visionfamily
EfficientAD
Visual anomaly detector built for millisecond-level latency. Paper by Batzner et al. (2023).
Levelfamily
Classvision
Parametersnot in the notes
Contextnot in the notes
Released25 Mar 2023
Opennessopen source
Runs onnot in the notes
Statusactive
Industry Use Cases
R&D Topics
Identity
- Developer
- MVTec Software GmbH
- Family
- not in the notes
- Released
- 25 Mar 2023 sourcesannouncement page
- Weights published
- –
- Record checked
- 12 Oct 2026
Where this comes from
Developer and dates from the research notes. Release date is the vendor's public announcement; weights date is when open weights were published.
Architecture and Size
- Architecture
- CNN Lightweight student-teacher plus autoencoder
- Total parameters
- – sources
- Active parameters
- –
- Checkpoint parameters
- –
- Context length
- not in the notes
- Input
- image
- Output
- image
Where this comes from
Parameter counts as the developer states them. Where the checkpoint holds a different total, both are shown (register A16).
Openness and Access
- Openness
- open source
- Licence
- Apache License 2.0 sources
- Access routes
- not in the notes
Where this comes from
The licence file governs over registry tags and aggregator labels.
Deployment
- Runs on
- not in the notes
- Footprint
- Licence is that of the Anomalib implementation (Apache-2.0).
- Runtimes
- not in the notes
Where this comes from
Deployment tiers and runtimes as named in the notes. Footprint is the notes' figure, not a measurement by AURION.
Indonesia
- Indonesian support
- not stated
- Regional languages
- not in the notes
- Jakarta hosting
- unknown
- Languages
- not in the notes
Where this comes from
Indonesia fields are carried on every model; unknown is an allowed value.
Benchmark Results
The notes record no benchmark result for this model.
Lineage
The notes record no lineage for this model.
Links
DeveloperMVTec Software GmbHcompany, Germany
MVTec Software GmbHcompany, GermanyModelEfficientADMVTec Software GmbH, vision
EfficientADMVTec Software GmbH, visionWho Runs It
PT Aneka Tambang Tbk (ANTAM), ferronickelIn production, 9 Sep 2026
China National Petroleum Corp.In production, 24 Jun 2025Pertamina New & Renewable Energy (Pertamina NRE)In production, 24 Apr 2025
PT Akebono Brake Astra Indonesia (Astra Otoparts group)In production, 19 Apr 2023+1 moreDeployments of these use cases; none names this model.
PT Aneka Tambang Tbk (ANTAM), ferronickelIn production, 9 Sep 2026China National Petroleum Corp.In production, 24 Jun 2025Pertamina New & Renewable Energy (Pertamina NRE)In production, 24 Apr 2025PT Akebono Brake Astra Indonesia (Astra Otoparts group)In production, 19 Apr 2023+1 moreDeployments of these use cases; none names this model.Organisations 1
Sources
- arxiv.org/abs/2303.14535 https://arxiv.org/abs/2303.14535
- github.com/open-edge-platform/anomalib https://github.com/open-edge-platform/anomalib
- anomalib.readthedocs.io/en/latest/markdown/guides/reference/models/im... https://anomalib.readthedocs.io/en/latest/markdown/guides/reference/models/image/index.html
- arxiv.org/html/2303.14535 https://arxiv.org/html/2303.14535
To cite this page: Project AURION, AI Use-Cases Research & Innovation, "EfficientAD", https://aurion.semai.id/models/efficientad/, records of October 2026.