Project AURIONAI Use-Cases Research & Innovation
OPPO
vision

Recognize Anything (RAM)

Image tagging model that recognises common categories, from the paper "Recognize Anything: A Strong Image Tagging Model".

OPPOOPPOChinaIDEA Research (International Digital Economy Academy)IDEA Research (International Digital Economy Academy)China
Figure from the Recognize Anything (RAM) paper: The comparison of recognition capability among tagging models.
Levelmodel
Classvision
Parametersnot in the notes
Contextnot in the notes
Released6 Jun 2023
Opennessunknown
Runs onnot in the notes
Statusactive

R&D Topics

Open-vocabulary object detection and groundingproduced by

Identity

Developer
OPPO, IDEA Research (International Digital Economy Academy)
Family
not in the notes
Released
6 Jun 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
dense transformer
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
API
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.

Industry Use Cases

No industry use case links this model.

Sources

  1. arxiv.org/abs/2306.03514 https://arxiv.org/abs/2306.03514
  2. replicate.com/idea-research/ram-grounded-sam https://replicate.com/idea-research/ram-grounded-sam
  3. arxiv.org/html/2306.03514 https://arxiv.org/html/2306.03514

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Recognize Anything (RAM)", https://aurion.semai.id/models/recognize-anything/, records of October 2026.