The Less You Depend, The More You Learn: Synthesizing Novel Views from Sparse, Unposed Images without Any 3D Knowledge
Paper
•
2506.09885
•
Published
Error code: FileFormatMismatchBetweenSplitsError
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This dataset is a post-processed version of the DL3DV-10K dataset, specifically prepared for the repository 👉 Less3Depend.
The goal of this release is to provide a clean, unified, and research-ready variant of DL3DV that is directly usable in 👉 PixelSplat style.
If you find this dataset useful in your research, please consider citing:
1️⃣ DL3DV Original Dataset:
@inproceedings{ling2024dl3dv,
title={Dl3dv-10k: A large-scale scene dataset for deep learning-based 3d vision},
author={Ling, Lu and Sheng, Yichen and Tu, Zhi and Zhao, Wentian and Xin, Cheng and Wan, Kun and Yu, Lantao and Guo, Qianyu and Yu, Zixun and Lu, Yawen and others},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
pages={22160--22169},
year={2024}
}
2️⃣ Post-processing & Experimental Inplementation from Less3Depend:
@misc{wang2025less3depend,
title={The Less You Depend, The More You Learn: Synthesizing Novel Views from Sparse, Unposed Images without Any 3D Knowledge},
author={Haoru Wang and Kai Ye and Yangyan Li and Wenzheng Chen and Baoquan Chen},
year={2025},
eprint={2506.09885},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2506.09885}
}
If you have questions, issues, or would like to build upon this dataset:
Contributions and feedback are welcome.