Datasets:
Formats:
imagefolder
Languages:
English
Size:
< 1K
ArXiv:
Tags:
ultra-resolution
ultra-high-resolution
visual-reasoning
evidence-grounded-reasoning
visual-question-answering
vision-language-models
License:
UltraVR QA-Only Data Schema
UltraVR annotations are stored in JSONL format. Each line is one QA sample.
This trial version is QA-only: the original reasoning_supervision field has been removed from all questions, and no gt_cot, cot, or chain-of-thought field is included.
Required fields
{
"sample_id": "string, unique UltraVR QA sample id",
"domain": "RS | CCTV | AD",
"source_dataset": "DOTA-v1.5 | PANDA | MVTec LOCO AD",
"image_path": "string",
"image_width": "integer or null",
"image_height": "integer or null",
"question_id": "string or null",
"question": "string",
"question_type": "string or null",
"options": "object, usually A/B/C/D for multiple choice; may be empty for open-answer AD questions",
"answer": "string",
"license_note": "string or null"
}
Field notes
sample_idis unique across the release and followsultravr_<domain>_<six_digit_id>.image_pathis the only image locator in each JSONL record. For AD it points to a local repository file underdata/images/ad/. For RS and CCTV it points to the corresponding source-dataset image path.question_idpreserves the original question identifier from the constructed QA files.question_typepreserves the original category, such ascomparison,logical_verification, orrelational_inference.optionskeeps the original answer options. Some AD anomaly-localization questions are open-answer and therefore have{}.answerkeeps the original answer string. For multiple-choice questions it is usuallyA,B,C, orD; for open-answer AD questions it can be a coordinate such as(5, 10).reasoning_supervisionis intentionally omitted.
Domain image policy
| Domain | image_path meaning |
|---|---|
| RS | Source DOTA path, e.g. DOTA-v1.5_val/P0019.png. |
| CCTV | Source PANDA path, e.g. PANDA/image_train/01_University_Canteen/IMG_01_01.jpg. |
| AD | Local repository path, e.g. data/images/ad/ad_0001.jpg. |
Mapping files
RS and CCTV images are not redistributed. Use these files to map QA samples to source images:
data/images/rs/mapping.csvdata/images/cctv/mapping.csv
All paths use POSIX-style / separators and are relative unless they are official source URLs.