Datasets:
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Publish the three MetaStructAtlas preview examples
Browse files- .gitattributes +62 -0
- README.md +66 -0
- preview/example_2a.json +117 -0
- preview/example_2b.json +85 -0
- preview/example_2c.json +121 -0
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# Audio files - uncompressed
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qa_pairs_cn/type_1a.json filter=lfs diff=lfs merge=lfs -text
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qa_pairs_en/type_1a.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: apache-2.0
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task_categories:
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- visual-question-answering
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language:
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- en
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- zh
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tags:
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- medical-imaging
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- pet-ct
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- volumetric-vqa
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- benchmark
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pretty_name: MetaStructAtlas
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configs:
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- config_name: publication_preview
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default: true
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data_files:
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- split: preview
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path:
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- preview/example_2a.json
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- preview/example_2b.json
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- preview/example_2c.json
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---
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# MetaStructAtlas
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**Whole-body FDG PET/CT annotations and the MetaStructVQA benchmark.** MetaStructAtlas links anatomical masks to report-derived morphology and FDG-uptake descriptions. MetaStructVQA presents these records as parallel Chinese and English questions.
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[Preview](#preview) · [Availability](#availability) · [Reproduction code](https://github.com/withtst/MetaStructVQAbenchmark)
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## Preview
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Select **`publication_preview`** in the Dataset Viewer, or open one of the three JSON examples below. Each example contains four question views across two languages and two mask settings.
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| Task | Guided / mask-free format | Example |
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|---|---|---|
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| Morphology selection | `2a` / `2a-mf` | [View example](preview/example_2a.json) |
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| Binary morphology | `2b` / `2b-mf` | [View example](preview/example_2b.json) |
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| FDG description | `2c` / `2c-mf` | [View example](preview/example_2c.json) |
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These training-set records show the anatomical target, declared visual inputs, question, options and reference answer. The viewer displays the preview question records. Image volumes and clinical reports belong to the separate full release.
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## Benchmark at a glance
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| Component | Count |
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|---|---:|
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| Patients | 490 |
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| Train / validation / test patients | 323 / 81 / 86 |
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| Standard anatomical classes | 103 |
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| Standard anatomical mask files | 50,470 |
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| Structured annotation records | 7,275 |
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| Questions per language | 100,241 |
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| Test questions per language | 17,911 |
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| Mask-guided / mask-free test pairs | 4,011 |
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The nine question formats cover anatomical and modality recognition, morphology and FDG description, and report integration.
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## Availability
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The public preview contains the three examples listed above and is available under the Apache License 2.0. The examples are drawn from the training split of the publication dataset described on this card.
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The complete publication dataset is planned for release after manuscript acceptance, in accordance with applicable data-access permissions.
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## Reproduction
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The [MetaStructVQAbenchmark repository](https://github.com/withtst/MetaStructVQAbenchmark) provides the manuscript reproduction package, quick start and reference-result index.
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preview/example_2a.json
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{
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"preview_id": "MSA-preview-01",
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"split": "train",
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"anatomical_target": "brain",
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"question_views": [
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{
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"language": "en",
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"format": "2a",
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"declared_visual_inputs": [
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"CT",
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"anatomical mask"
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],
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"question": "Using the whole-body CT image and the brain mask, please identify all statements that correctly describe the brain.",
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"options": [
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{
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"label": "A",
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"text": "Disordered brain structure"
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},
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{
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"label": "B",
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"text": "Irregular brain morphology"
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},
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{
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"label": "C",
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"text": "Normal brain morphology"
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},
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{
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"label": "D",
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"text": "Normal brain structure"
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}
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],
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"reference_answer": "CD"
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},
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{
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"language": "en",
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"format": "2a-mf",
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"declared_visual_inputs": [
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"CT"
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],
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"question": "Using whole-body CT images, please determine all statements that correctly describe the brain.",
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"options": [
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{
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"label": "A",
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"text": "Disordered brain structure"
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},
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{
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"label": "B",
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"text": "Irregular brain morphology"
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},
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{
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"label": "C",
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"text": "Normal brain morphology"
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},
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{
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"label": "D",
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"text": "Normal brain structure"
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}
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],
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"reference_answer": "CD"
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},
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{
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"language": "zh",
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"format": "2a",
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"declared_visual_inputs": [
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"CT",
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"anatomical mask"
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],
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"question": "利用全身CT影像和脑的掩模,请确定所有正确描述脑的陈述",
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"options": [
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{
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"label": "A",
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"text": "脑结构紊乱"
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},
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{
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"label": "B",
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"text": "脑形态不规则"
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},
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{
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"label": "C",
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"text": "脑形态正常"
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},
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{
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"label": "D",
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"text": "脑结构正常"
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}
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],
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"reference_answer": "CD"
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},
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{
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"language": "zh",
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"format": "2a-mf",
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"declared_visual_inputs": [
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"CT"
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],
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"question": "利用全身CT影像,请确定所有正确描述脑的陈述",
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"options": [
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{
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"label": "A",
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"text": "脑结构紊乱"
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},
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{
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"label": "B",
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"text": "脑形态不规则"
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},
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{
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"label": "C",
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"text": "脑形态正常"
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},
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{
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"label": "D",
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"text": "脑结构正常"
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}
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],
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"reference_answer": "CD"
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}
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]
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}
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preview/example_2b.json
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"preview_id": "MSA-preview-02",
|
| 3 |
+
"split": "train",
|
| 4 |
+
"anatomical_target": "esophagus",
|
| 5 |
+
"question_views": [
|
| 6 |
+
{
|
| 7 |
+
"language": "en",
|
| 8 |
+
"format": "2b",
|
| 9 |
+
"declared_visual_inputs": [
|
| 10 |
+
"CT",
|
| 11 |
+
"anatomical mask"
|
| 12 |
+
],
|
| 13 |
+
"question": "Given the CT scan and esophagus mask, determine the correctness of the following statement: No mass in the esophageal wall. (Correct select A, incorrect select B)",
|
| 14 |
+
"options": [
|
| 15 |
+
{
|
| 16 |
+
"label": "A",
|
| 17 |
+
"text": "A"
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"label": "B",
|
| 21 |
+
"text": "B"
|
| 22 |
+
}
|
| 23 |
+
],
|
| 24 |
+
"reference_answer": "A"
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"language": "en",
|
| 28 |
+
"format": "2b-mf",
|
| 29 |
+
"declared_visual_inputs": [
|
| 30 |
+
"CT"
|
| 31 |
+
],
|
| 32 |
+
"question": "Given the CT scan, determine the correctness of the following statement: 'No mass in the esophageal wall.' (Correct choose A, incorrect choose B.)",
|
| 33 |
+
"options": [
|
| 34 |
+
{
|
| 35 |
+
"label": "A",
|
| 36 |
+
"text": "A"
|
| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"label": "B",
|
| 40 |
+
"text": "B"
|
| 41 |
+
}
|
| 42 |
+
],
|
| 43 |
+
"reference_answer": "A"
|
| 44 |
+
},
|
| 45 |
+
{
|
| 46 |
+
"language": "zh",
|
| 47 |
+
"format": "2b",
|
| 48 |
+
"declared_visual_inputs": [
|
| 49 |
+
"CT",
|
| 50 |
+
"anatomical mask"
|
| 51 |
+
],
|
| 52 |
+
"question": "给定CT扫描和食管掩模,判定如下陈述的正误:食管管壁未见肿块。(正确选A,错误选B)",
|
| 53 |
+
"options": [
|
| 54 |
+
{
|
| 55 |
+
"label": "A",
|
| 56 |
+
"text": "A"
|
| 57 |
+
},
|
| 58 |
+
{
|
| 59 |
+
"label": "B",
|
| 60 |
+
"text": "B"
|
| 61 |
+
}
|
| 62 |
+
],
|
| 63 |
+
"reference_answer": "A"
|
| 64 |
+
},
|
| 65 |
+
{
|
| 66 |
+
"language": "zh",
|
| 67 |
+
"format": "2b-mf",
|
| 68 |
+
"declared_visual_inputs": [
|
| 69 |
+
"CT"
|
| 70 |
+
],
|
| 71 |
+
"question": "给定CT扫描,判定如下陈述的正误:食管管壁未见肿块。(正确选A,错误选B)",
|
| 72 |
+
"options": [
|
| 73 |
+
{
|
| 74 |
+
"label": "A",
|
| 75 |
+
"text": "A"
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"label": "B",
|
| 79 |
+
"text": "B"
|
| 80 |
+
}
|
| 81 |
+
],
|
| 82 |
+
"reference_answer": "A"
|
| 83 |
+
}
|
| 84 |
+
]
|
| 85 |
+
}
|
preview/example_2c.json
ADDED
|
@@ -0,0 +1,121 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"preview_id": "MSA-preview-03",
|
| 3 |
+
"split": "train",
|
| 4 |
+
"anatomical_target": "brain",
|
| 5 |
+
"question_views": [
|
| 6 |
+
{
|
| 7 |
+
"language": "en",
|
| 8 |
+
"format": "2c",
|
| 9 |
+
"declared_visual_inputs": [
|
| 10 |
+
"CT",
|
| 11 |
+
"PET",
|
| 12 |
+
"anatomical mask"
|
| 13 |
+
],
|
| 14 |
+
"question": "Evaluate the brain in the given PET and CT based on the mask and select the correct description.",
|
| 15 |
+
"options": [
|
| 16 |
+
{
|
| 17 |
+
"label": "A",
|
| 18 |
+
"text": "A few patchy low-density shadows in the deep brain with absent FDG uptake."
|
| 19 |
+
},
|
| 20 |
+
{
|
| 21 |
+
"label": "B",
|
| 22 |
+
"text": "A few patchy low-density shadows in the deep brain with increased FDG uptake."
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"label": "C",
|
| 26 |
+
"text": "A few patchy low-density shadows in the deep brain with decreased FDG uptake."
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"label": "D",
|
| 30 |
+
"text": "A few patchy low-density shadows in the deep brain with no abnormal FDG uptake."
|
| 31 |
+
}
|
| 32 |
+
],
|
| 33 |
+
"reference_answer": "C"
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"language": "en",
|
| 37 |
+
"format": "2c-mf",
|
| 38 |
+
"declared_visual_inputs": [
|
| 39 |
+
"CT",
|
| 40 |
+
"PET"
|
| 41 |
+
],
|
| 42 |
+
"question": "Based on the given PET and CT findings of the brain, select the correct description.",
|
| 43 |
+
"options": [
|
| 44 |
+
{
|
| 45 |
+
"label": "A",
|
| 46 |
+
"text": "A few patchy low-density shadows in the deep brain with absent FDG uptake."
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"label": "B",
|
| 50 |
+
"text": "A few patchy low-density shadows in the deep brain with increased FDG uptake."
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"label": "C",
|
| 54 |
+
"text": "A few patchy low-density shadows in the deep brain with decreased FDG uptake."
|
| 55 |
+
},
|
| 56 |
+
{
|
| 57 |
+
"label": "D",
|
| 58 |
+
"text": "A few patchy low-density shadows in the deep brain with no abnormal FDG uptake."
|
| 59 |
+
}
|
| 60 |
+
],
|
| 61 |
+
"reference_answer": "C"
|
| 62 |
+
},
|
| 63 |
+
{
|
| 64 |
+
"language": "zh",
|
| 65 |
+
"format": "2c",
|
| 66 |
+
"declared_visual_inputs": [
|
| 67 |
+
"CT",
|
| 68 |
+
"PET",
|
| 69 |
+
"anatomical mask"
|
| 70 |
+
],
|
| 71 |
+
"question": "根据mask评估给定PET与CT中脑的情况,并选出正确描述。",
|
| 72 |
+
"options": [
|
| 73 |
+
{
|
| 74 |
+
"label": "A",
|
| 75 |
+
"text": "大脑深部少许斑片状低密度影FDG摄取缺如"
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"label": "B",
|
| 79 |
+
"text": "大脑深部少许斑片状低密度影FDG摄取增高"
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"label": "C",
|
| 83 |
+
"text": "大脑深部少许斑片状低密度影FDG摄取减低"
|
| 84 |
+
},
|
| 85 |
+
{
|
| 86 |
+
"label": "D",
|
| 87 |
+
"text": "大脑深部少许斑片状低密度影FDG摄取未见异常"
|
| 88 |
+
}
|
| 89 |
+
],
|
| 90 |
+
"reference_answer": "C"
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"language": "zh",
|
| 94 |
+
"format": "2c-mf",
|
| 95 |
+
"declared_visual_inputs": [
|
| 96 |
+
"CT",
|
| 97 |
+
"PET"
|
| 98 |
+
],
|
| 99 |
+
"question": "根据给定PET与CT中脑的情况,并选出正确描述。",
|
| 100 |
+
"options": [
|
| 101 |
+
{
|
| 102 |
+
"label": "A",
|
| 103 |
+
"text": "大脑深部少许斑片状低密度影FDG摄取缺如"
|
| 104 |
+
},
|
| 105 |
+
{
|
| 106 |
+
"label": "B",
|
| 107 |
+
"text": "大脑深部少许斑片状低密度影FDG摄取增高"
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"label": "C",
|
| 111 |
+
"text": "大脑深部少许斑片状低密度影FDG摄取减低"
|
| 112 |
+
},
|
| 113 |
+
{
|
| 114 |
+
"label": "D",
|
| 115 |
+
"text": "大脑深部少许斑片状低密度影FDG摄取未见异常"
|
| 116 |
+
}
|
| 117 |
+
],
|
| 118 |
+
"reference_answer": "C"
|
| 119 |
+
}
|
| 120 |
+
]
|
| 121 |
+
}
|