Top 20 image-synthesis Open-Source Projects

• mmagic

  5 6,588 8.7 Jupyter Notebook

  OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.

  

• Depth-Anything

  6 5,701 8.0 Python

  [CVPR 2024] Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data. Foundation Model for Monocular Depth Estimation

Project mention: Video generation models as world simulators | news.ycombinator.com | 2024-02-15

Depth estimation improved a lot as well e.g. with Depth-Anything [0]. But those are mostly relative depth instead of metric. Also when even converted to metric they still seems have a lot of pointclouds at the edges that have to be pruned - visible in this blog [1]. Looks like those models trained on Lidar or Stereo depthmaps that has this limitations. I think we don't have enough clean training data for 3d unless we maybe train on synthetic data (then we can have plenty, generate realistic scene in Unreal Engine 5 and train on rendered 2d frames)

[0] https://github.com/LiheYoung/Depth-Anything

[1] https://medium.com/@patriciogv/the-state-of-the-art-of-depth...

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• Awesome-Text-to-Image

  1 1,878 9.1

  (ෆ`꒳´ෆ) A Survey on Text-to-Image Generation/Synthesis.

• ebsynth

  77 1,447 0.0 C

  Fast Example-based Image Synthesis and Style Transfer

Project mention: EbSynth – Transform Video by Painting over a Single Frame | news.ycombinator.com | 2023-12-26

• HR-VITON

  2 789 4.1 Python

  Official PyTorch implementation for the paper High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditions (ECCV 2022).

• APDrawingGAN

  1 773 0.0 Python

  Code for APDrawingGAN: Generating Artistic Portrait Drawings from Face Photos with Hierarchical GANs (CVPR 2019 Oral)

• MobileStyleGAN.pytorch

  1 656 0.0 Python

  An official implementation of MobileStyleGAN in PyTorch

• SaaSHub

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• BMSG-GAN

  1 629 10.0 Python

  [MSG-GAN] Any body can GAN! Highly stable and robust architecture. Requires little to no hyperparameter tuning. Pytorch Implementation

• cycle-diffusion

  8 516 6.1 Python

  [ICCV 2023] A latent space for stochastic diffusion models

• PITI

  1 471 2.0 Python

  PITI: Pretraining is All You Need for Image-to-Image Translation

• StyleSwin

  1 462 0.0 Python

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

  

• ArtGAN

  1 401 3.6 Python

  ArtGAN + WikiArt: This work presents a series of new approaches to improve GAN for conditional image synthesis and we name the proposed model as “ArtGAN”.

• TediGAN

  1 361 0.0 Python

  [CVPR 2021] Pytorch implementation for TediGAN: Text-Guided Diverse Face Image Generation and Manipulation

  

• DeceiveD

  1 249 0.0 Python

  [NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data

• RelayDiffusion

  1 226 4.7 Python

  The official implementation of "Relay Diffusion: Unifying diffusion process across resolutions for image synthesis" [ICLR 2024 Spotlight]

  

Project mention: Relay Diffusion: Unifying diffusion process across resolutions for image synthesis. | /r/StableDiffusion | 2023-09-09

• concept-ablation

  1 136 6.7 Python

  Ablating Concepts in Text-to-Image Diffusion Models (ICCV 2023)

• Frido

  2 111 10.0 Jupyter Notebook

  Research code for paper "Frido: Feature Pyramid Diffusion for Complex Scene Image Synthesis"

• SatelliteCloudGenerator

  1 97 4.4 Jupyter Notebook

  A PyTorch-based tool to generate clouds for satellite images.

  

Project mention: Satellite Cloud Generator: A tool to generate clouds for satellite images | news.ycombinator.com | 2023-08-24

• Did-Somebody-Say-Corgi

  3 87 0.0 Jupyter Notebook

  Image Synthesis + Corgis = <3

• pytorch_clip_guided_loss

  2 77 0.0 Python

  A simple library that implements CLIP guided loss in PyTorch.

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

image-synthesis related posts

• Video generation models as world simulators

  1 project | news.ycombinator.com | 15 Feb 2024

• Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

  1 project | news.ycombinator.com | 13 Feb 2024

• Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

  1 project | news.ycombinator.com | 24 Jan 2024

• Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

  2 projects | news.ycombinator.com | 22 Jan 2024

• EbSynth – Transform Video by Painting over a Single Frame

  1 project | news.ycombinator.com | 26 Dec 2023

• Tips to hide waistband?

  1 project | /r/AfterEffects | 10 Dec 2023

• Please react to this!

  1 project | /r/Corridor | 7 Dec 2023
• A note from our sponsor - SaaSHub
  www.saashub.com | 3 May 2024

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