ClearText-Video: A Large-Scale Text-Centric Video Dataset Bridging Video Restoration and Scene-Text Enhancement
Paper • 2608.28784 • Published
Datasets:
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The dataset generation failed
Error code: DatasetGenerationError
Exception: ArrowNotImplementedError
Message: Cannot write struct type 'flags' with no child field to Parquet. Consider adding a dummy child field.
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1846, in _prepare_split_single
writer.write_row(table)
~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 696, in write_row
self.write_rows_on_file()
~~~~~~~~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 663, in write_rows_on_file
self._write_table(table)
~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 771, in _write_table
self._build_writer(inferred_schema=pa_table.schema)
~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 812, in _build_writer
self.pa_writer = pq.ParquetWriter(
~~~~~~~~~~~~~~~~^
self.stream,
^^^^^^^^^^^^
...<9 lines>...
},
^^
)
^
File "/usr/local/lib/python3.14/site-packages/pyarrow/parquet/core.py", line 1082, in __init__
self.writer = _parquet.ParquetWriter(
~~~~~~~~~~~~~~~~~~~~~~^
sink, schema,
^^^^^^^^^^^^^
...<20 lines>...
max_rows_per_page=max_rows_per_page,
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
**options)
^^^^^^^^^^
File "pyarrow/_parquet.pyx", line 2374, in pyarrow._parquet.ParquetWriter.__cinit__
File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
return check_status(status)
File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
raise convert_status(status)
pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'flags' with no child field to Parquet. Consider adding a dummy child field.
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
num_examples, num_bytes = writer.finalize()
~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 781, in finalize
self.write_rows_on_file()
~~~~~~~~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 663, in write_rows_on_file
self._write_table(table)
~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 771, in _write_table
self._build_writer(inferred_schema=pa_table.schema)
~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 812, in _build_writer
self.pa_writer = pq.ParquetWriter(
~~~~~~~~~~~~~~~~^
self.stream,
^^^^^^^^^^^^
...<9 lines>...
},
^^
)
^
File "/usr/local/lib/python3.14/site-packages/pyarrow/parquet/core.py", line 1082, in __init__
self.writer = _parquet.ParquetWriter(
~~~~~~~~~~~~~~~~~~~~~~^
sink, schema,
^^^^^^^^^^^^^
...<20 lines>...
max_rows_per_page=max_rows_per_page,
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
**options)
^^^^^^^^^^
File "pyarrow/_parquet.pyx", line 2374, in pyarrow._parquet.ParquetWriter.__cinit__
File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
raise convert_status(status)
pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'flags' with no child field to Parquet. Consider adding a dummy child field.
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 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, 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.
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},... | 4 | frame_051.png | null | 1,080 | 1,920 | The image shows a vending machine with a sign that reads "TAHO 泰和瑞通" (Taho Taihe Ruotong), which is likely the brand name of the machine. The sign also includes a registered trademark symbol (®) and a space for a machine number, labeled as "本机编号:" (Machine Number:). Below the sign, there are various snack items display... |
5.6.1 | {} | [
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"mask": ... | 3 | frame_061.png | null | 1,080 | 1,920 | The image shows a display or signage for a product or service. The top part of the sign has a blue background with white text that reads "TAHO" followed by "泰和瑞通" (which translates to "Taihe Ruitong" in English). There is a registered trademark symbol (®) next to "泰和瑞通." Below this, there is another line of text that s... |
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... | 3 | frame_081.png | null | 1,080 | 1,920 | The image shows a vending machine with a sign that reads "AHO 泰和瑞通" (AHO Taihe Ruotong) and "本机编号：7100" (This machine's number: 7100). The sign is in Chinese, indicating the brand name and the machine's identification number. Below the sign, there are various snack packages displayed on shelves, including items like ch... |
5.6.1 | {} | [
{
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"mask": ... | 2 | frame_091.png | null | 1,080 | 1,920 | The image shows a close-up of a vending machine or an automated machine with a display screen. The top part of the screen has text in Chinese characters and a number. The text reads "本机编号: 71002" which translates to "Machine Number: 71002". Below the text, there is a logo that says "泰和瑞通" (Taihe Ruotong) with a registe... |
5.6.1 | {} | [
{
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... | 2 | frame_101.png | null | 1,080 | 1,920 | The image shows a close-up of a vending machine or an automated machine with a digital display. The display reads "本机编号: 7100221," which translates to "Machine Number: 7100221" in English. There is also a logo on the left side that appears to be for a company named "泰和瑞通" (Taihe Ruotong), and there is a registered trad... |
5.6.1 | {} | [
{
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"flags": {},
... | 2 | frame_111.png | null | 1,080 | 1,920 | The image shows a close-up of a digital display panel, likely from an automated machine or kiosk. The panel has a blue and white color scheme with text in Chinese characters. The text reads "瑞通" (Ruìtōng), which is the brand name, followed by "本机编号:71002215," indicating that the machine's number is 71002215. Below the ... |
5.6.1 | {} | [
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"flags": {}... | 17 | frame_00000.png | null | 1,080 | 1,920 | The image shows an airport information display screen with a notice at the top and flight details below it. The notice, titled "温馨提示 Notice" (Notice), is in both Chinese and English. It states that public security organs will crack down on illegal and criminal acts that disrupt the order of airports and threaten flight... |
5.6.1 | {} | [
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"group_id": null,
"description": "",
"shape_type": "polygon",
"flags": {}... | 14 | frame_00010.png | null | 1,080 | 1,920 | The image shows an airport information display screen with a notice at the top in both Chinese and English. The notice reads:
**Chinese:**
公安机关严厉打击登机时向航空器或停机坪抛掷硬币等扰乱机场秩序威胁飞行安全的违法犯罪行为！
**English:**
The public security organs will crack down on illegal and criminal acts that disrupt the order of airports and threaten f... |
5.6.1 | {} | [
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"description": "",
"shape_type": "polygon",
"flags": {}... | 13 | frame_00020.png | null | 1,080 | 1,920 | The image shows an airport information display board with a notice and flight details. The notice at the top is in both Chinese and English, warning about illegal acts that disrupt airport order and threaten flight safety, such as throwing coins onto aircraft or tarmac while boarding. Below the notice, there are two fl... |
5.6.1 | {} | [
{
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"公安机关严厉打击登机时向航空器或停机坪抛掷硬币等扰乱机场秩序威胁飞行安全的违法犯罪行为!
The public security organs will crack down on illegal and criminal acts that disrupt the ... |
5.6.1 | {} | [
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"mask"... | 14 | frame_00040.png | null | 1,080 | 1,920 | The image shows a digital display board at an airport. The top part of the board has a notice in both Chinese and English. The notice reads:
**Chinese:**
公安机关严厉打击登机时向航空器或停机坪抛掷硬币等扰乱机场秩序威胁飞行安全的违法犯罪行为！
**English:**
The public security organs will crack down on illegal and criminal acts that disrupt the order of airports... |
5.6.1 | {} | [
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"公安机关严厉打击登机时向航空器或停机坪抛掷硬币等扰乱机场秩序威胁飞行安全的违法犯罪行为!"
This translates to:
"The public security organs will crack down on illegal and criminal... |
5.6.1 | {} | [
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"公安机关严厉打击登机时向航空器或停机坪抛掷硬币等扰乱机场秩序威胁飞行安全的违法犯罪行为!"
The English translation below it states:
"The public security organs will crack down on illegal and criminal acts tha... |
5.6.1 | {} | [
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"flags": {}... | 13 | frame_00070.png | null | 1,080 | 1,920 | The image shows a screen with a message in both Chinese and English. The message reads:
"公安机关严厉打击登机时向航空器或停机坪抛掷硬币等扰乱机场秩序威胁飞行安全的违法犯罪行为!
The public security organs will crack down on illegal and criminal acts that disrupt the order of airports and threaten flight safety, such as dropping coins on aircraft or tarmac while... |
5.6.1 | {} | [
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"flags": {}... | 14 | frame_00080.png | null | 1,080 | 1,920 | The image shows a digital display board at an airport, likely used for flight information. The top part of the display contains a message in both Chinese and English. The Chinese text reads:
"公安机关严厉打击登机时向航空器或停机坪抛掷硬币等扰乱机场秩序威胁飞行安全的违法犯罪行为!"
This translates to:
"The public security organs will crack down on illegal and c... |
5.6.1 | {} | [
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"flags": {}... | 11 | frame_00090.png | null | 1,080 | 1,920 | The image shows a sign displayed at an airport, likely on a digital screen or monitor. The sign is in both Chinese and English. The text in Chinese reads:
"公安机关严厉打击登机时向航空器或停机坪抛掷硬币等扰乱机场秩序威胁飞行安全的违法犯罪行为!"
This translates to:
"The public security organs will crack down on illegal and criminal acts that disrupt the order ... |
5.6.1 | {} | [
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"flags... | 12 | frame_00100.png | null | 1,080 | 1,920 | The image shows an informational display at an airport, likely in China, as indicated by the Chinese text and logos. The display is promoting a QR code-based system for boarding and security checks, eliminating the need to show identification or boarding passes. The text at the top reads "值机/安检/登机刷码通行 | 无需出示身份证和登机牌," w... |
5.6.1 | {} | [
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"Welcome to experience 'One-Code Pass'
Check-in/security/boarding by scanning the code | No need to show ID... |
5.6.1 | {} | [
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5.6.1 | {} | [
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5.6.1 | {} | [
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5.6.1 | {} | [
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5.6.1 | {} | [
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5.6.1 | {} | [
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"flags"... | 8 | frame_00050.png | null | 1,080 | 1,920 | The image shows the storefront of a restaurant or café with a sign that reads "Taste the Everlasting of Time" in English, and "太兴 (全新研发) 叉烧杯饭" in Chinese, which translates to "Tai Xing (Newly Developed) Char Siu Rice Cup." The sign also features an image of a dish, likely the char siu rice cup, topped with a fried egg.... |
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... | 8 | frame_00060.png | null | 1,080 | 1,920 | The image shows the storefront of a restaurant or food establishment. The sign above the entrance prominently displays "Hong Kong Style Milk Tea" in English, with Chinese characters below it that translate to "Hong Kong Style Milk Tea." To the right of the main sign, there is an advertisement for a dish called "Tai Hin... |
5.6.1 | {} | [
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"mask": nu... | 6 | frame_00070.png | null | 1,080 | 1,920 | The image shows the storefront of a restaurant or food establishment. The sign at the top is in Chinese characters, which translates to "Hong Kong-style Milk Tea." Below the sign, there is an advertisement for a dish called "Tai Xing Char Siu Cup Rice" (太兴叉烧杯饭). The ad includes the slogan "TASTE THE EVERTASTING OF TIME... |
5.6.1 | {} | [
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"mask": null... | 8 | frame_00080.png | null | 1,080 | 1,920 | The image shows the exterior of a restaurant with a signboard displaying an advertisement for a dish called "叉烧杯饭" (Cantonese-style roast pork rice cup). The signboard includes the text "TASTE THE EVERLASTING OF TIME" and features an image of the dish, which appears to be a combination of rice topped with roasted pork ... |
5.6.1 | {} | [
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"ma... | 12 | frame_00090.png | null | 1,080 | 1,920 | The image shows an advertisement for a food item called "Tai Xing Char Siu Cup Rice" (太兴叉烧杯饭). The ad is displayed on a vertical signboard and features the text "TASTE THE EVERTASTING OF TIME" at the top, suggesting a focus on quality and tradition. The brand name "Tai Xing" (太兴) is prominently displayed in both Englis... |
5.6.1 | {} | [
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"mas... | 16 | frame_00100.png | null | 1,080 | 1,920 | The image shows an advertisement for a dish called "叉烧杯饭" (Cantonese-style barbecue pork rice cup) from the restaurant 太兴 (Tai Hing). The ad is titled "TASTE THE EVERLASTING OF TIME," suggesting that the dish has a long-standing and enduring flavor. The advertisement highlights five different versions of the dish, each... |
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The text on the sign reads:
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5.6.1 | {} | [
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5.6.1 | {} | [
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5.6.1 | {} | [
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5.6.1 | {} | [
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"ma... | 2 | frame_001.png | null | 1,080 | 1,920 | The image shows the exterior of a building with a signboard that reads "墨宴 Moyan 港式早" in Chinese characters. The sign is white with black and red text. The word "Moyan" is written in English, while the other text is in Chinese. There is also a small red logo with Chinese characters above the English text. The building ... |
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5.6.1 | {} | [
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5.6.1 | {} | [
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"mask... | 4 | frame_081.png | null | 1,080 | 1,920 | The image shows a signboard for a restaurant or establishment that specializes in Hong Kong-style dim sum (早午茶, which means "morning and afternoon tea"). The sign is written in both Chinese characters and English. The Chinese text reads "港式早午茶" (Hong Kong-style dim sum), and the English text says "Dim." There is also a... |
5.6.1 | {} | [
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5.6.1 | {} | [
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"mask... | 3 | frame_101.png | null | 1,080 | 1,920 | The image shows a signboard for a restaurant that specializes in Hong Kong-style dim sum. The sign is primarily white with black and red text. The Chinese characters "港式早午茶" (Hong Kong-style dim sum) are prominently displayed in the center, indicating the type of cuisine served. Below the Chinese text, there is an Engl... |
5.6.1 | {} | [
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"mask... | 3 | frame_111.png | null | 1,080 | 1,920 | The image shows a signboard for a restaurant or establishment that specializes in Hong Kong-style dim sum. The sign is written in both Chinese and English. The Chinese text reads "港式早午茶," which translates to "Hong Kong Style Dim Sum." Below the Chinese text, there is an English translation "Dim Sum." Additionally, ther... |
5.6.1 | {} | [
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End of preview.
CTVid-Bench
CTVid-Bench is an open-source testing benchmark for clear text video restoration. This release packages the public evaluation media for three methods (GT, blur, downsample_x4) together with the latest QA v2 annotations.
Paper: ClearText-Video: A Large-Scale Text-Centric Video Dataset Bridging Video Restoration and Scene-Text Enhancement, accepted at ECCV 2026.
Project Page · arXiv:2608.28784 · Code
Release Scope
This folder is the Hugging Face staging source for the public testing benchmark.
Media files were staged on 2026-06-23; QA-v2 JSONs were refreshed on 2026-07-07
from test_qa_v2_release_20260707/.
Included:
spatial/VQA_img/{GT,blur,downsample_x4}/- spatial QA image frames.spatial/VQA_json/{GT,blur,downsample_x4}_VQA_testing/- latest spatial QA v2 annotations.temporal/images/{GT,blur,downsample_x4}/- temporal extracted frames and frame-level JSON metadata.temporal/videos_vqa/{GT,blur,downsample_x4}/- temporal video clips plus latest temporal QA v2 under each method'svqa/folder.
Excluded:
- training data.
- the full private 6-method research testing set.
- private methods
DOVE,MIMO-UNetPlus, andVSR_S3Diff. - backup/generated/optimized intermediate folders.
- legacy QA JSON from
open_source/source/spatial/VQA_json.
Size and Counts
Disk usage by du -sh:
- Release root: 74G
spatial/VQA_img: 19Gspatial/VQA_json: 33Mtemporal/images: 55Gtemporal/videos_vqa: 664M
Total files including release docs: 84,929
{
"json": 36382,
"md": 1,
"mp4": 485,
"png": 48061
}
QA v2 counts:
- Spatial QA v2: 389 JSON files per method, 1,167 total.
- Temporal QA v2: 97 JSON files per method, 291 total.
See dataset_manifest.json for detailed per-method file counts.
Path Policy
The source QA v2 files contained local absolute provenance paths. In this release folder, frame_path and video_path fields have been normalized to release-relative paths such as:
spatial/VQA_img/GT/CHN/C0011/frame_001.pngtemporal/videos_vqa/GT/videos/CHN_C0011.mp4
Upload Command
hf auth login
hf repos create jinlong17/CTVid-Bench --type dataset --exist-ok
HF_XET_HIGH_PERFORMANCE=1 hf upload-large-folder jinlong17/CTVid-Bench /nfs/AI/VideoEnhancement/Jinlong/flash_file/VSR_test/CTVid-Bench-Research/hf_release/CTVid-Bench-v1 --repo-type dataset --num-workers 8
Uploaded on 2026-07-10. The upload log is:
/nfs/AI/VideoEnhancement/Jinlong/flash_file/VSR_test/CTVid-Bench-Research/hf_release/upload_qa_v2_refresh_20260710_172628.log
Remote verification passed for dataset_manifest.json,
temporal/videos_vqa/GT/vqa/EN_C0130_video_questions.json, and
spatial/VQA_json/GT_VQA_testing/CHN_test_C0011.json.
Notes
The media files in this staging directory were assembled with hardlinks from the canonical open-source source tree to avoid duplicating the 74GB media payload locally. Hugging Face upload reads them as regular files.
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