S

Blip2 Opt 6.7B Coco

Mar 2024
SBlip2 Opt 6.7B Coco
Compare in
on
self-host onlyprice
13.6MIEB lite
Mar 2024released
4,096Dimensions
enLanguages

Ranking?

Full ranking →
1LCO Embedding Omni 7B502LCO Embedding Omni 3B47.63BidirLM Omni 2.5B Embedding464Ebind Full415Jina Embeddings v5 Omni Small40.5
···
42E5 Omni 3B27.843Blip2 Opt 6.7B Coco25.744Blip2 Opt 2.7B24

Strong at

C
Embeddings & Retrieval#82 of 89

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 2unstatedOpen+50%—$0.02Languages: not verifiedLOpenLCO Embedding Omni 7Bunstated+94%——Languages: not verified+1BetterJina Embeddings v5 Omni NanounstatedOpen+15%—$0.02Languages: not verifiedBetterJina Embeddings v5 Omni SmallunstatedOpen+57%—$0.05Languages: not verifiedBetterJina Clip v1Open+52%—$0.05

Run it yourself

estimate
Fits on✓ 8 GB (phone, laptop) · compressed✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceMITfree for commercial use

Benchmarks

in Embeddings & Retrieval
MIEB English · Mean over tasks · multilingual (13 languages)45.1#37
MIEB English · Mean over task types · multilingual (13 languages)45.1#37
MIEB English · Document Understanding · English15.6#73
MIEB English · Zero-shot Classification · English46.2#35
MIEB English · Any-to-any Retrieval · English24.5#37
MIEB English · Visual semantic similarity (English) · multilingual (13 languages)45.7#38
MIEB English · Image Classification · English73.9#25
MIEB English · Compositionality · English34.1#34
MIEB English · Vision Centric QA · English52.7#10
MIEB English · Image Clustering · English67.8#42
MIEB Img · Mean over tasks · multilingual (13 languages)47.6#34
MIEB Img · Mean over task types · multilingual (13 languages)47.6#34
MIEB Img · Image Classification · English73.9#25
MIEB Img · Any-to-any Retrieval · English26.2#41
MIEB Img · Visual semantic similarity (English) · English43.6#38
MIEB Img · Visual semantic similarity (multilingual) · multilingual (13 languages)26.6#41
MIEB Img · Image Clustering · English67.8#42
MIEB lite · Mean over tasks · multilingual (41 languages)33.4#45
MIEB lite · Mean over task types · multilingual (41 languages)33.4#45
MIEB lite · Vision Centric QA · English55.3#15
MIEB lite · Any-to-any Retrieval · English16.3#45
MIEB lite · Document Understanding · English13.6#82
MIEB lite · Zero-shot Classification · English36.7#41
MIEB lite · Compositionality · English25.7#43
MIEB lite · Image Classification · English67.1#34
MIEB lite · Any-to-any Multilingual Retrieval · multilingual (40 languages)10.6#46
MIEB lite · Image Clustering · English39.9#53
MIEB lite · Visual semantic similarity (English) · English46.2#46
MIEB lite · Visual semantic similarity (multilingual) · multilingual (13 languages)22.9#47
MIEB multilingual · Mean over tasks · multilingual (41 languages)39.6#36
MIEB multilingual · Mean over task types · multilingual (41 languages)39.6#36
MIEB multilingual · Zero-shot Classification · English46.2#35
MIEB multilingual · Image Classification · English73.9#25
MIEB multilingual · Document Understanding · English15.6#73
MIEB multilingual · Any-to-any Retrieval · English24.5#37
MIEB multilingual · Compositionality · English34.1#34
MIEB multilingual · Vision Centric QA · English52.7#10
MIEB multilingual · Visual semantic similarity (English) · multilingual (13 languages)45.7#38
MIEB multilingual · Visual semantic similarity (multilingual) · multilingual (13 languages)22.9#47
MIEB multilingual · Any-to-any Multilingual Retrieval · multilingual (40 languages)13#36
MIEB multilingual · Image Clustering · English67.8#42

FAQ

How much does Blip2 Opt 6.7B Coco cost?›

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

Is Blip2 Opt 6.7B Coco free to use?›

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

How good is Blip2 Opt 6.7B Coco, and what is it best at?›

#82 of 89 in Multimodal.

Is Blip2 Opt 6.7B Coco better than E5 Omni 3B?›

On MIEB lite · Compositionality · English, Blip2 Opt 6.7B Coco scores 25.7 vs 27.8 — lower.

When was Blip2 Opt 6.7B Coco released? Is there a newer version?›

Released 2024-03-31. It is the current version in its line.

Is Blip2 Opt 6.7B Coco open source?›

Yes, the weights are open (MIT licence).

Can I run Blip2 Opt 6.7B Coco locally?›

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

What is Blip2 Opt 6.7B Coco?›

Blip2 Opt 6.7B Coco is an open-weights embeddings & retrieval model from Salesforce, released Mar 2024.

What are the best alternatives to Blip2 Opt 6.7B Coco?›

EmbeddingGemma 2 (better), LCO Embedding Omni 7B (open weights).