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| license: cc-by-nc-4.0 | |
| # TruncGradGS | |
| Synthetic dynamic benchmark released with [TruncGradGS: Improved 3D Gaussian Splatting via Truncated Gradient Updates](https://dubiouscactus.github.io/trunc-grad-gs/) (Pacific Graphics 2026). | |
| The benchmark is six path-traced scenes with large motion: fluids, foliage, night lighting, particles, and caustics. Each scene is 300 frames (10 s at 30 fps) at 1600×900. Cameras are arranged in rigs of several circular arrays. Evaluation holds out 1–4 cameras per scene; the remaining cameras are the training views. | |
| **Five scenes are in this repo as Parquet files.** The underwater scene (`1_4_underwater`) is **coming soon**. | |
| Project page: <https://dubiouscactus.github.io/trunc-grad-gs/> | |
| Paper: <https://arxiv.org/abs/2609.03534> | |
| ## Scenes | |
| | Folder / Parquet | Scene | Cameras | Rig | Test Views | Depth | Status | | |
| | --- | --- | --- | --- | --- | --- | --- | | |
| | `1_1_neon` | Neon city | 42 | 6 × 7 | 3 | EXR | Released | | |
| | `1_4_underwater` | Underwater | 36 | 6 × 6 | 2 | EXR | Coming soon | | |
| | `4_5_tree` | Windy tree | 50 | 5 × 10 | 3 | EXR | Released | | |
| | `alley` | Alley | 42 | 6 × 7 | 4 | EXR | Released | | |
| | `bouncy_balls` | Bouncy balls | 40 | 4 × 10 | 4 | EXR | Released | | |
| | `cup` | Water cup | 35 | 5 × 7 | 1 | EXR | Released | | |
| ## License | |
| [](https://creativecommons.org/licenses/by-nc/4.0/) | |
| This dataset is released under the [Creative Commons Attribution-NonCommercial 4.0 International License](https://creativecommons.org/licenses/by-nc/4.0/). | |
| ## Acknowledgement | |
| Scenes by Adam Handschuh, funded by Dolby Laboratories, Inc. TruncGradGS is supported by Research Ireland (22/FFP-P/11522). Cite the paper below when you use the data. | |
| ## Citation | |
| ```bibtex | |
| @inproceedings{morales2026truncgradgs, | |
| title = {TruncGradGS: Improved 3D Gaussian Splatting via Truncated Gradient Updates}, | |
| author = {Morales, Th{\'e}o and Le-Pham, Nhat-Quynh and Atkins, Robin and Hua, Binh-Son}, | |
| booktitle = {Proceedings of Pacific Graphics 2026}, | |
| year = {2026}, | |
| publisher = {The Eurographics Association}, | |
| eprint = {2609.03534}, | |
| archivePrefix = {arXiv}, | |
| primaryClass = {cs.CV} | |
| } | |
| ``` | |