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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ReadError
Message:      unexpected end of data
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1576, in _prepare_split_single
                  for key, record in generator:
                                     ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 609, in wrapped
                  for item in generator(*args, **kwargs):
                              ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 120, in _generate_examples
                  for example_idx, example in enumerate(self._get_pipeline_from_tar(tar_path, tar_iterator)):
                                              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 45, in _get_pipeline_from_tar
                  current_example[field_name] = f.read()
                                                ^^^^^^^^
                File "/usr/local/lib/python3.12/tarfile.py", line 693, in read
                  raise ReadError("unexpected end of data")
              tarfile.ReadError: unexpected end of data
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1342, 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 907, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1438, 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 1616, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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tif
image
__key__
string
__url__
string
annotation_v2/train/sd_new_9_mask
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annotation_v2/train/sd_new_99_mask
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annotation_v2/train/sd_new_999_mask
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annotation_v2/train/sd_new_998_mask
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annotation_v2/train/sd_new_997_mask
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annotation_v2/train/sd_new_996_mask
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annotation_v2/train/sd_new_995_mask
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annotation_v2/train/sd_new_994_mask
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annotation_v2/train/sd_new_990_mask
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annotation_v2/train/sd_new_979_mask
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annotation_v2/train/sd_new_978_mask
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annotation_v2/train/sd_new_977_mask
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annotation_v2/train/sd_new_974_mask
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annotation_v2/train/sd_new_973_mask
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annotation_v2/train/sd_new_972_mask
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annotation_v2/train/sd_new_971_mask
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annotation_v2/train/sd_new_970_mask
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annotation_v2/train/sd_new_96_mask
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annotation_v2/train/sd_new_969_mask
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annotation_v2/train/sd_new_95_mask
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annotation_v2/train/sd_new_958_mask
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annotation_v2/train/sd_new_956_mask
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annotation_v2/train/sd_new_955_mask
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annotation_v2/train/sd_new_954_mask
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annotation_v2/train/sd_new_953_mask
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annotation_v2/train/sd_new_952_mask
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annotation_v2/train/sd_new_93_mask
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annotation_v2/train/sd_new_939_mask
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annotation_v2/train/sd_new_938_mask
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annotation_v2/train/sd_new_937_mask
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annotation_v2/train/sd_new_936_mask
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annotation_v2/train/sd_new_935_mask
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annotation_v2/train/sd_new_934_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_933_mask
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annotation_v2/train/sd_new_932_mask
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annotation_v2/train/sd_new_931_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_930_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_92_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_929_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_928_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_927_mask
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annotation_v2/train/sd_new_926_mask
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annotation_v2/train/sd_new_925_mask
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annotation_v2/train/sd_new_923_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_922_mask
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annotation_v2/train/sd_new_921_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_920_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_91_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_919_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_918_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_917_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_916_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_915_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_914_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_913_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_912_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_911_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
annotation_v2/train/sd_new_910_mask
hf://datasets/RainY197/Mineset@4cea20d31a0a7fc4c63fe1263b0d10c8d2158056/annotation.tar
End of preview.

Mineset Dataset

Overview

The Mineset Dataset is a remote sensing dataset used in the paper:

[Height Knowledge-Guided Open-Pit Mine Extraction Network for High-Resolution Remote Sensing Imagery] IEEE, 2024. https://ieeexplore.ieee.org/document/11370143

This dataset is designed for mining-related remote sensing analysis, supporting tasks such as semantic segmentationin mining areas.


Dataset Structure

The dataset is provided in compressed format:

  • image.tar — remote sensing images
  • annotation.tar — corresponding annotation files

After extraction, the dataset structure is:

image/
annotation/

Each image has a corresponding annotation file with the same filename.


Data Format

  • Images: High-resolution remote sensing imagery (e.g., .tif)
  • Annotations: Pixel-level labels (format depends on task definition in the original paper)

Applications

This dataset can be used for:

  • Mining area detection

Citation

If you use this dataset, please cite the original paper:

@ARTICLE{11370143,
  author={Liao, Jia and Yang, Ruoyu and Guo, Qi and Xiao, Kaiyi and Liu, Yinhe},
  journal={IEEE Geoscience and Remote Sensing Letters}, 
  title={Height Knowledge-Guided Open-Pit Mine Extraction Network for High-Resolution Remote Sensing Imagery}, 
  year={2026},
  volume={23},
  number={},
  pages={1-5},
  keywords={Remote sensing;Data mining;Land surface;Feature extraction;Semantic segmentation;Estimation;Measurement;Visualization;Training;Knowledge engineering;Height knowledge;high-resolution remote sensing imagery;mine extraction;semantic segmentation network},
  doi={10.1109/LGRS.2026.3660189}}

Notes

  • This dataset is released for research purposes only.
  • Please refer to the original paper for detailed annotation protocols and experimental settings.
  • Users should ensure compliance with any licensing or usage restrictions associated with the original data sources.

Contact

For questions regarding the dataset, please refer to the original publication or contact the dataset authors.

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