InTraGen: Trajectory-controlled Video Generation for Object Interactions
Paper • 2411.16804 • 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 InTraGen@7a4c312f235c30a8230a6f25164203488bd106c3
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 InTraGen@7a4c312f235c30a8230a6f25164203488bd106c3Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
InTraGen: Trajectory-controlled Video Generation for Object Interactions
This repository contains the datasets introduced in the paper InTraGen: Trajectory-controlled Video Generation for Object Interactions.
InTraGen is a pipeline for improved trajectory-based generation of object interaction scenarios. The researchers introduced four new datasets to evaluate performance in these contexts:
- MoVi-Extended
- Domino
- Football
- Pool
The official code and further instructions can be found in the GitHub repository.
Citation
If you find these datasets useful for your research, please consider citing the following paper:
@article{liu2024intragen,
title={InTraGen: Trajectory-controlled Video Generation for Object Interactions},
author={Liu, Zuhao and Yanev, Aleksandar and Mahmood, Ahmad and Nikolov, Ivan and Motamed, Saman and Zheng, Wei-Shi and Wang, Xi and Van Gool, Luc and Paudel, Danda Pani},
journal={arXiv preprint arXiv:2411.16804},
year={2024}
}
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