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Blip Itm Base Coco

Aug 2023
SBlip Itm Base Coco
Compare in
on
self-host onlyprice
15.1MIEB lite
Aug 2023released
768Dimensions
1K tokensMax input

Ranking?

Full ranking →
1LCO Embedding Omni 7B82.42LCO Embedding Omni 3B79.53E5 Omni 7B77.34EmbeddingGemma 276.85E5 Omni 3B73.5
···
19Siglip Large Patch16 38439.820Blip Itm Base Coco38.621Siglip So400m Patch14 22438.2

Strong at

C
Embeddings & Retrieval#78 of 89

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 2unstatedOpen+99%—$0.02Memory (4-bit): 0.1 GB → 0.2 GBLOpenLCO Embedding Omni 7Bunstated×2.1——Memory (4-bit): 0.1 GB → 5.4 GBBetterJina Embeddings v5 Omni NanounstatedOpen+40%—$0.02Memory (4-bit): 0.1 GB → 0.6 GBBetterJina Embeddings v5 Omni SmallunstatedOpen+69%—$0.05Memory (4-bit): 0.1 GB → 1 GBVBetterVoyage Multimodal 3+82%—$0.12

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
LicenceBSD-3-Clausefree for commercial use

Benchmarks

in Embeddings & Retrieval
MIEB English · Mean over tasks · multilingual (13 languages)48.9#31
MIEB English · Mean over task types · multilingual (13 languages)48.9#31
MIEB English · Document Understanding · English18#69
MIEB English · Zero-shot Classification · English48.6#32
MIEB English · Any-to-any Retrieval · English30.9#27
MIEB English · Visual semantic similarity (English) · multilingual (13 languages)66.6#19
MIEB English · Image Classification · English67.2#36
MIEB English · Compositionality · English41.9#14
MIEB English · Vision Centric QA · English47.3#22
MIEB English · Image Clustering · English70.6#37
MIEB Img · Mean over tasks · multilingual (13 languages)55.7#23
MIEB Img · Mean over task types · multilingual (13 languages)55.7#23
MIEB Img · Image Classification · English67.2#36
MIEB Img · Any-to-any Retrieval · English32.8#28
MIEB Img · Visual semantic similarity (English) · English64.5#23
MIEB Img · Visual semantic similarity (multilingual) · multilingual (13 languages)43.2#15
MIEB Img · Image Clustering · English70.6#37
MIEB lite · Mean over tasks · multilingual (41 languages)41#38
MIEB lite · Mean over task types · multilingual (41 languages)41#38
MIEB lite · Vision Centric QA · English49.3#30
MIEB lite · Any-to-any Retrieval · English23#39
MIEB lite · Document Understanding · English15.1#78
MIEB lite · Zero-shot Classification · English44#35
MIEB lite · Compositionality · English33.7#22
MIEB lite · Image Classification · English64.5#42
MIEB lite · Any-to-any Multilingual Retrieval · multilingual (40 languages)14#42
MIEB lite · Image Clustering · English64.2#42
MIEB lite · Visual semantic similarity (English) · English64#33
MIEB lite · Visual semantic similarity (multilingual) · multilingual (13 languages)38.6#20
MIEB multilingual · Mean over tasks · multilingual (41 languages)44.7#28
MIEB multilingual · Mean over task types · multilingual (41 languages)44.7#28
MIEB multilingual · Zero-shot Classification · English48.6#32
MIEB multilingual · Image Classification · English67.2#36
MIEB multilingual · Document Understanding · English18#69
MIEB multilingual · Any-to-any Retrieval · English30.9#27
MIEB multilingual · Compositionality · English41.9#14
MIEB multilingual · Vision Centric QA · English47.3#22
MIEB multilingual · Visual semantic similarity (English) · multilingual (13 languages)66.6#19
MIEB multilingual · Visual semantic similarity (multilingual) · multilingual (13 languages)38.6#20
MIEB multilingual · Any-to-any Multilingual Retrieval · multilingual (40 languages)16.8#31
MIEB multilingual · Image Clustering · English70.6#37

FAQ

How much does Blip Itm Base Coco cost?›

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

Is Blip Itm Base Coco free to use?›

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

How good is Blip Itm Base Coco, and what is it best at?›

#78 of 89 in Multimodal.

Is Blip Itm Base Coco better than Siglip Large Patch16 384?›

On MIEB multilingual · Visual semantic similarity (multilingual) · multilingual (13 languages), Blip Itm Base Coco scores 38.6 vs 39.8 — lower.

When was Blip Itm Base Coco released? Is there a newer version?›

Released 2023-08-01. It is the current version in its line.

Is Blip Itm Base Coco open source?›

Yes, the weights are open (bsd-3-clause licence).

Can I run Blip Itm Base Coco locally?›

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

What is Blip Itm Base Coco?›

Blip Itm Base Coco is an open-weights embeddings & retrieval model from Salesforce, released Aug 2023.

What are the best alternatives to Blip Itm Base Coco?›

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