Smart City Operations and Urban Infrastructure

Runs city infrastructure such as traffic, lighting and utilities using camera and sensor data.

vision time seriesunverified

0named models

728candidates

4deployments

4in 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

production, 3pilot, 1

Kepolisian Negara Republik Indonesia (Polri)

Korlantas PolriCountry: IndonesiaSmart Road Safety Policing: 200 AI-integrated CCTV cameras for traffic density and bottleneck detection (model not stated)Vendor: not statedproductionDate12 Nov 2025No results yet; police target 95 percent of enforcement through ETLEEvidence: government statementConfidence: mediumSource: inp.polri.go.id

Pemerintah Provinsi DKI JakartaCountry: IndonesiaCCTV with AI video analytics at congestion hotspots (model not stated)Vendor: not statedproductionDateAug 2025none statedEvidence: government statementConfidence: mediumSource: govinsider.asia

Pemerintah Provinsi DKI JakartaCountry: IndonesiaAI-focused water level sensors at 13 floodgates feeding flood early warning and Pantau Banjir (model not stated)Vendor: not statedproductionDateAug 2025Sensor readings feed flood early warning and the Pantau Banjir platform in real time; no measured resultsEvidence: government statementConfidence: mediumSource: govinsider.asia

PT Transportasi Jakarta (Transjakarta)Country: IndonesiaMachine vision on CCTV counting waiting passengers and tracking the fleet; generative AI customer agent with text-to-speech; route and frequency recommendation engine; Driver Monitoring System being implementedVendor: not statedpilotDate18 Jul 2025Three AI systems in development; none measuredEvidence: company statementConfidence: lowSource: en.antaranews.com

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

TimesFM 3.0Google, time seriesReleasedAug 2026open weightshas scoreslast 18 months

Toto 2.0 1BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 months

Toto 2.0 2.5BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 months

Toto 2.0 313MDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 months

Granite PatchTST-FM r1IBM, Rensselaer Polytechnic Institute, time seriesReleasedMar 2026open weightshas scoreslast 18 months

YOLO26xUltralytics, visionReleasedJan 2026open weightshas scoreslast 18 months

Showing 10 of 728. 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: visiontime seriesunverified
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)Smart city operations and urban infrastructure 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)Smart city operations and urban infrastructure processes personal data of citizens and residents, so the controller needs a lawful basis, must protect the data and must honour data subject rights.
Perpres 39/2019 Satu Data Indonesia, President of the Republic of Indonesia (Bappenas leads the steering council)Smart city operations and urban infrastructure uses or produces government data, which this regulation requires to follow common data, metadata and interoperability standards and to be shared through the Satu Data Indonesia portal.
UU 22/2009 Lalu Lintas dan Angkutan Jalan, DPR and President of the Republic of Indonesia (administered by Kementerian Perhubungan and Polri)Smart city operations and urban infrastructure includes traffic management on city roads, which this law governs.

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

Facial Recognition Program in São Paulo Metro Stations Suspended for Illegal and Disproportionate Violation of Citizens' Right to PrivacyBrazil, 2018-04-12, privacyA facial recognition program rolled out by São Paulo Metro Stations was suspended following a court ruling in response to a lawsuit by civil society organizations, who cited fear of it being integrated with other electronic surveillance entities without consent, and lack of transparency about the biometric data collection process of metro users.
Facial Recognition System in Buenos Aires Triggers Police Checks Based on False MatchesArgentina, 2024-02-05, discriminationBuenos Aires's facial recognition system mistakenly flagged innocent people as criminals, leading to wrongful stops and detentions.

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.

In Neighbouring Countries

Kuala Lumpur City Hall (DBKL), operated by ITMAXMalaysia, state-owned, contract signed, 2025-12-23Smart traffic controller system: CCTV with AI analytics, real-time monitoring and adaptive signal control (RM42 million, three years)
Land Transport Authority (LTA)Singapore, state-owned, pilot, 2026-08-04CRUISE smart traffic light control system; AI video analytics for incident detection
Bangkok Metropolitan Administration (with Google)Thailand, state-owned, pilot, 2025-05-27AI traffic signal timing (adaptive approach) with Google

Where this comes from

Documented deployments of this use case in Malaysia, Singapore, Thailand, Vietnam and the Philippines, each with its source.

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 CaseSmart City Operations and Urban InfrastructurePublic Sector

Modelsnone recorded

Who Runs It

Korlantas PolriIn production, 12 Nov 2025

Pemerintah Provinsi DKI JakartaIn production, Aug 2025

PT Transportasi Jakarta (Transjakarta)Pilot, 18 Jul 2025

Graph

Deployments 4

Korlantas PolriSmart Road Safety Policing: 200 AI-integrated CCTV cameras for traffic density and bottleneck detection (model not stated), Indonesia Pemerintah Provinsi DKI JakartaCCTV with AI video analytics at congestion hotspots (model not stated), Indonesia Pemerintah Provinsi DKI JakartaAI-focused water level sensors at 13 floodgates feeding flood early warning and Pantau Banjir (model not stated), Indonesia PT Transportasi Jakarta (Transjakarta)Machine vision on CCTV counting waiting passengers and tracking the fleet; generative AI customer agent with text-to-speech; route and frequency recommendation engine; Driver Monitoring System being implemented, Indonesia

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

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Smart City Operations and Urban Infrastructure", https://aurion.semai.id/usecases/pub-smart-city-operations/, records of October 2026.