Official implementation of VQ-Diffusion

Last update: Jan 03, 2023

Related tags

Overview

Vector Quantized Diffusion Model for Text-to-Image Synthesis

Overview

This is the official repo for the paper: [Vector Quantized Diffusion Model for Text-to-Image Synthesis].

VQ-Diffusion is based on a VQ-VAE whose latent space is modeled by a conditional variant of the recently developed Denoising Diffusion Probabilistic Model (DDPM). It produces significantly better text-to-image generation results when compared with Autoregressive models with similar numbers of parameters. Compared with previous GAN-based methods, VQ-Diffusion can handle more complex scenes and improve the synthesized image quality by a large margin.

Our code and model is ready, however, they are still under the review of the company. We promise to release them in December.

Framework

Samples

More Samples

Owner

Microsoft

Open source projects and samples from Microsoft

GitHub Repository

Code release for the paper “Worldsheet Wrapping the World in a 3D Sheet for View Synthesis from a Single Image”, ICCV 2021.

Worldsheet: Wrapping the World in a 3D Sheet for View Synthesis from a Single Image This repository contains the code for the following paper: R. Hu,

37 Jan 04, 2023

PyTorch implementation of paper: AdaAttN: Revisit Attention Mechanism in Arbitrary Neural Style Transfer, ICCV 2021.

AdaAttN: Revisit Attention Mechanism in Arbitrary Neural Style Transfer [Paper] [PyTorch Implementation] [Paddle Implementation] Overview This reposit

148 Dec 30, 2022

A library that allows for inference on probabilistic models

Bean Machine Overview Bean Machine is a probabilistic programming language for inference over statistical models written in the Python language using

234 Dec 29, 2022

Edge-aware Guidance Fusion Network for RGB-Thermal Scene Parsing

EGFNet Edge-aware Guidance Fusion Network for RGB-Thermal Scene Parsing Dataset and Results Test maps: 百度网盘提取码：zust Citation @ARTICLE{ author={Zhou,

10 Dec 08, 2022

A tutorial on training a DarkNet YOLOv4 model for the CrowdHuman dataset

YOLOv4 CrowdHuman Tutorial This is a tutorial demonstrating how to train a YOLOv4 people detector using Darknet and the CrowdHuman dataset. Table of c

118 Nov 10, 2022

TorchGeo is a PyTorch domain library, similar to torchvision, that provides datasets, transforms, samplers, and pre-trained models specific to geospatial data.

1.3k Dec 30, 2022

This is the pytorch implementation of the paper - Axiomatic Attribution for Deep Networks.

Integrated Gradients This is the pytorch implementation of "Axiomatic Attribution for Deep Networks". The original tensorflow version could be found h

150 Dec 23, 2022

I-BERT: Integer-only BERT Quantization

I-BERT: Integer-only BERT Quantization HuggingFace Implementation I-BERT is also available in the master branch of HuggingFace! Visit the following li

139 Dec 27, 2022

Python package facilitating the use of Bayesian Deep Learning methods with Variational Inference for PyTorch

PyVarInf PyVarInf provides facilities to easily train your PyTorch neural network models using variational inference. Bayesian Deep Learning with Vari

342 Dec 02, 2022

68 keypoint annotations for COFW test data

68 keypoint annotations for COFW test data This repository contains manually annotated 68 keypoints for COFW test data (original annotation of CFOW da

31 Dec 06, 2022

Dense Passage Retriever - is a set of tools and models for open domain Q&A task.

Dense Passage Retrieval Dense Passage Retrieval (DPR) - is a set of tools and models for state-of-the-art open-domain Q&A research. It is based on the

1.1k Jan 03, 2023

KAPAO is an efficient multi-person human pose estimation model that detects keypoints and poses as objects and fuses the detections to predict human poses.

KAPAO (Keypoints and Poses as Objects) KAPAO is an efficient single-stage multi-person human pose estimation model that models keypoints and poses as

664 Dec 30, 2022

Official implementation of VQ-Diffusion

Related tags

Overview

Vector Quantized Diffusion Model for Text-to-Image Synthesis

Overview

Framework

Samples

More Samples

Owner

Microsoft

Code release for the paper “Worldsheet Wrapping the World in a 3D Sheet for View Synthesis from a Single Image”, ICCV 2021.

PyTorch implementation of paper: AdaAttN: Revisit Attention Mechanism in Arbitrary Neural Style Transfer, ICCV 2021.

A library that allows for inference on probabilistic models

Edge-aware Guidance Fusion Network for RGB-Thermal Scene Parsing

A tutorial on training a DarkNet YOLOv4 model for the CrowdHuman dataset

TorchGeo is a PyTorch domain library, similar to torchvision, that provides datasets, transforms, samplers, and pre-trained models specific to geospatial data.

This is the pytorch implementation of the paper - Axiomatic Attribution for Deep Networks.

I-BERT: Integer-only BERT Quantization

Python package facilitating the use of Bayesian Deep Learning methods with Variational Inference for PyTorch

68 keypoint annotations for COFW test data

Dense Passage Retriever - is a set of tools and models for open domain Q&A task.

KAPAO is an efficient multi-person human pose estimation model that detects keypoints and poses as objects and fuses the detections to predict human poses.

Pytorch Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic

A PyTorch Library for Accelerating 3D Deep Learning Research

Speech recognition tool to convert audio to text transcripts, for Linux and Raspberry Pi.

Neural machine translation between the writings of Shakespeare and modern English using TensorFlow

Code for Multinomial Diffusion

ML-Ensemble – high performance ensemble learning

Non-stationary GP package written from scratch in PyTorch

Apply Graph Self-Supervised Learning methods to graph-level task(TUDataset, MolculeNet Datset)