Dental Treatment Process Action Recognition Dataset

#action recognition #video analysis #behavior detection #dental treatment #medical training #action recognition
  • 500 records
  • 1.6G
  • MP4
  • CC-BY-NC-SA 4.0
  • MOBIUSI INCMOBIUSI INC
Updated:2026-02-04

AI Analysis & Value Prop

In modern dental medicine, optimizing action recognition during the treatment process is crucial for improving treatment efficiency and accuracy. Currently, traditional methods mainly rely on manual observation, which can be easily influenced by subjective factors, leading to misjudgments and inefficiency. Additionally, there is a lack of automated recognition systems or standard datasets specifically for dental actions in the market. This dataset aims to provide a large number of annotated videos of actions during actual dental treatments to support the development of automated action recognition systems. The data is collected using high-definition cameras in real dental treatment environments to ensure realistic scene simulation, and annotated and reviewed in multiple rounds by a team of professional dentists and video analysis experts to ensure consistency and precision. After annotation, the data is processed and stored in MP4 format, organized by dental treatment steps. The recorded actions, such as brushing, cleaning, and treatment, are sorted and categorized to facilitate training and testing.

Dataset Insights

Sample Examples

3c330920**.mp4|720*1280|695.70 KB

Technical Specifications

FieldTypeDescription
file_namestringFile name
durationstringDuration
qualitystringResolution
action_labelstringThe specific action category during the dental treatment process.
dentist_idstringThe unique identifier for the dentist involved in the dental treatment process.
patient_idstringThe unique identifier for the patient undergoing dental treatment.
procedure_stepstringThe specific step in the dental treatment procedure.
instrument_usedstringThe name of the instrument used during the dental treatment process.
hand_gesturestringThe hand gesture performed during the dental treatment process.
body_positionstringThe body position during the dental treatment process.
action_durationfloatThe duration of the specific action in seconds.
confidence_levelfloatThe confidence level of the action recognition.

Compliance Statement

Authorization TypeCC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)
Commercial UseRequires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and AnonymizationNo PII, no real company names, simulated scenarios follow industry standards
Compliance SystemCompliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Frequently Asked Questions

What types of videos are included in this dataset?
The Dental Procedure Action Recognition Dataset includes various procedural operation videos in dental treatment.
How can this dataset be used to improve action recognition accuracy?
This dataset can be used for training and testing to develop and validate dental procedure action recognition models, thus improving accuracy.
What medical applications is this dataset suitable for?
The dataset is suitable for developing action recognition systems in dental procedures, such as automated treatment recording and surgical monitoring.
How can effective application of this dataset in the healthcare field be ensured?
Ensuring effective application of this dataset requires integrating with real dental procedures and collaborating with professionals for model validation and optimization.
Why is the Dental Procedure Action Recognition Dataset important?
This dataset is crucial for enhancing the automation and precision of dental procedures, thereby improving the quality of healthcare services.

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Cite this Work

@dataset{Mobiusi2026,
  title={Dental Treatment Process Action Recognition Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/18a5077488cb98f3fcbcea7f2491a388},
  urldate={2026-02-04},
  keywords={dental action recognition, medical video analysis, dental video dataset},
  version={1.0}
}

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