Datasets:

naazimsnh02
/

dentalgemma-vqa

messages stringlengths 550 2.07k	source stringclasses 4 values	condition stringclasses 9 values
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DentalGemma VQA Dataset

A specialized multimodal VQA dataset for adapting MedGemma 1.5 4B IT to dental image analysis tasks across radiographs and clinical imagery.

Dataset Details

Total samples: ~2,529 image-text pairs
Format: Chat-format messages (system/user/assistant) with embedded images
Splits: 90% train / 10% validation
Image types: Clinical dental photos, panoramic (OPG) X-rays
Tasks: Cavity detection, pathology classification, tooth identification, localized pathology detection

Sources

Source	Samples	Task	Image Type
Dental Cavity Detection	642	Cavity/normal detection with counts	Clinical Photographs
Dental OPG Classification	1,214	6-class pathology classification	Panoramic OPG
Panoramic Dental Xray	128	Tooth counting & type identification	Panoramic X-rays
OPG Object Detection	545	6-class localized pathology detection	Panoramic OPG

Message Format

Each row has a messages field (JSON string) compatible with HuggingFace's chat template:

[
  {"role": "system", "content": "You are an expert dental clinician..."},
  {"role": "user", "content": [
    {"type": "image"},
    {"type": "text", "text": "Analyze this dental X-ray..."}
  ]},
  {"role": "assistant", "content": "This dental X-ray shows..."}
]

Usage with MedGemma

from datasets import load_dataset
dataset = load_dataset("naazimsnh02/dentalgemma-vqa")

Built For

The MedGemma Impact Challenge — fine-tuning Google's MedGemma 1.5 for dental diagnostics.

License

Apache 2.0

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Models trained or fine-tuned on naazimsnh02/dentalgemma-vqa

naazimsnh02/dentalgemma-1.5-4b-it

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naazimsnh02/dentalgemma-1.5-4b-it-GGUF

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