Ebind Points Vision measured on 13 of 203 Multimodal benchmarks13
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self-host onlyprice
1.4MVEB text video v1
Nov 2025released
0K tokensMax input
enLanguages
Alternatives?
ModelScoreCostPriceWhat changes
BetterJina Embeddings v5 Omni NanounstatedOpen+44%—$0.02Languages: not verified
OpenQwen 3 VL Embedding 2B×2——Languages: not verified+1BetterJina Embeddings v5 Omni SmallunstatedOpen+48%—$0.05Languages: not verifiedBetterQwen 3 VL Embedding 8BOpen+81%—$0.09Languages: not verified+1zBetterUME R1 7BOpen+94%——Memory (4-bit): 1 GB → 5 GBModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
Jina Embeddings v5 Omni NanounstatedOpen+44%—$0.02Languages: not verifiedJina Embeddings v5 Omni SmallunstatedOpen+48%—$0.05Languages: not verifiedQwen 3 VL Embedding 8BOpen+81%—$0.09Languages: not verified+1Qwen 3 VL Embedding 2BOpen×2——Languages: not verified+1zUME R1 7BOpen+94%——Memory (4-bit): 1 GB → 5 GBModelScoreCostPriceWhat changes
Qwen 3 VL Embedding 2BOpen×2——Languages: not verified+1zUME R1 7BOpen+94%——Memory (4-bit): 1 GB → 5 GBzUME R1 2BOpen+83%——Memory (4-bit): 1 GB → 1.3 GBLLCO Embedding Omni 7BunstatedOpen+82%——Languages: not verified+1Qwen 3 VL Embedding 8BOpen+81%—$0.09Languages: not verified+1ModelScoreCostPriceWhat changes
eEbind Audio VisionOpensame——eEbind FullunstatedOpensame——Memory (4-bit): 1 GB → 1.1 GBAll encord-team models →Run it yourself
estimateFits on✓ 8 GB (phone, laptop) · full quality✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceCC BY-NC-SA 4.0no commercial use
Benchmarks
in Embeddings & RetrievalFAQ
How much does Ebind Points Vision cost?›
There is no per-unit API price: self-host only.
Is Ebind Points Vision free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Ebind Points Vision, and what is it best at?›
#24 of 27 in Multimodal.
Is Ebind Points Vision better than Ebind Full?›
On MVEB v1 · Video Centric QA · English, Ebind Points Vision scores 31.4 vs 31.4 — about the same.
When was Ebind Points Vision released? Is there a newer version?›
Released 2025-11-19. It is the current version in its line.
Is Ebind Points Vision open source?›
Yes, the weights are open (cc-by-nc-sa-4.0 licence).
Can I run Ebind Points Vision locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Ebind Points Vision?›
Ebind Points Vision is an open-weights embeddings & retrieval model from encord-team, released Nov 2025.
What are the best alternatives to Ebind Points Vision?›
Jina Embeddings v5 Omni Nano (better), Qwen 3 VL Embedding 2B (open weights).