Ebind Audio Vision

Name: Ebind Audio Vision
Brand: encord-team

Nov 2025

eEbind Audio Vision

Compare in

self-host onlyprice

1.4MVEB text video v1

Nov 2025released

0K tokensMax input

enLanguages

Ranking?

Full ranking →

1LCO Embedding Omni 3B75.9 2Qwen 3 VL Embedding 2B75.7 3LCO Embedding Omni 7B74.9 4Qwen 3 VL Embedding 8B74.6 5BidirLM Omni 2.5B Embedding73.8

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19Ebind Points Vision70.3 20Ebind Audio Vision70.3 20Ebind Full70.3

Alternatives?

ModelScoreCostPriceWhat changes

BetterJina Embeddings v5 Omni SmallunstatedOpen+4%—$0.05Languages: not verified+1 LOpenLCO Embedding Omni 3Bunstated+8%——Languages: not verified+1

BetterQwen 3 VL Embedding 8BOpen+6%—$0.09Languages: not verified+1

BetterQwen 3 VL Embedding 2BOpen+8%——Languages: not verified+1 LBetterLCO Embedding Omni 7BunstatedOpen+7%——Languages: not verified+1

Run it yourself

estimate

Fits 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 & Retrieval

MVEB v1 · Mean over tasks · multilingual (16 languages)55.5#2

MVEB v1 · Mean over task types · multilingual (16 languages)50.3#6

MVEB v1 · Video Classification · multilingual (16 languages)51.3#11

MVEB v1 · Video Zero-shot Classification · English61.1#1

MVEB v1 · Any-to-any Retrieval · English62.3#1

MVEB v1 · Video Centric QA · English31.4#15

MVEB v1 · Video Pair Classification · English75.4#9

MVEB v1 · Video Clustering · English20.1#10

MVEB text video v1 · Mean over tasks · multilingual (16 languages)53.8#7

MVEB text video v1 · Mean over task types · multilingual (16 languages)44.8#11

MVEB text video v1 · Video Classification · multilingual (16 languages)46.2#10

MVEB text video v1 · Video Zero-shot Classification · English57.9#2

MVEB text video v1 · Any-to-any Retrieval · English62.9#5

MVEB text video v1 · Video Pair Classification · English78.2#17

MVEB text video v1 · Video Clustering · English1.4#25

MVEB text video v1 · Video Centric QA · English22.2#23

MVEB video v1 · Mean over tasks · multilingual (16 languages)55.8#11

MVEB video v1 · Mean over task types · multilingual (16 languages)59.4#13

MVEB video v1 · Video Pair Classification · English70.3#20

MVEB video v1 · Video Classification · multilingual (16 languages)48.6#10

FAQ

How much does Ebind Audio Vision cost?›

There is no per-unit API price: self-host only.

Is Ebind Audio Vision free to use?›

There is no free API. The weights are open, so you can run it yourself.

How good is Ebind Audio Vision, and what is it best at?›

#25 of 27 in Multimodal.

Is Ebind Audio Vision better than Ebind Points Vision?›

On MVEB video v1 · Video Pair Classification · English, Ebind Audio Vision scores 70.3 vs 70.3 — about the same.

When was Ebind Audio Vision released? Is there a newer version?›

Released 2025-11-19. It is the current version in its line.

Is Ebind Audio Vision open source?›

Yes, the weights are open (cc-by-nc-sa-4.0 licence).

Can I run Ebind Audio Vision locally?›

The weights are open and can be self-hosted; hardware needs are not confirmed yet.

What is Ebind Audio Vision?›

Ebind Audio Vision is an open-weights embeddings & retrieval model from encord-team, released Nov 2025.

What are the best alternatives to Ebind Audio Vision?›

Jina Embeddings v5 Omni Small (better), LCO Embedding Omni 3B (open weights).