and pix2pixHD you can also consider the following projects:

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

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

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

awesome-colab-notebooks - Collection of google colaboratory notebooks for fast and easy experiments

sofgan - [TOG 2022] SofGAN: A Portrait Image Generator with Dynamic Styling

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

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

generative-inpainting-pytorch - A PyTorch reimplementation for paper Generative Image Inpainting with Contextual Attention (https://arxiv.org/abs/1801.07892)

Text2LIVE - Official Pytorch Implementation for "Text2LIVE: Text-Driven Layered Image and Video Editing" (ECCV 2022 Oral)

contrastive-unpaired-translation - Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)