Dataset Viewer
The dataset viewer is not available for this subset.
Cannot get the split names for the config 'default' of the dataset.
Exception: SplitsNotFoundError
Message: The split names could not be parsed from the dataset config.
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 289, in get_dataset_config_info
for split_generator in builder._split_generators(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/hdf5/hdf5.py", line 64, in _split_generators
with h5py.File(first_file, "r") as h5:
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/h5py/_hl/files.py", line 564, in __init__
fid = make_fid(name, mode, userblock_size, fapl, fcpl, swmr=swmr)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/h5py/_hl/files.py", line 238, in make_fid
fid = h5f.open(name, flags, fapl=fapl)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "h5py/_objects.pyx", line 56, in h5py._objects.with_phil.wrapper
File "h5py/_objects.pyx", line 57, in h5py._objects.with_phil.wrapper
File "h5py/h5f.pyx", line 102, in h5py.h5f.open
FileNotFoundError: [Errno 2] Unable to synchronously open file (unable to open file: name = 'hf://datasets/elsting/PanCollection@b39e5daf0a322105977a7d4ce53ca0c4806defed/training_data/train_gf2_19809.h5', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)
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/split_names.py", line 65, in compute_split_names_from_streaming_response
for split in get_dataset_split_names(
^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 343, in get_dataset_split_names
info = get_dataset_config_info(
^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 294, in get_dataset_config_info
raise SplitsNotFoundError("The split names could not be parsed from the dataset config.") from err
datasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.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.
✨ PanCollection
🤗 To get started with PanCollection benchmark (training, inference, etc.), we recommend reading Google Colab!
Recommendations
We recommend users to use the code-toolbox DLPan-Toolbox + the dataset PanCollection for fair training and testing!
Deploy
PanCollection has provided complete packages.
pip install pancollection --upgrade
How to Get Started with the Model
import pancollection as pan
cfg = pan.TaskDispatcher.new(task='pansharpening', mode='entrypoint', arch='FusionNet',
dataset_name="gf2", use_resume=False,
dataset={'train': 'gf2', 'test': 'test_gf2_multiExm1.h5'})
print(pan.TaskDispatcher._task)
pan.trainer.main(cfg, pan.build_model, pan.getDataSession)
Training Details
See Google Colab for quick start.
See Github Project for coding details.
Evaluation
See the Leaderboard for model results.
See the PanCollection Paper for early results.
| Satellite | Value | Comment |
|---|---|---|
| WorldView-3 | 2047 | |
| QuickBird | 2047 | |
| GaoFen-2 | 1023 | |
| WorldView-2 | 2047 |
Citation
To learn more about the PanCollection dataset, see the Github Pages.
@ARTICLE{dengjig2022,
author={邓良剑，冉燃，吴潇，张添敬},
journal={中国图象图形学报},
title={遥感图像全色锐化的卷积神经网络方法研究进展},
year={2022},
volume={},
number={9},
pages={},
doi={10.11834/jig.220540}
}
@ARTICLE{deng2022vivone,
author={L. -J. Deng, G. Vivone, M. E. Paoletti, G. Scarpa, J. He, Y. Zhang, J. Chanussot, and A. Plaza},
journal={IEEE Geoscience and Remote Sensing Magazine},
title={Machine Learning in Pansharpening: A Benchmark, from Shallow to Deep Networks},
year={2022},
volume={10},
number={3},
pages={279-315},
doi={10.1109/MGRS.2022.3187652}
}
License
PanCollection is made available under the GPLv2.0 license.
Contact
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