Python diffusion-models

Open-source Python projects categorized as diffusion-models
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Topics: stable-diffusion Pytorch Deep Learning image-generation Computer Vision
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Top 23 Python diffusion-model Projects

  • SUPIR

    SUPIR aims at developing Practical Algorithms for Photo-Realistic Image Restoration In the Wild

    • Project mention: Compressing Images with Neural Networks | news.ycombinator.com | 2024-03-18

    Current SOTA open source is I believe SUPIR (Example - https://replicate.com/p/okgiybdbnlcpu23suvqq6lufze), but it needs a lot of VRAM, or you can run it through replicate, or here's the repo (https://github.com/Fanghua-Yu/SUPIR)

  • VAR

    [GPT beats diffusion🔥] [scaling laws in visual generation📈] Official impl. of "Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction". An *ultra-simple, user-friendly yet state-of-the-art* codebase for autoregressive image generation! (by FoundationVision)

    • Project mention: Visual Autoregressive Modeling: Image Generation via Next-Scale Prediction | news.ycombinator.com | 2024-04-07

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  • mmgeneration

    MMGeneration is a powerful toolkit for generative models, based on PyTorch and MMCV.

  • DreamCraft3D

    [ICLR 2024] Official implementation of DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior

    • Project mention: AI Image Generator Transforms 2D Images into 3D Images | news.ycombinator.com | 2023-11-07

  • custom-diffusion

    Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)

  • RePaint

    Official PyTorch Code and Models of "RePaint: Inpainting using Denoising Diffusion Probabilistic Models", CVPR 2022

  • Make-It-3D

    [ICCV 2023] Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Prior

  • WorkOS

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  • zero123plus

    Code repository for Zero123++: a Single Image to Consistent Multi-view Diffusion Base Model.

    • Project mention: Zero123: A Single Image to Consistent Multi-View Diffusion Base Model | news.ycombinator.com | 2023-10-27

  • dpm-solver

    Official code for "DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps" (Neurips 2022 Oral)

  • onediff

    OneDiff: An out-of-the-box acceleration library for diffusion models.

    • Project mention: Accelerating Stable Video Diffusion 3x Faster with OneDiff DeepCache and Int8 | news.ycombinator.com | 2024-01-29

    --output-video path/to/output_image.mp4

    Run with ComfyUI

    Run with OneDiff workflow: https://github.com/siliconflow/onediff/blob/main/onediff_com...

    Run with OneDiff + DeepCache workflow: https://github.com/siliconflow/onediff/blob/main/onediff_com...

    The use of Int8 can be referenced in the workflow: https://github.com/siliconflow/onediff/blob/main/onediff_com...

  • DDNM

    [ICLR 2023 Oral] Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model

  • text2room

    Text2Room generates textured 3D meshes from a given text prompt using 2D text-to-image models (ICCV2023).

  • Paint-by-Example

    Paint by Example: Exemplar-based Image Editing with Diffusion Models

  • ImageReward

    [NeurIPS 2023] ImageReward: Learning and Evaluating Human Preferences for Text-to-image Generation

    • Project mention: Results of finetuning Avalon TRUvision v2 with image scoring | /r/StableDiffusion | 2023-05-17

    I used Image Reward repo to score generated imaged during training and modified loss function to take score into account.

  • tango

    A family of diffusion models for text-to-audio generation. (by declare-lab)

    • Project mention: [Research] [Project] Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model | /r/MachineLearning | 2023-05-04

    Found relevant code at https://github.com/declare-lab/tango + all code implementations here

  • instruct-nerf2nerf

    Instruct-NeRF2NeRF: Editing 3D Scenes with Instructions (ICCV 2023)

    • Project mention: GTA 6 trailer screencaps, photorealistic style | /r/StableDiffusion | 2023-12-07

    There is already text editing NeRFs, too https://instruct-nerf2nerf.github.io/

  • MeshDiffusion

    Official implementation of "MeshDiffusion: Score-based Generative 3D Mesh Modeling" (ICLR 2023 Spotlight)

  • rich-text-to-image

    Rich-Text-to-Image Generation

    • Project mention: FLaNK Stack Weekly 09 Oct 2023 | dev.to | 2023-10-10

  • MotionDirector

    MotionDirector: Motion Customization of Text-to-Video Diffusion Models.

    • Project mention: List of Stable Diffusion research softwares that I don't think gotten widespread adoption. | /r/StableDiffusion | 2023-12-10

  • DeepCache

    [CVPR 2024] DeepCache: Accelerating Diffusion Models for Free

    • Project mention: DeepCache: Accelerating Diffusion Models for Free | news.ycombinator.com | 2023-12-05

  • Papers-in-100-Lines-of-Code

    Implementation of papers in 100 lines of code.

    • Project mention: How do I run this code from Papers in 100 lines of code? | /r/NeuralRadianceFields | 2023-09-22

    I wanted to try the some code written by Maxime Vandegar https://github.com/MaximeVandegar/Papers-in-100-Lines-of-Code/tree/main/KiloNeRF_Speeding_up_Neural_Radiance_Fields_with_Thousands_of_Tiny_MLPs

  • cycle-diffusion

    [ICCV 2023] A latent space for stochastic diffusion models

  • sjc

    Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D Generation (CVPR 2023)

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python diffusion-models related posts

Index

What are some of the best open-source diffusion-model projects in Python? This list will help you:

Project Stars
1 SUPIR 3,359
2 VAR 2,672
3 mmgeneration 1,801
4 DreamCraft3D 1,793
5 custom-diffusion 1,776
6 RePaint 1,705
7 Make-It-3D 1,683
8 zero123plus 1,423
9 dpm-solver 1,382
10 onediff 1,194
11 DDNM 1,022
12 text2room 971
13 Paint-by-Example 959
14 ImageReward 938
15 tango 910
16 instruct-nerf2nerf 750
17 MeshDiffusion 735
18 rich-text-to-image 732
19 MotionDirector 687
20 DeepCache 595
21 Papers-in-100-Lines-of-Code 577
22 cycle-diffusion 513
23 sjc 491

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