Model reference · open weights

Cat2Real-DINO-384

Cat2Real-DINO-384 is an open-weight embedding model from zhanganyi88, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Embeddings zhanganyi88 1 variants 546 downloads/mo
Request this model on EU hardware All served models Not on the shared API today — deployed on request.

About

What Cat2Real-DINO-384 is

Cat2Real-DINOv3-384 Cat2Real-DINOv3-384 is a product image embedding model fine-tuned from DINOv3. It maps the real-world product images and catalog packshots to the same embedding space for similarity search. How to Get Started with the Model The example below demonstrates how to obtain an image embedding with the [AutoModel] class.

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

Makerzhanganyi88
TypeEmbedding models
Parameters (lead)303M
Variants1
Based onfacebook/dinov3-vitl16-pretrain-lvd1689m
Released2026-06-22
Popularity546 downloads / month
Likes3
LicenceOpen weights

How it works

How embedding models work

Your textsentence / documentEncodermaps meaningVectorlist of numbersAn embedding model turns text into a vector, so similar meanings sit close together — the basis of search and RAG.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
Cat2Real-DINOv3-384303MBF16~0.7 GBWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys cat2real-dino-384 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (cat2real-dino-384 below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/embeddings \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"cat2real-dino-384","input":"text to embed"}'

Details

Languages, data & research

Tags

safetensors dinov3_vit product_recognition image_embedding image-feature-extraction

Licence

Open weights

Open weights under apache-2.0 — commercial use is permitted. Deploy it on AxForge EU hardware on request. Read the licence ↗

Sources

Weights & code

Want Cat2Real-DINO-384 on EU-owned hardware?

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