Skyrmion/VCBM
Video Classification
•
Updated
Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'f5743bdd-3dd3-4906-9c07-72ec443a0d61.mp4', '[0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0]', '6', '4'}) and 4 missing columns ({'0', '2b69bf02-f20a-4ea4-8100-aeac205c6e17.mp4', '0.1', '[0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0]'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Skyrmion/DAAD-X/val.csv (at revision e6dfb5cf0832f0b88a9da41606291e43af12c7e2)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
f5743bdd-3dd3-4906-9c07-72ec443a0d61.mp4: string
4: int64
6: int64
[0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0]: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 809
to
{'2b69bf02-f20a-4ea4-8100-aeac205c6e17.mp4': Value('string'), '0': Value('int64'), '0.1': Value('int64'), '[0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0]': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1450, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 993, in stream_convert_to_parquet
builder._prepare_split(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'f5743bdd-3dd3-4906-9c07-72ec443a0d61.mp4', '[0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0]', '6', '4'}) and 4 missing columns ({'0', '2b69bf02-f20a-4ea4-8100-aeac205c6e17.mp4', '0.1', '[0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0]'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Skyrmion/DAAD-X/val.csv (at revision e6dfb5cf0832f0b88a9da41606291e43af12c7e2)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
2b69bf02-f20a-4ea4-8100-aeac205c6e17.mp4
string | 0
int64 | 0.1
int64 | [0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0]
string |
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End of preview.
About Dataset
The DAADX Dataset is derived from DAAD dataset (https://cvit.iiit.ac.in/research/projects/cvit-projects/daad#dataset), which contains all the captured videos for the Driver Intention Prediction task. We are introducing the first video based explanations dataset for driver intention prediction task. This will be help in further the research interms of making an explainable Autonomous Driving or ADAS System.
DAAD-X contains explanations for each maneuver instance, these explanations corresponds to both Driver's perspective (Gaze explanations) and Car's perspective (Ego Explanations). This will help in understanding why the model predicts the particular maneuver with high level human understandable explanations.
For further details, please refer to the following resources:
Project Page: https://mukil07.github.io/VCBM.github.io/
Paper: https://arxiv.org/pdf/2510.09200
Code: https://github.com/Mukil07/DIP-Explainability/tree/main
Checkpoint: https://huggingface.co/Skyrmion/VCBM/tree/main
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