GOR-IS: 3D Gaussian Object Removal in the Intrinsic Space
Paper • 2605.00498 • Published
Dataset Viewer
The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code: StreamingRowsError
Exception: ValueError
Message: Invalid string class label additional_real
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
return get_rows(
^^^^^^^^^
File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2690, in __iter__
for key, example in ex_iterable:
^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2240, in __iter__
example = _apply_feature_types_on_example(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2157, in _apply_feature_types_on_example
encoded_example = features.encode_example(example)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 2152, in encode_example
return encode_nested_example(self, example)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1437, in encode_nested_example
{k: encode_nested_example(schema[k], obj.get(k), level=level + 1) for k in schema}
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1460, in encode_nested_example
return schema.encode_example(obj) if obj is not None else None
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1143, in encode_example
example_data = self.str2int(example_data)
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1080, in str2int
output = [self._strval2int(value) for value in values]
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1101, in _strval2int
raise ValueError(f"Invalid string class label {value}")
ValueError: Invalid string class label additional_realNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
GOR-IS Datasets
Project Page | Paper | GitHub
This repository contains the datasets for GOR-IS: 3D Gaussian Object Removal in the Intrinsic Space, presented as a Highlight at CVPR 2026.
We provide a comprehensive suite of datasets, including our proposed GOR-IS-Synthetic and GOR-IS-Real, along with additional real-world scenes (Additional-Real) sourced from Mip-NeRF 360 and Ref-Real, and synthetic scenes (Additional-Synthetic) featuring more complex inpainting textures. All datasets are fully preprocessed and contain the necessary components for our framework, enabling users to directly download, decompress, and use them without additional setup.
Dataset Organization
The organization of the datasets is as follows:
GOR-IS-datasets/
├── gor-is-synthetic/
│ ├── scene_1_colmap/
│ │ ├── images/ # input images
│ │ ├── object_mask/ # masks of target objects
│ │ ├── specular_mask/ # masks of specular regions
│ │ ├── sparse/ # COLMAP data
│ │ ├── normal/ # predicted normals
│ │ ├── train_list.txt
│ │ ├── val_list.txt
│ │ └── test_list.txt
│ ├── scene_2_colmap/
│ │ └── ...
│ └── ...
│
├── gor-is-real/
│ ├── ...
│
├── additional-real/
│ ├── ...
│
├── additional-synthetic/
│ ├── ...
Citation
If you find our work is helpful, please consider citing:
@inproceedings{zhao2026gor-is,
title={GOR-IS: 3D Gaussian Object Removal in the Intrinsic Space},
author={Yonghao Zhao and Yupeng Gao and Jian Yang and Jin Xie and Beibei Wang},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
year={2026}
}
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