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@@ -8,14 +8,13 @@ The `Remove360` dataset provides paired pre/post-removal RGB images and object-l
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  This dataset is intended to help assess whether semantic presence can truly be eliminated after object removal and if downstream models can still infer what was removed.
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- ---
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  **License:** [CC-BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/)
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-
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  **Citing Remove360 Dataset:**
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- If you use Remove360 Dataset in your research, please use the following BibTeX entry.
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  @article{sam3dteam2025sam3d3dfyimages,
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  title={Remove360: Benchmarking Residuals After Object Removal in 3D Gaussian Splatting},
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  author={Simona Kocour and Assia Benbihi and Torsten Sattler},
@@ -24,4 +23,5 @@ If you use Remove360 Dataset in your research, please use the following BibTeX e
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  archivePrefix={arXiv},
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  primaryClass={cs.CV},
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  url={https://arxiv.org/abs/2508.11431},
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- }
 
 
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  This dataset is intended to help assess whether semantic presence can truly be eliminated after object removal and if downstream models can still infer what was removed.
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  **License:** [CC-BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/)
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  **Citing Remove360 Dataset:**
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+ If you use Remove360 Dataset in your research, please cite it using the following BibTeX entry.
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+ ```
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  @article{sam3dteam2025sam3d3dfyimages,
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  title={Remove360: Benchmarking Residuals After Object Removal in 3D Gaussian Splatting},
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  author={Simona Kocour and Assia Benbihi and Torsten Sattler},
 
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  archivePrefix={arXiv},
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  primaryClass={cs.CV},
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  url={https://arxiv.org/abs/2508.11431},
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+ }
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+ ```