Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior
Paper • 2503.04207 • Published • 1
Error code: DatasetGenerationError
Exception: HfHubHTTPError
Message: 404 Client Error: Not Found for url: https://hf-hub-lfs-us-east-1.s3.us-east-1.amazonaws.com/repos/9c/dd/9cdda63e211c8c053581b383d2a4a1a35581e7739b81e410489a18d33fe2e4c0/efa9c3e508cc70757eb6dea7ddf92a28ff4716c584ca3e09507283d7e68f0a5b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20260421%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260421T130053Z&X-Amz-Expires=3600&X-Amz-Signature=8b8bb5d6cc7dcd7aa4dac909bf9d249ea448b7dc368de4def8af10e975e0254d&X-Amz-SignedHeaders=host&response-content-disposition=inline%3B%20filename%2A%3DUTF-8%27%27aardvark_05s.jpg%3B%20filename%3D%22aardvark_05s.jpg%22%3B&response-content-type=image%2Fjpeg&x-amz-checksum-mode=ENABLED&x-id=GetObject
<?xml version="1.0" encoding="UTF-8"?>
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Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_http.py", line 409, in hf_raise_for_status
response.raise_for_status()
File "/usr/local/lib/python3.12/site-packages/requests/models.py", line 1026, in raise_for_status
raise HTTPError(http_error_msg, response=self)
requests.exceptions.HTTPError: 404 Client Error: Not Found for url: https://hf-hub-lfs-us-east-1.s3.us-east-1.amazonaws.com/repos/9c/dd/9cdda63e211c8c053581b383d2a4a1a35581e7739b81e410489a18d33fe2e4c0/efa9c3e508cc70757eb6dea7ddf92a28ff4716c584ca3e09507283d7e68f0a5b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20260421%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260421T130052Z&X-Amz-Expires=3600&X-Amz-Signature=766facd8391619b01646318dda8e9263f1ee0e86d8e99eb0e99d0656fa742ae3&X-Amz-SignedHeaders=host&response-content-disposition=inline%3B%20filename%2A%3DUTF-8%27%27aardvark_05s.jpg%3B%20filename%3D%22aardvark_05s.jpg%22%3B&response-content-type=image%2Fjpeg&x-amz-checksum-mode=ENABLED&x-id=GetObject
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1594, in _prepare_split_single
writer.write(example)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 682, in write
self.write_examples_on_file()
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 655, in write_examples_on_file
self._write_batch(batch_examples=batch_examples)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 756, in _write_batch
self.write_table(pa_table, writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 775, in _write_table
pa_table = embed_table_storage(pa_table)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2258, in embed_table_storage
embed_array_storage(table[name], feature, token_per_repo_id=token_per_repo_id)
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1804, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2133, in embed_array_storage
return feature.embed_storage(array, token_per_repo_id=token_per_repo_id)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/image.py", line 303, in embed_storage
(path_to_bytes(x["path"]) if x["bytes"] is None else x["bytes"]) if x is not None else None
^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/utils/py_utils.py", line 309, in wrapper
return func(value) if value is not None else None
^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/image.py", line 299, in path_to_bytes
return f.read()
^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/utils/file_utils.py", line 844, in read_with_retries
out = read(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 728, in track_read
out = f_read(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 1012, in read
out = f.read()
^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 728, in track_read
out = f_read(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 1078, in read
hf_raise_for_status(self.response)
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_http.py", line 482, in hf_raise_for_status
raise _format(HfHubHTTPError, str(e), response) from e
huggingface_hub.errors.HfHubHTTPError: 404 Client Error: Not Found for url: https://hf-hub-lfs-us-east-1.s3.us-east-1.amazonaws.com/repos/9c/dd/9cdda63e211c8c053581b383d2a4a1a35581e7739b81e410489a18d33fe2e4c0/efa9c3e508cc70757eb6dea7ddf92a28ff4716c584ca3e09507283d7e68f0a5b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20260421%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260421T130052Z&X-Amz-Expires=3600&X-Amz-Signature=766facd8391619b01646318dda8e9263f1ee0e86d8e99eb0e99d0656fa742ae3&X-Amz-SignedHeaders=host&response-content-disposition=inline%3B%20filename%2A%3DUTF-8%27%27aardvark_05s.jpg%3B%20filename%3D%22aardvark_05s.jpg%22%3B&response-content-type=image%2Fjpeg&x-amz-checksum-mode=ENABLED&x-id=GetObject
<?xml version="1.0" encoding="UTF-8"?>
<Error><Code>NoSuchKey</Code><Message>The specified key does not exist.</Message><Key>repos/9c/dd/9cdda63e211c8c053581b383d2a4a1a35581e7739b81e410489a18d33fe2e4c0/efa9c3e508cc70757eb6dea7ddf92a28ff4716c584ca3e09507283d7e68f0a5b</Key><RequestId>64VGVX9N11K8GX8X</RequestId><HostId>w7LOJgBf7cjUka34RjL5rqtELvvXXnV7DeqzstZne/OOINRrbfANsflFYaFdxrwQ+obUiwBYXT5gq2pMOU4hQlIF73ERlZUmoyT6f29lKl4=</HostId></Error>
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_http.py", line 409, in hf_raise_for_status
response.raise_for_status()
File "/usr/local/lib/python3.12/site-packages/requests/models.py", line 1026, in raise_for_status
raise HTTPError(http_error_msg, response=self)
requests.exceptions.HTTPError: 404 Client Error: Not Found for url: https://hf-hub-lfs-us-east-1.s3.us-east-1.amazonaws.com/repos/9c/dd/9cdda63e211c8c053581b383d2a4a1a35581e7739b81e410489a18d33fe2e4c0/efa9c3e508cc70757eb6dea7ddf92a28ff4716c584ca3e09507283d7e68f0a5b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20260421%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260421T130053Z&X-Amz-Expires=3600&X-Amz-Signature=8b8bb5d6cc7dcd7aa4dac909bf9d249ea448b7dc368de4def8af10e975e0254d&X-Amz-SignedHeaders=host&response-content-disposition=inline%3B%20filename%2A%3DUTF-8%27%27aardvark_05s.jpg%3B%20filename%3D%22aardvark_05s.jpg%22%3B&response-content-type=image%2Fjpeg&x-amz-checksum-mode=ENABLED&x-id=GetObject
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1607, in _prepare_split_single
num_examples, num_bytes = writer.finalize()
^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 783, in finalize
self.write_examples_on_file()
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 655, in write_examples_on_file
self._write_batch(batch_examples=batch_examples)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 756, in _write_batch
self.write_table(pa_table, writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 775, in _write_table
pa_table = embed_table_storage(pa_table)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2258, in embed_table_storage
embed_array_storage(table[name], feature, token_per_repo_id=token_per_repo_id)
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1804, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2133, in embed_array_storage
return feature.embed_storage(array, token_per_repo_id=token_per_repo_id)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/image.py", line 303, in embed_storage
(path_to_bytes(x["path"]) if x["bytes"] is None else x["bytes"]) if x is not None else None
^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/utils/py_utils.py", line 309, in wrapper
return func(value) if value is not None else None
^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/image.py", line 299, in path_to_bytes
return f.read()
^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/utils/file_utils.py", line 844, in read_with_retries
out = read(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 728, in track_read
out = f_read(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 1012, in read
out = f.read()
^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 728, in track_read
out = f_read(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 1078, in read
hf_raise_for_status(self.response)
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_http.py", line 482, in hf_raise_for_status
raise _format(HfHubHTTPError, str(e), response) from e
huggingface_hub.errors.HfHubHTTPError: 404 Client Error: Not Found for url: https://hf-hub-lfs-us-east-1.s3.us-east-1.amazonaws.com/repos/9c/dd/9cdda63e211c8c053581b383d2a4a1a35581e7739b81e410489a18d33fe2e4c0/efa9c3e508cc70757eb6dea7ddf92a28ff4716c584ca3e09507283d7e68f0a5b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20260421%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260421T130053Z&X-Amz-Expires=3600&X-Amz-Signature=8b8bb5d6cc7dcd7aa4dac909bf9d249ea448b7dc368de4def8af10e975e0254d&X-Amz-SignedHeaders=host&response-content-disposition=inline%3B%20filename%2A%3DUTF-8%27%27aardvark_05s.jpg%3B%20filename%3D%22aardvark_05s.jpg%22%3B&response-content-type=image%2Fjpeg&x-amz-checksum-mode=ENABLED&x-id=GetObject
<?xml version="1.0" encoding="UTF-8"?>
<Error><Code>NoSuchKey</Code><Message>The specified key does not exist.</Message><Key>repos/9c/dd/9cdda63e211c8c053581b383d2a4a1a35581e7739b81e410489a18d33fe2e4c0/efa9c3e508cc70757eb6dea7ddf92a28ff4716c584ca3e09507283d7e68f0a5b</Key><RequestId>VDD98VKSNCK5WDJ2</RequestId><HostId>F7DmWlUvf9Op4xKRyXosRJvTOrGGmzCR1XtfDMYW4M+KFiO3eqGQPxwQV7vzs8FVjlnB6/CU3nSoanHmrusowXHgOKlOuOWg0VgT+klFLQQ=</HostId></Error>
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 datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
image image | label class label |
|---|---|
000001_aardvark | |
000001_aardvark | |
000001_aardvark | |
000001_aardvark | |
000001_aardvark | |
000001_aardvark | |
000001_aardvark | |
000001_aardvark | |
000001_aardvark | |
000001_aardvark | |
200002_abacus | |
200002_abacus | |
200002_abacus | |
200002_abacus | |
200002_abacus | |
200002_abacus | |
200002_abacus | |
200002_abacus | |
200002_abacus | |
200002_abacus | |
400003_accordion | |
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600004_acorn | |
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600004_acorn | |
800005_air_conditioner | |
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800005_air_conditioner | |
800005_air_conditioner | |
800005_air_conditioner | |
800005_air_conditioner | |
800005_air_conditioner | |
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800005_air_conditioner | |
800005_air_conditioner | |
1000006_air_mattress | |
1000006_air_mattress | |
1000006_air_mattress | |
1000006_air_mattress | |
1000006_air_mattress | |
1000006_air_mattress | |
1000006_air_mattress | |
1000006_air_mattress | |
1000006_air_mattress | |
1000006_air_mattress | |
1200007_air_pump | |
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1200007_air_pump | |
1200007_air_pump | |
1200007_air_pump | |
1200007_air_pump | |
1200007_air_pump | |
1200007_air_pump | |
1200007_air_pump | |
1200007_air_pump | |
1400008_airbag | |
1400008_airbag | |
1400008_airbag | |
1400008_airbag | |
1400008_airbag | |
1400008_airbag | |
1400008_airbag | |
1400008_airbag | |
1400008_airbag | |
1400008_airbag | |
1600009_airboat | |
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1600009_airboat | |
1600009_airboat | |
1600009_airboat | |
1600009_airboat | |
1600009_airboat | |
1600009_airboat | |
1800010_airplane | |
1800010_airplane | |
1800010_airplane | |
1800010_airplane | |
1800010_airplane | |
1800010_airplane | |
1800010_airplane | |
1800010_airplane | |
1800010_airplane | |
1800010_airplane |
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
This dataset is a processed version of THINGS-EEG, derived from the paper Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior (CVPR 2025). In this version, the EEG data is stored in float16 format, reducing the storage size by half. The original official dataset can be accessed from the OSF repository.
Original official dataset:
@InProceedings{Wu2025UBP,
title = {Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior},
author = {Wu, Haitao and Li, Qing and Zhang, Changqing and He, Zhen and Ying, Xiaomin},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2025}
}
@article{gifford2022large,
title={A large and rich EEG dataset for modeling human visual object recognition},
author={Gifford, Alessandro T and Dwivedi, Kshitij and Roig, Gemma and Cichy, Radoslaw M},
journal={NeuroImage},
volume={264},
pages={119754},
year={2022},
publisher={Elsevier}
}