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ERIA-1K-Benchmark

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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    FileNotFoundError
Message:      [Errno 2] No such file or directory: '/tmp/hf-datasets-cache/medium/datasets/19586999749487-config-parquet-and-info-baidu-ERIA-1K-Benchmark-53b74cf4/hub/datasets--baidu--ERIA-1K-Benchmark/snapshots/ba4aaa0324d8569c6cabe2ba0d640e601b5ff016/test/530cabe019041313abc8704019ac045e'
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1501, 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, local_files=True, remote_files=False)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2292, in embed_table_storage
                  embed_array_storage(
                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 2153, in embed_array_storage
                  return feature.embed_storage(
                         ^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/features/image.py", line 317, in embed_storage
                  path_to_bytes(x["path"])
                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 311, in path_to_bytes
                  with xopen(path, "rb", download_config=download_config) as f:
                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/utils/file_utils.py", line 967, in xopen
                  return open(main_hop, mode, *args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
              FileNotFoundError: [Errno 2] No such file or directory: '/tmp/hf-datasets-cache/medium/datasets/19586999749487-config-parquet-and-info-baidu-ERIA-1K-Benchmark-53b74cf4/hub/datasets--baidu--ERIA-1K-Benchmark/snapshots/ba4aaa0324d8569c6cabe2ba0d640e601b5ff016/test/530cabe019041313abc8704019ac045e'
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1514, 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, local_files=True, remote_files=False)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2292, in embed_table_storage
                  embed_array_storage(
                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 2153, in embed_array_storage
                  return feature.embed_storage(
                         ^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/features/image.py", line 317, in embed_storage
                  path_to_bytes(x["path"])
                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 311, in path_to_bytes
                  with xopen(path, "rb", download_config=download_config) as f:
                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/utils/file_utils.py", line 967, in xopen
                  return open(main_hop, mode, *args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
              FileNotFoundError: [Errno 2] No such file or directory: '/tmp/hf-datasets-cache/medium/datasets/19586999749487-config-parquet-and-info-baidu-ERIA-1K-Benchmark-53b74cf4/hub/datasets--baidu--ERIA-1K-Benchmark/snapshots/ba4aaa0324d8569c6cabe2ba0d640e601b5ff016/test/530cabe019041313abc8704019ac045e'
              
              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 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1540, in _download_and_prepare
                  super()._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1345, 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 1523, 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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image
image
gt_score
float64
4.67
6
8.33
4.33
5
6
6.33
6.75
6
9.25
6
3
6.83
4.67
5.67
4.33
5.67
7
6.5
2.25
7.75
5.4
4
3
5.67
6.33
6.8
4.67
5.33
2
4.33
6.33
4
6.33
2.33
6
6.33
2.67
3
2.33
2.67
6
7
3
6.33
7
7.33
5.6
8.33
4.67
5.33
5.5
7.75
3.4
6.33
3.67
6.67
4.67
7
2.25
3
3.67
5.33
7.17
4.33
7
6.75
7
8
8
7
8
8
2.33
5.33
9.67
5
4.33
3.29
5.25
7.67
4.33
4.67
6.33
3
7.33
6
6.67
5.25
5.33
5
4.75
5.67
4.5
5.33
6.33
6.75
7.33
7
8.33
End of preview.

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Check out the documentation for more information.

ERIA-1K: ERNIE-Image-Aes-1K, A Deployment-Oriented Image Aesthetics Benchmark with Realistic Distribution

[πŸ€— Dataset] [🧩 ERNIE-Image-Aes Model]

πŸ” Overview

Existing aesthetic benchmarks are predominantly constructed from curated, high-production-value image collections, often sourced from platforms such as Flickr and DPChallenge. These datasets tend to skew toward professional or semi-professional photography communities, Western photographic traditions, and visually polished content, and therefore do not fully reflect the diversity of images encountered in real-world deployment.

We introduce ERIA-1K (ERNIE-Image-Aes-1K), an open-source human-annotated aesthetic benchmark designed to reflect realistic image distributions and provide a more deployment-oriented evaluation protocol.

🌟 Highlights

  • 1,000 images spanning 6 categories with proportions calibrated to approximate real-world distribution
  • Pairwise Swiss-system tournament annotation for stable and reproducible rankings
  • Professional annotators from fine arts, design, and photography backgrounds
  • Tier labels from 1 to 10 produced by calibrated annotators
  • Designed to expose systematic biases of existing aesthetic predictors

πŸ“Š Benchmark Results

Model SRCC PLCC
LAION AES 0.2944 0.3138
ArtiMuse 0.4277 0.4704
UniPercept 0.4533 0.4748
ERNIE-Image-Aes 0.7445 0.7598

πŸ“‚ Data Format 

ERIA-1K-Benchmark/
└── test/
    β”œβ”€β”€ test.json
    β”œβ”€β”€ 000001.jpg
    β”œβ”€β”€ 000002.jpg
    └── ...



- `images/`: contains the 1,000 benchmark images
- `test.json`: provides the ground-truth aesthetic tier scores for evaluation

## πŸ“Š Evaluation

To evaluate your model on ERIA-1K, compute **SRCC** (Spearman's Rank Correlation Coefficient) and **PLCC** (Pearson's Linear Correlation Coefficient) between your model's predicted scores and the ground-truth tier labels in `test.json`.

## βœ’οΈ Citation

If you find this benchmark useful, please consider citing:

```bibtex
@misc{ernie_image_aes_2025,
      title={ERNIE-Image},
      year={2025},
}
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