Giter VIP home page Giter VIP logo

perf's Introduction

PERF: Panoramic Neural Radiance Field from a Single Panorama

Technical Report 2023
S-Lab, Nanyang Technological University1, The University of Hong Kong2, Texas A&M University3
* denotes equal contribution

visitors

Usage

Setup

Step 1: Clone this repository

git clone https://github.com/perf-project/PeRF.git
cd PeRF
pip install -r requirements.txt

Step 2: Install tiny-cuda-nn

pip install ninja
pip install git+https://github.com/NVlabs/tiny-cuda-nn/#subdirectory=bindings/torch

Step 3: Download checkpoints as shown here.

Train

Here is a command to train a PeRF of an example data:

python core_exp_runner.py --config-name nerf dataset.image_path=$(pwd)/example_data/kitchen/image.png device.base_exp_dir=$(pwd)/exp

Render a video

After training is done, you can render a traverse video by running the following command:

python core_exp_runner.py --config-name nerf dataset.image_path=$(pwd)/example_data/kitchen/image.png device.base_exp_dir=$(pwd)/exp mode=render_dense is_continue=true

Citation

Cite as below if you find it helpful to your research.

@article{perf2023,
    title={PERF: Panoramic Neural Radiance Field from a Single Panorama},
    author={Guangcong Wang and Peng Wang and Zhaoxi Chen and Wenping Wang and Chen Change Loy and Ziwei Liu},
    journal={Technical Report},
    year={2023}}

perf's People

Contributors

perf-project avatar totoro97 avatar wanggcong avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.