Bge Visualized Base

Name: Bge Visualized Base
Brand: BAAI

Jun 2024

Bge Visualized Base

Compare in

self-host onlyprice

10.1MIEB lite

Jun 2024released

8K tokensMax input

Ranking?

Full ranking →

1EVA02 CLIP B 1643.2 2Siglip So400m Patch14 38441.6 3Siglip Large Patch16 38441.4 4CLIP ViT BigG 14 Laion2B 39B B160k41.2 5Dinov2 Giant40.8

···

32Clip Vit Base Patch1630.2 33Bge Visualized Base29.5 34Voyage Multimodal 329.5

Strong at

Embeddings & Retrieval#87 of 89

Alternatives?

ModelScoreCostPriceWhat changes

BetterJina Embeddings v5 Omni SmallunstatedOpen+26%—$0.05Memory (4-bit): 0.5 GB → 1 GB QOpenEVA02 CLIP B 16unstated+46%——Max input: 8K tokens → 0K tokens+1

BetterSiglip So400m Patch14 384Open+41%——Max input: 8K tokens → 0K tokens

BetterSiglip Large Patch16 384Open+40%——Max input: 8K tokens → 0K tokens lBetterCLIP ViT BigG 14 Laion2B 39B B160kOpen+40%——Max input: 8K tokens → 0K tokens+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

Licencenot verified

Benchmarks

in Embeddings & Retrieval

MIEB English · Mean over tasks · multilingual (13 languages)47.4#32

MIEB English · Mean over task types · multilingual (13 languages)47.4#32

MIEB English · Document Understanding · English10.3#79

MIEB English · Zero-shot Classification · English48.6#31

MIEB English · Any-to-any Retrieval · English28.1#32

MIEB English · Visual semantic similarity (English) · multilingual (13 languages)61.6#32

MIEB English · Image Classification · English70.4#33

MIEB English · Compositionality · English31.9#36

MIEB English · Vision Centric QA · English52.4#11

MIEB English · Image Clustering · English76.2#25

MIEB Img · Mean over tasks · multilingual (13 languages)53.1#30

MIEB Img · Mean over task types · multilingual (13 languages)53.1#30

MIEB Img · Image Classification · English70.4#33

MIEB Img · Any-to-any Retrieval · English29.5#33

MIEB Img · Visual semantic similarity (English) · English60.2#32

MIEB Img · Visual semantic similarity (multilingual) · multilingual (13 languages)29.1#39

MIEB Img · Image Clustering · English76.2#25

MIEB lite · Mean over tasks · multilingual (41 languages)38#42

MIEB lite · Mean over task types · multilingual (41 languages)38#42

MIEB lite · Vision Centric QA · English55.5#12

MIEB lite · Any-to-any Retrieval · English24.9#33

MIEB lite · Document Understanding · English10.1#87

MIEB lite · Zero-shot Classification · English42.1#38

MIEB lite · Compositionality · English23.3#46

MIEB lite · Image Classification · English64.2#44

MIEB lite · Any-to-any Multilingual Retrieval · multilingual (40 languages)11.1#45

MIEB lite · Image Clustering · English61.3#44

MIEB lite · Visual semantic similarity (English) · English62.8#37

MIEB lite · Visual semantic similarity (multilingual) · multilingual (13 languages)24.8#45

MIEB multilingual · Mean over tasks · multilingual (41 languages)41.7#33

MIEB multilingual · Mean over task types · multilingual (41 languages)41.7#33

MIEB multilingual · Zero-shot Classification · English48.6#31

MIEB multilingual · Image Classification · English70.4#33

MIEB multilingual · Document Understanding · English10.3#79

MIEB multilingual · Any-to-any Retrieval · English28.1#32

MIEB multilingual · Compositionality · English31.9#36

MIEB multilingual · Vision Centric QA · English52.4#11

MIEB multilingual · Visual semantic similarity (English) · multilingual (13 languages)61.6#32

MIEB multilingual · Visual semantic similarity (multilingual) · multilingual (13 languages)24.8#45

MIEB multilingual · Any-to-any Multilingual Retrieval · multilingual (40 languages)12.3#37

MIEB multilingual · Image Clustering · English76.2#25

MIEB English · Mean over tasks · multilingual (13 languages) · BGE Visualized M346#1

MIEB English · Mean over task types · multilingual (13 languages) · BGE Visualized M346#1

MIEB English · Document Understanding · English · BGE Visualized M312.4#1

MIEB English · Zero-shot Classification · English · BGE Visualized M346.5#1

MIEB English · Any-to-any Retrieval · English · BGE Visualized M328.4#1

MIEB English · Visual semantic similarity (English) · multilingual (13 languages) · BGE Visualized M364.2#1

MIEB English · Image Classification · English · BGE Visualized M366.5#1

MIEB English · Compositionality · English · BGE Visualized M332.3#1

MIEB English · Vision Centric QA · English · BGE Visualized M343.8#1

MIEB English · Image Clustering · English · BGE Visualized M373.6#1

MIEB Img · Mean over tasks · multilingual (13 languages) · BGE Visualized M352.4#1

MIEB Img · Mean over task types · multilingual (13 languages) · BGE Visualized M352.4#1

MIEB Img · Image Classification · English · BGE Visualized M366.5#1

MIEB Img · Any-to-any Retrieval · English · BGE Visualized M331.3#1

MIEB Img · Visual semantic similarity (English) · English · BGE Visualized M362.7#1

MIEB Img · Visual semantic similarity (multilingual) · multilingual (13 languages) · BGE Visualized M328.2#1

MIEB Img · Image Clustering · English · BGE Visualized M373.6#1

MIEB lite · Mean over tasks · multilingual (41 languages) · BGE Visualized M339.7#1

MIEB lite · Mean over task types · multilingual (41 languages) · BGE Visualized M339.7#1

MIEB lite · Vision Centric QA · English · BGE Visualized M345.4#1

MIEB lite · Any-to-any Retrieval · English · BGE Visualized M324.6#1

MIEB lite · Document Understanding · English · BGE Visualized M312.6#1

MIEB lite · Zero-shot Classification · English · BGE Visualized M341.2#1

MIEB lite · Compositionality · English · BGE Visualized M325#1

MIEB lite · Image Classification · English · BGE Visualized M362.2#1

MIEB lite · Any-to-any Multilingual Retrieval · multilingual (40 languages) · BGE Visualized M341.5#1

MIEB lite · Image Clustering · English · BGE Visualized M357.4#1

MIEB lite · Visual semantic similarity (English) · English · BGE Visualized M363.9#1

MIEB lite · Visual semantic similarity (multilingual) · multilingual (13 languages) · BGE Visualized M323.5#1

MIEB multilingual · Mean over tasks · multilingual (41 languages) · BGE Visualized M343.8#1

MIEB multilingual · Mean over task types · multilingual (41 languages) · BGE Visualized M343.8#1

MIEB multilingual · Zero-shot Classification · English · BGE Visualized M346.5#1

MIEB multilingual · Image Classification · English · BGE Visualized M366.5#1

MIEB multilingual · Document Understanding · English · BGE Visualized M312.4#1

MIEB multilingual · Any-to-any Retrieval · English · BGE Visualized M328.4#1

MIEB multilingual · Compositionality · English · BGE Visualized M332.3#1

MIEB multilingual · Vision Centric QA · English · BGE Visualized M343.8#1

MIEB multilingual · Visual semantic similarity (English) · multilingual (13 languages) · BGE Visualized M364.2#1

MIEB multilingual · Visual semantic similarity (multilingual) · multilingual (13 languages) · BGE Visualized M323.5#1

MIEB multilingual · Any-to-any Multilingual Retrieval · multilingual (40 languages) · BGE Visualized M346.3#1

MIEB multilingual · Image Clustering · English · BGE Visualized M373.6#1

FAQ

How much does Bge Visualized Base cost?›

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

Is Bge Visualized Base free to use?›

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

How good is Bge Visualized Base, and what is it best at?›

#87 of 89 in Multimodal.

Is Bge Visualized Base better than Clip Vit Base Patch16?›

On MIEB Img · Any-to-any Retrieval · English, Bge Visualized Base scores 29.5 vs 30.2 — about the same.

When was Bge Visualized Base released? Is there a newer version?›

Released 2024-06-06. It is the current version in its line.

Is Bge Visualized Base open source?›

Yes, the weights are open.

Can I run Bge Visualized Base locally?›

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

What is Bge Visualized Base?›

Bge Visualized Base is an open-weights embeddings & retrieval model from BAAI, released Jun 2024.

What are the best alternatives to Bge Visualized Base?›

Jina Embeddings v5 Omni Small (better), EVA02 CLIP B 16 (open weights).