Medical Imaging Report Generation
This dataset provides paired medical imaging metadata and detailed radiology-style report texts, enabling the development and evaluation of AI models for automated report generation. Each record links imaging attributes, patient demographics, and structured report sections, making it ideal for natural language processing, computer vision, and clinical decision support research.
Sample rows
preview · 8 of 200 rows · all 20 columns| report_idstring | modalitystring | image_widthinteger | image_viewstring | study_idstring | image_idstring | patient_idstring | body_part_examinedstring | acquisition_datetimedatetime | institution_namestring | radiologist_idstring | report_datetimedatetime | impression_sectionstring | ageinteger | sexstring | image_heightinteger | image_file_pathstring | report_textstring | findings_sectionstring | dicom_series_uidstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RPT-000001 | X-ray | 2048 | PA | STUDY-0001 | IMG-0001 | PAT-0001 | Chest | 2023-07-12T10:24:00 | Metro General Hospital | RAD-001 | 2023-07-12T12:01:00 | Normal chest X-ray. | 52 | Male | 2048 | xray/chest/IMG-0001.dcm | No acute cardiopulmonary abnormality. Heart size is normal. Lungs are clear. No pleural effusion. | Heart size within normal limits. Lungs are clear. No focal consolidation. | 1.2.826.0.1.3680043.2.1125.1.1.2023071201 |
| RPT-000002 | X-ray | 2048 | Lateral | STUDY-0001 | IMG-0002 | PAT-0001 | Chest | 2023-07-12T10:26:00 | Metro General Hospital | RAD-002 | 2023-07-12T12:05:00 | Normal lateral chest radiograph. | 52 | Male | 2048 | xray/chest/IMG-0002.dcm | Lateral chest view shows clear lung fields, no effusion or consolidation. Spine and heart are unremarkable. | No abnormal opacity seen. Costophrenic angles are sharp. | 1.2.826.0.1.3680043.2.1125.1.1.2023071202 |
| RPT-000003 | MRI | 256 | Axial | STUDY-0002 | IMG-0003 | PAT-0002 | Brain | 2022-11-04T15:15:00 | Riverbend Imaging Center | RAD-003 | 2022-11-04T17:30:00 | Mild chronic ischemic changes. | 76 | Female | 256 | mri/brain/IMG-0003.dcm | MRI brain shows mild age-related microvascular changes. No acute infarct or hemorrhage identified. | No mass effect. Ventricles are normal in size. | 1.3.12.2.1107.5.2.19.45152.202211041515 |
| RPT-000004 | MRI | 256 | Coronal | STUDY-0002 | IMG-0004 | PAT-0002 | Brain | 2022-11-04T15:18:00 | Riverbend Imaging Center | RAD-003 | 2022-11-04T17:35:00 | Chronic microvascular disease. | 76 | Female | 256 | mri/brain/IMG-0004.dcm | Coronal images confirm mild periventricular hyperintensities. No evidence of acute pathology. | No abnormal enhancing lesion. | 1.3.12.2.1107.5.2.19.45152.202211041518 |
| RPT-000005 | CT | 1024 | Axial | STUDY-0003 | IMG-0005 | PAT-0003 | Abdomen | 2024-01-21T09:41:00 | Westside Medical Center | RAD-004 | 2024-01-21T10:20:00 | Normal abdominal CT. | 44 | Male | 1024 | ct/abdomen/IMG-0005.dcm | CT abdomen demonstrates normal liver, spleen, pancreas, and kidneys. No acute intra-abdominal process. | No free fluid or mass identified. | 1.2.826.0.1.3680043.2.1125.1.1.2024012101 |
| RPT-000006 | CT | 1024 | Coronal | STUDY-0003 | IMG-0006 | PAT-0003 | Abdomen | 2024-01-21T09:44:00 | Westside Medical Center | RAD-004 | 2024-01-21T10:23:00 | Unremarkable CT of the abdomen. | 44 | Male | 1024 | ct/abdomen/IMG-0006.dcm | Coronal CT images of the abdomen reveal no evidence of obstruction or abnormal enhancement. | Abdominal organs appear normal. | 1.2.826.0.1.3680043.2.1125.1.1.2024012102 |
| RPT-000007 | Ultrasound | 256 | blank | STUDY-0004 | IMG-0007 | PAT-0004 | Pelvis | 2022-05-03T16:30:00 | St. Francis Women's Clinic | RAD-005 | 2022-05-03T17:00:00 | Normal pelvic ultrasound. | 37 | Female | 192 | ultrasound/pelvis/IMG-0007.jpg | Transabdominal pelvic ultrasound shows normal uterus and ovaries. No free fluid. | Endometrial thickness is normal. | 1.2.428.0.9.3680043.2.1125.1.1.2022050301 |
| RPT-000008 | Mammography | 4096 | CC | STUDY-0005 | IMG-0008 | PAT-0005 | Breast | 2024-02-10T11:50:00 | Central Women's Imaging Center | RAD-006 | 2024-02-10T13:01:00 | BIRADS 1: Negative. | 49 | Female | 3072 | mammography/breast/IMG-0008.dcm | Mammogram demonstrates dense breast parenchyma. No suspicious mass, calcification, or architectural distortion. | No dominant mass seen. | 1.2.392.200036.9116.2.6.1.48.1215978120.164 |
| RPT-000009 | Mammography | 4096 | MLO | STUDY-0005 | IMG-0009 | PAT-0005 | Breast | 2024-02-10T11:52:00 | Central Women's Imaging Center | RAD-006 | 2024-02-10T13:06:00 | BIRADS 1: Negative. | 49 | Female | 3072 | mammography/breast/IMG-0009.dcm | MLO view confirms no abnormality. Axillary tail is visualized. | No suspicious lesion in the axillary region. | 1.2.392.200036.9116.2.6.1.48.1215978120.165 |
| RPT-000010 | X-ray | 800 | AP | STUDY-0006 | IMG-0010 | PAT-0006 | Hand | 2023-03-19T14:15:00 | Springfield Pediatric Hospital | RAD-007 | 2023-03-19T15:10:00 | Normal pediatric hand X-ray. | 7 | Female | 1024 | xray/hand/IMG-0010.dcm | AP X-ray shows normal bone development. No fracture or dislocation. | Phalanges and metacarpals are intact. | 1.2.840.113619.2.5.1762583156.202303191415 |
| RPT-000011 | Ultrasound | 320 | blank | STUDY-0007 | IMG-0011 | PAT-0007 | Liver | 2023-12-07T09:30:00 | East Valley Imaging | RAD-008 | 2023-12-07T10:01:00 | Normal liver ultrasound. | 55 | Male | 256 | ultrasound/liver/IMG-0011.jpg | Liver ultrasound is unremarkable. No focal lesion or biliary dilatation. | Liver parenchyma is homogeneous. | 1.2.840.113619.2.55.3212583157.202312070930 |
| RPT-000012 | CT | 1024 | Axial | STUDY-0008 | IMG-0012 | PAT-0008 | Head | 2024-03-13T08:12:00 | Northside Hospital | RAD-009 | 2024-03-13T08:50:00 | Normal head CT. | 61 | Male | 1024 | ct/head/IMG-0012.dcm | Non-contrast head CT shows no acute hemorrhage, infarct or mass effect. | Ventricles and cisterns are normal. | 1.2.826.0.1.3680043.2.1125.1.1.2024031301 |
| RPT-000013 | MRI | 240 | Sagittal | STUDY-0009 | IMG-0013 | PAT-0009 | Spine | 2023-09-02T11:18:00 | Uptown Imaging Center | RAD-010 | 2023-09-02T12:11:00 | Degenerative changes, no acute process. | 68 | Female | 320 | mri/spine/IMG-0013.dcm | MRI lumbar spine shows moderate degenerative disc disease at L4-L5. No acute fracture. | Disc spaces narrowed at L4-L5. | 1.2.840.113619.2.5.1762583156.202309021118 |
| RPT-000014 | PET | 256 | blank | STUDY-0010 | IMG-0014 | PAT-0010 | Whole Body | 2022-04-15T13:24:00 | National PET Center | RAD-011 | 2022-04-15T15:40:00 | Negative PET scan. | 59 | Female | 256 | pet/whole_body/IMG-0014.dcm | No abnormal FDG uptake identified. Physiologic distribution of tracer. | No focal hypermetabolic activity. | 2.16.840.1.113669.632.20.1211.202204151324 |
| RPT-000015 | Ultrasound | 192 | blank | STUDY-0011 | IMG-0015 | PAT-0011 | Kidney | 2024-03-22T16:17:00 | East Valley Imaging | RAD-012 | 2024-03-22T16:58:00 | Normal renal ultrasound. | 42 | Male | 256 | ultrasound/kidney/IMG-0015.jpg | Renal ultrasound demonstrates normal size and echotexture. No hydronephrosis. | No renal mass or calculus seen. | 1.2.840.113619.2.55.3212583157.202403221617 |
| RPT-000016 | X-ray | 600 | AP | STUDY-0012 | IMG-0016 | PAT-0012 | Skull | 2023-08-10T08:11:00 | Children's Health Hospital | RAD-013 | 2023-08-10T09:07:00 | Normal pediatric skull X-ray. | 5 | Male | 800 | xray/skull/IMG-0016.dcm | AP view of the skull is normal. No fracture or abnormal calcification. | Sinuses are clear. | 1.2.826.0.1.3680043.2.1125.1.1.2023081001 |
| RPT-000017 | CT | 2048 | Sagittal | STUDY-0013 | IMG-0017 | PAT-0013 | Spine | 2024-01-11T18:01:00 | Southside Spine Center | RAD-014 | 2024-01-11T18:49:00 | Chronic degenerative changes. | 73 | Male | 1024 | ct/spine/IMG-0017.dcm | CT lumbar spine reveals mild spondylosis and disc bulge at L5-S1. No acute fracture. | Facet joints show mild degeneration. | 1.2.826.0.1.3680043.2.1125.1.1.2024011101 |
| RPT-000018 | Ultrasound | 192 | blank | STUDY-0014 | IMG-0018 | PAT-0014 | Thyroid | 2023-10-23T13:42:00 | Metro General Hospital | RAD-015 | 2023-10-23T14:18:00 | Normal thyroid ultrasound. | 33 | Female | 256 | ultrasound/thyroid/IMG-0018.jpg | Thyroid ultrasound is unremarkable. No nodule or cyst seen. | blank | 1.2.528.0.9.3680043.2.1125.1.1.2023102301 |
| RPT-000019 | X-ray | 2048 | AP | STUDY-0015 | IMG-0019 | PAT-0015 | Abdomen | 2023-06-17T07:29:00 | Greenfield Community Hospital | RAD-016 | 2023-06-17T08:10:00 | Unremarkable abdominal X-ray. | 46 | Female | 2048 | xray/abdomen/IMG-0019.dcm | Abdominal X-ray shows no obstruction or abnormal calcification. Bowel gas pattern is normal. | No abnormal gas pattern. | 1.2.826.0.1.3680043.2.1125.1.1.2023061701 |
| RPT-000020 | Other | 64 | blank | STUDY-0016 | IMG-0020 | PAT-0016 | Eye | 2023-01-07T16:33:00 | blank | blank | 2023-01-07T17:02:00 | blank | blank | blank | 64 | other/eye/IMG-0020.jpg | Ocular image of left eye. No abnormality detected. | blank | blank |
What the 200 rows show
from the 200-row sampleMammography modality stands out: mean image_
- 750median image_
width - 2sexes
- 22body part examineds
- 50median age
- 850median image_
height
Median 750, from 32 to 4,096.
- string 15
- integer 3
- datetime 2
Columns
20 columns in three groups| column | type | description | example |
|---|---|---|---|
| Text 15 columns | |||
report_id | string | Unique identifier for each imaging-report pair.unique | RPT-000001 |
study_id | string | Identifier for the imaging study (may group multiple images). | STUDY-0001 |
image_id | string | Unique identifier for the specific medical image. | IMG-0001 |
patient_id | string | Anonymized identifier for the patient associated with the image.optional | PAT-0001 |
modality | string | Type of imaging modality used (e.g., X-ray, CT, MRI, Ultrasound).7 values | X-ray |
body_part_examined | string | Body region or organ system imaged (e.g., Chest, Abdomen, Brain). | Chest |
image_view | string | Imaging view or projection (e.g., AP, PA, Lateral, Axial, Coronal, Sagittal).10 views · optional | PA |
institution_name | string | Name or code of the medical institution where the image was acquired.optional | Metro General Hospital |
radiologist_id | string | Anonymized identifier for the reporting radiologist.optional | RAD-001 |
report_text | string | Full narrative radiology report associated with the image. | No acute cardiopulmonary … |
findings_section | string | Extracted 'Findings' section of the report, if available.optional | No dominant mass seen. |
impression_section | string | Extracted 'Impression' or summary section of the report, if available.optional | Normal chest X-ray. |
sex | string | Sex of the patient.Male · Female · Other · Unknown · optional | Male |
dicom_series_uid | string | DICOM Series Instance UID for linking to original DICOM metadata.optional | 1.2.826.0.1.3680043.2.112… |
image_file_path | string | Relative or absolute path to the image file. | xray/chest/IMG-0001.dcm |
| Numbers 3 columns | |||
age | integer | Age of the patient at the time of imaging (in years).0 to 120 · optional | 52 |
image_height | integer | Height of the image in pixels.1 or more · optional | 2048 |
image_width | integer | Width of the image in pixels.1 or more · optional | 2048 |
| Dates and times 2 columns | |||
acquisition_datetime | datetime | Date and time when the image was acquired.optional | 2023-07-12T10:24:00 |
report_datetime | datetime | Date and time when the radiology report was created.optional | 2023-07-12T12:01:00 |
Use it for
A healthcare dashboard
Image_
width by modality and a breakdown of image_ view. Excel, Power BI or Tableau. Why do the 17 Mammography rows have a mean image_
width of 3,547? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Reports200RPT-0000012048X-rayRPT-0000022048X-rayRPT-000003256MRI
A software demo
Believable reports with study_
id, image_ id and patient_ id to fill a screen in front of a buyer.
blueprint · medical-imaging-report-generation
Behind this dataset
Same schema. As many rows as you need.
These 200 rows came out of a blueprint — 20 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.
- Map each case to structured imaging features
- Generate free-text findings and impressions
- Align reports with diagnosis codes
- Include modality and anatomical site tags
1 credit per row. Preview 20 rows free. Buy rows for the full run.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- medical-imaging-report-generation