Project AURIONAI Use-Cases Research & Innovation
Retail and Logistics

Driver and Fleet Safety Monitoring

Watches drivers and vehicle data to warn of risky driving and reduce accidents in delivery fleets.

visiontime seriesunverified
1named models
727candidates
0deployments
0in Indonesia

Named Models

NVIDIADashCamNetNVIDIAReleasednot in the notesRuns onnot in the notesClassvisionDashCamNetNVIDIA TAO detector for cars, people, road signs and two-wheelers seen from a moving dashboard camera.Commercial use: not stated; Jakarta hosting: unknown; Indonesian support: not stated
Where this comes from
Models the research names for this use case. Research, with sources on each model record.

Who Runs It

No deployment is recorded for this use case.

Where this comes from
Documented uses by named organisations. The evidence column says who made the claim.

Candidate Models

COCO val

A general benchmark for this model class, not a test on this use case. Object detection and segmentation AP (mAP50-95). Higher is better. Showing 10 of 11.

RoboflowRF-DETR 2XLRoboflow vendor-reported60.1UltralyticsYOLO26xUltralytics vendor-reported57.5UltralyticsYOLO26lUltralytics vendor-reported55University of Science and Technology of China (USTC)D-FINEUniversity of Science and Technology of China (USTC), Institute of Artificial Intelligence, Hefei Comprehensive National Science Center independent55RoboflowRF-DETR MRoboflow vendor-reported54.7UltralyticsYOLO26mUltralytics vendor-reported53.1RoboflowRF-DETR SRoboflow vendor-reported52.9UltralyticsYOLO26sUltralytics vendor-reported48.6UltralyticsYOLO11Ultralytics independent48.3RoboflowRF-DETR NRoboflow vendor-reported48
050100
UltralyticsYOLO26lUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsUltralyticsYOLO26mUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsUltralyticsYOLO26nUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsUltralyticsYOLO26sUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsGoogleTimesFM 3.0Google, time seriesReleasedAug 2026open weightshas scoreslast 18 monthsDatadogToto 2.0 1BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 monthsDatadogToto 2.0 2.5BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 monthsDatadogToto 2.0 313MDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 monthsIBMGranite PatchTST-FM r1IBM, Rensselaer Polytechnic Institute, time seriesReleasedMar 2026open weightshas scoreslast 18 monthsUltralyticsYOLO26xUltralytics, visionReleasedJan 2026open weightshas scoreslast 18 months

Showing 10 of 727. All models of this class

Where this comes from
Derived, not researched: models in the directory whose class matches a class this use case uses, excluding family records and models shut down or deprecated. Ranked by how many fit facts they meet, then by release date. Each fit fact is read from the model record.

Sources

  1. cloud.google.com/transform/101-real-world-generative-ai-use-ca... https://cloud.google.com/transform/101-real-world-generative-ai-use-cases-from-industry-leaders

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Driver and Fleet Safety Monitoring", https://aurion.semai.id/usecases/ret-fleet-driver-safety/, records of October 2026.