Eldercare and Memory Care Support

Monitors and talks with older people, including those with dementia, to support carers and daily routines.

vision LLMunverified

0named models

1062candidates

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

Nemotron-SEA-LION-v4.8-120B-A12BAI Singapore, LLMReleasedSep 2026open weightsIndonesian statedhas scoreslast 18 months

Nemotron-SEA-LION-v4.8-30B-A3BAI Singapore, LLMReleasedSep 2026open weightsIndonesian statedhas scoreslast 18 months

Qwen-SEA-LION-v4.5-27B-ITAI Singapore, LLMReleasedMay 2026open weightsIndonesian statedhas scoreslast 18 months

Qwen3.6-35B-A3BAlibaba (Qwen), LLMReleasedApr 2026open weightsruns on edgehas scoreslast 18 months

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

Nemotron 3 SuperNVIDIA, LLMReleased2026open weightsIndonesian statedhas scoreslast 18 months

Nemotron 3.5 Lightning 30B-A3BNVIDIA, LLMReleased2026open weightsIndonesian statedhas scoreslast 18 months

Showing 10 of 1062. 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: healthcare and pharma
Model classes: visionLLMunverified
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)Eldercare and memory care support 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)Eldercare and memory care support processes health data of patients, which the law treats as a specific category of personal data, so the controller needs a lawful basis, must protect the data and must honour data subject rights.
UU 17/2023 Kesehatan, DPR and President of the Republic of Indonesia (administered by Kementerian Kesehatan)Eldercare and memory care support is used in delivering health services or handling patient records, which this law governs through rules on medical records, health information systems, health technology and medical devices.
EU AI Act, Regulation (EU) 2024/1689 (international), European UnionEldercare and memory care support lets people talk to an AI system, and the EU AI Act requires that people are told they are interacting with AI; relevant when offered in the EU.

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

Year-long AI Surveillance Pilot in Two South Australian Aged Care Facilities Reportedly Overwhelmed Staff with False PositivesAustralia, 2021-03-01, otherBetween March 2021 and March 2022, an AI-enabled video and audio monitoring system was trialed in two South Australian aged care facilities.
Algorithmic Allocation of Resources in Healthcare for Disabled and Elderly Care Services Allegedly Harmed PatientsUnited States, 2021-07-02, safetyA healthcare algorithm designed to equitably distribute caregiving resources is alleged to have drastically cut care hours for the disabled and elderly, purportedly leading to significant hardships and harm.

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

IndustryHealthcare40 use cases, 66 deployments

Use CaseEldercare and Memory Care SupportHealthcare

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-lshc-2026.pdf

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Eldercare and Memory Care Support", https://aurion.semai.id/usecases/hc-eldercare-memory-support/, records of October 2026.