Datasets:
File size: 2,709 Bytes
89da144 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 |
---
license: cc-by-4.0
task_categories:
- image-to-3d
language:
- en
tags:
- 4d
- 3d
- image-to-4d
pretty_name: CamVid-30K
size_categories:
- 10K<n<100K
---
# CamVid-30K
<p align="center">
<img src="https://gen-x-d.github.io/materials/figures/camvid-30k.png">
</p>
## Summary
This is the **CamVid-30K** dataset introduced in our paper, "[**GenXD: Generating Any 3D and 4D Scenes**](https://gen-x-d.github.io/)." CamVid-30K is the first open-sourced, large-scale 4D dataset, designed to support various dynamic 3D tasks. It includes videos sourced from [VIPSeg](https://github.com/VIPSeg-Dataset/VIPSeg-Dataset), [OpenVid-1M](https://github.com/NJU-PCALab/OpenVid-1M), and [WebVid-10M](https://github.com/m-bain/webvid), with camera annotations curated using our data curation pipeline.
**Project**: [https://gen-x-d.github.io/](https://gen-x-d.github.io/)
**Paper**: [https://arxiv.org/pdf/2411.02319](https://arxiv.org/pdf/2411.02319)
**Code**: [https://github.com/HeliosZhao/GenXD](https://github.com/HeliosZhao/GenXD)
<p align="center">
<img src="https://gen-x-d.github.io/materials/figures/motion.png">
<br>
Data curation pipeline.
</p>
## Directory
The zipped dataset is organized in the following structure:
```
DATA_PATH
└─ camvid-vipseg
└─ batch_1.zip
└─ batch_2.zip
└─ camvid-openvid
└─ batch_1.zip
└─ batch_2.zip
└─ ...
```
After unzipping, each sample contains the images and COLMAP source files:
```
VIDEO_ID
└─ images
└─ *.jpg
└─ 0
└─ cameras.bin
└─ images.bin
└─ points3D.bin
└─ project.ini
```
**Note:** Due to the [ban on WebVid-10M](https://github.com/m-bain/webvid?tab=readme-ov-file#dataset-no-longer-available-but-you-can-still-use-it-for-internal-non-commerical-purposes), we cannot provide the data containing videos from WebVid-10M. If you would like to discuss this subset further, feel free to reach out to [Yuyang](mailto:yuyangzhao98@gmail.com).
## License
Our CamVid-30K dataset is released under CC-BY-4.0. The video samples are collected from publicly available datasets. Users must follow the related licenses [VIPSeg](https://github.com/VIPSeg-Dataset/VIPSeg-Dataset?tab=readme-ov-file#license), [OpenVid-1M](https://huggingface.co/datasets/nkp37/OpenVid-1M#license), and [WebVid-10M](https://github.com/m-bain/webvid) to use these video samples.
## Citation
```
@article{zhao2024genxd,
title={GenXD: Generating Any 3D and 4D Scenes},
author={Zhao, Yuyang and Lin, Chung-Ching and Lin, Kevin and Yan, Zhiwen and Li, Linjie and Yang, Zhengyuan and Wang, Jianfeng and Lee, Gim Hee and Wang, Lijuan},
journal={arXiv preprint arXiv:2411.02319},
year={2024}}
```
|