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Blip2 Opt 2.7B

Mar 2024
SBlip2 Opt 2.7B
Compare in
on
self-host onlyprice
11.9MIEB lite
Mar 2024released
2,560Dimensions
enLanguages

Ranking?

Full ranking →
1DNA VL STEER 2B782LCO Embedding Omni 7B72.63E5 Omni 7B69.34LCO Embedding Omni 3B695VLM2Vec LoRA65.3
···
13BidirLM Omni 2.5B Embedding55.414Blip2 Opt 2.7B55.415Blip2 Opt 6.7B Coco55.3

Strong at

C
Embeddings & Retrieval#84 of 89

Alternatives?

ModelScoreCostPriceWhat changes
dBetterDNA VL STEER 2BOpen+41%——LBetterLCO Embedding Omni 7BunstatedOpen+31%——Languages: not verified+1HBetterE5 Omni 7BunstatedOpen+25%——Languages: not verified+1LBetterLCO Embedding Omni 3BunstatedOpen+25%——Languages: not verified+1TBetterVLM2Vec LoRAOpen+18%——Memory (4-bit): 2.2 GB → 2.5 GB

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
LicenceMITfree for commercial use

Benchmarks

in Embeddings & Retrieval
MIEB English · Mean over tasks · multilingual (13 languages)45.2#36
MIEB English · Mean over task types · multilingual (13 languages)45.2#36
MIEB English · Document Understanding · English12.3#77
MIEB English · Zero-shot Classification · English48.8#30
MIEB English · Any-to-any Retrieval · English26.7#36
MIEB English · Visual semantic similarity (English) · multilingual (13 languages)42.8#39
MIEB English · Image Classification · English72.9#27
MIEB English · Compositionality · English31#37
MIEB English · Vision Centric QA · English53.1#7
MIEB English · Image Clustering · English74#30
MIEB Img · Mean over tasks · multilingual (13 languages)48.5#33
MIEB Img · Mean over task types · multilingual (13 languages)48.5#33
MIEB Img · Image Classification · English72.9#27
MIEB Img · Any-to-any Retrieval · English29#36
MIEB Img · Visual semantic similarity (English) · English41.4#39
MIEB Img · Visual semantic similarity (multilingual) · multilingual (13 languages)25.3#43
MIEB Img · Image Clustering · English74#30
MIEB lite · Mean over tasks · multilingual (41 languages)34.6#44
MIEB lite · Mean over task types · multilingual (41 languages)34.6#44
MIEB lite · Vision Centric QA · English55.4#14
MIEB lite · Any-to-any Retrieval · English19.3#44
MIEB lite · Document Understanding · English11.9#84
MIEB lite · Zero-shot Classification · English43.7#36
MIEB lite · Compositionality · English24#44
MIEB lite · Image Classification · English64.1#45
MIEB lite · Any-to-any Multilingual Retrieval · multilingual (40 languages)13#43
MIEB lite · Image Clustering · English47.1#52
MIEB lite · Visual semantic similarity (English) · English45.3#47
MIEB lite · Visual semantic similarity (multilingual) · multilingual (13 languages)21.8#49
MIEB multilingual · Mean over tasks · multilingual (41 languages)39.7#35
MIEB multilingual · Mean over task types · multilingual (41 languages)39.7#35
MIEB multilingual · Zero-shot Classification · English48.8#30
MIEB multilingual · Image Classification · English72.9#27
MIEB multilingual · Document Understanding · English12.3#77
MIEB multilingual · Any-to-any Retrieval · English26.7#36
MIEB multilingual · Compositionality · English31#37
MIEB multilingual · Vision Centric QA · English53.1#7
MIEB multilingual · Visual semantic similarity (English) · multilingual (13 languages)42.8#39
MIEB multilingual · Visual semantic similarity (multilingual) · multilingual (13 languages)21.8#49
MIEB multilingual · Any-to-any Multilingual Retrieval · multilingual (40 languages)13.9#34
MIEB multilingual · Image Clustering · English74#30

FAQ

How much does Blip2 Opt 2.7B cost?›

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

Is Blip2 Opt 2.7B free to use?›

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

How good is Blip2 Opt 2.7B, and what is it best at?›

#84 of 89 in Multimodal.

Is Blip2 Opt 2.7B better than BidirLM Omni 2.5B Embedding?›

On MIEB lite · Vision Centric QA · English, Blip2 Opt 2.7B scores 55.4 vs 55.4 — about the same.

When was Blip2 Opt 2.7B released? Is there a newer version?›

Released 2024-03-22. It is the current version in its line.

Is Blip2 Opt 2.7B open source?›

Yes, the weights are open (MIT licence).

Can I run Blip2 Opt 2.7B locally?›

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

What is Blip2 Opt 2.7B?›

Blip2 Opt 2.7B is an open-weights embeddings & retrieval model from Salesforce, released Mar 2024.

What are the best alternatives to Blip2 Opt 2.7B?›

DNA VL STEER 2B (better).