Autonomous Patrol and Threat Detection

Robots and camera systems that patrol sites and detect threats or intrusions.

vision robot policyunverified

0named models

705candidates

0deployments

0in Indonesia

Named Models

The research names no model for this use case.

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.

RF-DETR 2XLRoboflow vendor-reported60.1

YOLO26xUltralytics vendor-reported57.5

YOLO26lUltralytics vendor-reported55

D-FINEUniversity of Science and Technology of China (USTC), Institute of Artificial Intelligence, Hefei Comprehensive National Science Center independent55

RF-DETR MRoboflow vendor-reported54.7

YOLO26mUltralytics vendor-reported53.1

RF-DETR SRoboflow vendor-reported52.9

YOLO26sUltralytics vendor-reported48.6

YOLO11Ultralytics independent48.3

RF-DETR NRoboflow vendor-reported48

050100

YOLO26lUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 months

YOLO26mUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 months

YOLO26nUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 months

YOLO26sUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 months

YOLO26xUltralytics, visionReleasedJan 2026open weightshas scoreslast 18 months

RF-DETR 2XLRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 months

RF-DETR MRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 months

RF-DETR NRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 months

RF-DETR SRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 months

SAM 3Meta, visionReleasedNov 2025open weightshas scoreslast 18 months

Showing 10 of 705. 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.

Use Case

Industry: public sector
Model classes: visionrobot policyunverified
Benchmarks or datasets: not in the notes
Regulatory notes: Surat Edaran Menkominfo 9/2023 Etika Kecerdasan Artifisial, Kementerian Komunikasi dan Informatika (now Kementerian Komunikasi dan Digital)Autonomous patrol and threat detection is an AI-based service run by an electronic system operator, and the circular asks such operators to build and use AI on the values of inclusivity, transparency, humanity and security.
UU 27/2022 Pelindungan Data Pribadi, DPR and President of the Republic of Indonesia (administered by Kementerian Komunikasi dan Digital)Autonomous patrol and threat detection processes biometric data such as face images or voice recordings of the people being identified or served, so the controller needs a lawful basis, must protect the data and must honour data subject rights.
UU 2/2002 Kepolisian Negara Republik Indonesia, DPR and President of the Republic of Indonesia (Polri)Autonomous patrol and threat detection is used for policing and public order tasks, which this law assigns to the Indonesian National Police.
EU AI Act, Regulation (EU) 2024/1689 (international), European UnionAutonomous patrol and threat detection uses remote biometric identification or law enforcement AI, which the EU AI Act lists as high-risk or restricts; given as an international reference.

Where this comes from

From the industry tracks T08 to T10 of the research notes.

R&D Topics

Links to R&D topics are awaiting review.

Where this comes from

Which R&D topics would most change this use case. Drafted by Claude from the topic definitions and the use case; proposed until approved.

Incidents

Security Robot Rolls Over Child in MallUnited States, 2016-07-12, safetyOn July 7, 2016, a Knightscope K5 autonomous security robot collided with a 16-month old boy while patrolling the Stanford Shopping Center in Palo Alto, CA.
Knightscope's Park Patrol Robot Ignored Bystander Pressing Emergency Button to Alert Police about FightUnited States, 2019-10-04, safetyA Knightscope K5 autonomous "police" robot patrolling Huntington Park, California failed to respond to an onlooker who attempted to activate its emergency alert button when a nearby fight broke out.
ZeroEyes AI Surveillance System Reportedly Flagged Clarinet as Gun, Triggering School Lockdown in FloridaUnited States, 2025-12-09, otherAn AI-powered ZeroEyes surveillance system deployed at a Florida middle school reportedly flagged a student's clarinet as a firearm, triggering a school lockdown and police response.

Where this comes from

Documented failures, harms or misuse in this kind of use, Indonesia first, then the region, then well-known cases elsewhere (AI Incident Database, OECD AI incidents monitor, reputable news). Not a claim about any deployment listed here.

Opportunities

Opportunities are awaiting review.

Where this comes from

Gaps found by rule in what the directory holds for this use case. Each is a proposal for review.

Links

IndustryPublic Sector31 use cases, 44 deployments

Use CaseAutonomous Patrol and Threat DetectionPublic Sector

Modelsnone recorded

Who Runs Itnone recorded

Graph

Sources

deloitte.com/content/dam/assets-zone3/us/en/docs/services/... https://www.deloitte.com/content/dam/assets-zone3/us/en/docs/services/consulting/2026/ai-use-cases-gps-2026.pdf
oecd.ai/en/catalogue/tool-use-cases https://oecd.ai/en/catalogue/tool-use-cases

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Autonomous Patrol and Threat Detection", https://aurion.semai.id/usecases/pub-autonomous-patrol-threat-detection/, records of October 2026.