Project AURIONAI Use-Cases Research & Innovation
NVIDIA
vision

Retail Object Detection and Recognition

NVIDIA models that detect and recognise retail items for checkout and shelf applications.

NVIDIANVIDIAUSA
Example result of the retail object recognition model, from the NGC model card.
Levelmodel
Classvision
Parametersnot in the notes
Contextnot in the notes
Releasednot in the notes
Opennessunknown
Runs onnot in the notes
Statusactive

Industry Use Cases

Retail and Logistics
Shelf and store operations monitoring with computer vision

R&D Topics

Pretrained video analytics for people, vehicles, retail and safetyproduced by

Identity

Developer
NVIDIA
Family
not in the notes
Released
– sources
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
other
Total parameters
– sources
Active parameters
–
Checkpoint parameters
–
Context length
not in the notes
Input
image
Output
labels and boxes
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
unknown
Licence
not in the notes sources
Access routes
open weights download
Where this comes from
The licence file governs over registry tags and aggregator labels.

Deployment

Runs on
not in the notes
Footprint
not in the notes
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.

Sources

  1. catalog.ngc.nvidia.com/orgs/nvaie/models/retail_object_recognition https://catalog.ngc.nvidia.com/orgs/nvaie/models/retail_object_recognition

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Retail Object Detection and Recognition", https://aurion.semai.id/models/nvidia-retail-object-recognition/, records of October 2026.