Oil and Gas Platform Inspection

Drone-data anomaly, leak and structural damage detection on offshore platforms; AI safety at drilling sites.

vision

0named models

660candidates

1deployments

1in 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

contract signed, 1

Pertamina (PHE Offshore Southeast Sumatra; Pertamina Drilling Services Indonesia; Pertamina Marine Engineering; Pertamina Trans Kontinental)Country: IndonesiaAI-Based Monitoring and Inspection System for Oil and Gas Platforms (model not stated)Vendor: FPTcontract signedDate10 Mar 2025Partnership; will be deployedEvidence: company statementConfidence: lowSource: vir.com.vn

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 660. 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: energy and mining
Model classes: vision
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)Oil and gas platform inspection 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 22/2001 Minyak dan Gas Bumi, DPR and President of the Republic of Indonesia (administered by Kementerian ESDM)Oil and gas platform inspection supports upstream oil and gas activity, which this law governs through cooperation contracts and state ownership of exploration and production data.
UU 32/2009 Perlindungan dan Pengelolaan Lingkungan Hidup, DPR and President of the Republic of Indonesia (administered by Kementerian Lingkungan Hidup)Oil and gas platform inspection produces evidence on environmental impact or pollution, which this law requires businesses to manage, monitor and report.

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.

In Neighbouring Countries

PetronasMalaysia, state-owned, pilotANYbotics ANYmal C explosion-proof legged inspection robot, tested on Dulang B platform
PTTEP (AI and Robotics Ventures)Thailand, researchSubsea Flowline Control and Repair Robot (SFCR) for inspection, repair and maintenance of subsea pipelines

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

IndustryEnergy and Mining15 use cases, 17 deployments

Use CaseOil and Gas Platform InspectionEnergy and Mining

Modelsnone recorded

Who Runs It

Pertamina (PHE Offshore Southeast Sumatra; Pertamina Drilling Services Indonesia; Pertamina Marine Engineering; Pertamina Trans Kontinental)Contract signed, 10 Mar 2025

Graph

Deployments 1

Pertamina (PHE Offshore Southeast Sumatra; Pertamina Drilling Services Indonesia; Pertamina Marine Engineering; Pertamina Trans Kontinental)AI-Based Monitoring and Inspection System for Oil and Gas Platforms (model not stated), Indonesia

Sources

FPT offers AI to Indonesia’s largest oil company Pertamina vir.com.vn https://vir.com.vn/fpt-offers-ai-to-indonesias-largest-oil-company-pertamina-124294.html

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Oil and Gas Platform Inspection", https://aurion.semai.id/usecases/em-oil-gas-platform-inspection/, records of October 2026.