code for paper"3D reconstruction method based on a generative model in continuous latent space"

Related tags

Downloader3D-VGT
Overview

PyTorch implementation of 3D-VGT(3D-VAE-GAN-Transformer)

This repository contains the source code for the paper "3D reconstruction method based on a generative model in continuous latent space"

Author email: [email protected]

Github Github

Datasets

We use the renderings of ShapeNet in our experiments,which are available below:

Model Structure

train stage

Prerequisites

Clone the Code Repository

git clone https://github.com/clfs0003/3D-VGT

Install Python Denpendencies

cd 3D-VGT
pip install -r 3D-VGT_requirements.txt

Update Settings in config.py of part1

You need to update hyperparametersthe of the model and path of the datasets :

    parser.add_argument('--img_dir', type=str, default='../dataset/shapenet/train_imgs', help='input images path')
    parser.add_argument('--vox_dir', type=str, default='../dataset/shapenet/train_voxels', help='input voxels path')
    parser.add_argument('--lr', type=float, default='0.0002', help='learning rate')
    parser.add_argument('--batch_size', type=int, default='32', help='batch_size in training')
    parser.add_argument("--epoch", type=int, default=500, help="epoch in training")

Part of the experimental results are as follows

results of ShapeNet:

Get Started

To train UAGAN, you can simply use the following command:

stage 1

cd 3D-VGT
cd part1
python3 main_part1.py

stage 2

cd 3D-VGT
cd part2
python3 main_part2.py

Note: Since our paper has not been published yet, we only show the model structure and training code. When the paper is published, we will publish the full work of the paper. Welcome scholars to discuss and exchange.

License

This project is open sourced under MIT license.

Owner
Tong
Perseverance.
Tong
Download h3t4y for later read

h3nt4y_dl Download h3nt4y for later read Tải h3nt4y về đọc thôi nào các bạn ơiiiiiiii! (Tải từ h**taivn nhé) Usage: python get_that_ht4i.py New versio

1 Dec 03, 2021
Download YouTube videos that are available in the given playlist

Youtube-Playlist-Downloader Download YouTube videos that are in a playlist Project assets: music downloaded music folder. (will be generated) music.db

Sultan Aljaberi 1 Dec 22, 2021
Gogoanime-dl - Gogoanime downloader for downloading anime.

gogoanime-dl With this script, you can download episodes of your favorite anime from Gogoanime. The current site that's developed against is https://w

1 Jan 06, 2022
A discord bot for downloading youtube video and audio files

disctube disctube is a discord bot for downloading video and audio files from youtube using python pytube. disclaimer i am not the best python program

razor420 3 Feb 03, 2022
📼Command line tool based on youtube-dl to easily download selected channels from your subscriptions.

youtube-cdl Command line tool based on youtube-dl to easily download selected channels from your subscriptions. This tool is very handy if you want to

Anatoly 64 Dec 25, 2022
A Python script that allows you to download all of an anime's episodes at once.

BitAnime A Python script that allows you to download all of an anime's episodes at once. · Download executable version · About BitAnime BitAnime is a

sh1nobu 17 Aug 10, 2022
A manga download script written in python.

manga-dlp python script to download mangas Description A manga download script written in python. It only supports mangadex.org for now. But support f

Ivan Schaller 15 Nov 28, 2022
Download a large file from Google Drive (curl/wget fails because of the security notice).

gdown Download a large file from Google Drive. Description Download a large file from Google Drive. If you use curl/wget, it fails with a large file b

Kentaro Wada 2.7k Jan 09, 2023
S3 file download with Python and access with VBA

S3 file download with Python and access with VBA This simple project is using the following stacks: Python AWS S3 VBA/Excel A Bitcoin API With this st

Julio Cesar Scheidt 0 Dec 07, 2021
Downloader Middleware to support Playwright in Scrapy & Gerapy

Gerapy Playwright This is a package for supporting Playwright in Scrapy, also this package is a module in Gerapy. Installation pip3 install gerapy-pla

Gerapy 85 Dec 31, 2022
Twitter Media Downloader (Telegram Bot)

Twitter Media Downloader (Telegram Bot)

Matin Baloochestani 8 Oct 27, 2022
Downloads yiffer.xyz comics as images

yiffer-dl Downloads comics as images from yiffer.xyz.

Maxim 2 Mar 20, 2022
An automatic beatmapset downloader via txt file, suitable for tourney mappools.

Pooler Pooler is a bulk osu! mapset downloader, perfect for use with osu! Tournament Mappools. Prerequisites Python 3.10 Requests (pip install request

Thomas 0 Feb 11, 2022
A cli tool to download purchased products from the DLsite.

dlsite-downloader A cli tool to download purchased products from the DLsite. How can I use? This program runs with configurations defined at settings.

AcrylicShrimp 9 Dec 23, 2022
Jocomol 16 Dec 12, 2022
A YouTube downloader which allows you to choose which video you want

Youtube Video Downloader Download multiple videos in one go! How to Use 1.First type the video you want to download 2.On clicking the Search button yo

2 Dec 17, 2021
Music and video downloader, Made with love by Bryan Herrera

Python-Mp3Mp4-Downloader Music and video downloader, Made with love by Bryan Herrera Requirements CHOCOLATELY windows command If your system does not

ርᚱ1ናተᛰ ᚻህᚥተპᚱ 104 Dec 27, 2022
YouTube Downloader Bot With Python

TG YᴏᴜTᴜʙᴇ Uᴘʟᴏᴀᴅᴇʀ * Commands YouTube for Audio & Video and sends it to telegram after receiving valid URL [Do not forwarded any just copy and paste

Pʀᴇᴅᴀᴛᴏʀ 5 Oct 21, 2022
Downloads state flags from wikipedia for states/regions from all countries

world-state-flags Downloads state flags from wikipedia for states/regions from all countries This data is NOT curated Uses https://github.com/dr5hn/co

João Ribeiro Bezerra 2 Dec 15, 2022
YouTube Video publisher using youtube-dl & ROS2🐢

YouTube-publisher-ROS2 Publish sensor_msgs/Image by "YouTube" 🤗 🤗 🤗 ! You don't have to use webcamera or your video to check demos. Purpose Quick d

Ar-Ray 5 Dec 04, 2022