Total runs:
2.1M
Run Growth:
298.1K
Growth Rate:
14.51%
laion / CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k
Model's Last Updated: November 13 2022
Introduction of CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k
Model Details of CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k
Model Card for CLIP ViT-B/32 roberta base - LAION-2B
Table of Contents
- Model Details
- Uses
- Training Details
- Evaluation
- Acknowledgements
- Citation
- How To Get Started With the Model
Model Details
Model Description
A CLIP ViT-B/32 roberta base model trained with the LAION-2B English subset of LAION-5B ( https://laion.ai/blog/laion-5b/ ) using OpenCLIP ( https://github.com/mlfoundations/open_clip ).
Model training done by Romain Beaumont on the stability.ai cluster.
Uses
Direct Use
Zero-shot image classification, image and text retrieval, among others.
Downstream Use
Image classification and other image task fine-tuning, linear probe image classification, image generation guiding and conditioning, among others.
Training Details
Training Data
This model was trained with the 2 Billion sample English subset of LAION-5B ( https://laion.ai/blog/laion-5b/ ).
Training Procedure
Training with batch size 32k for 12B sample of laion2B-en, see https://wandb.ai/rom1504/open-clip/reports/clip-B-32-roberta-base--VmlldzoyOTM0NDQ3
Model is B/32 on visual side, roberta base initialized with pretrained weights on text side.
Evaluation
Evaluation done with code in the LAION CLIP Benchmark suite .
Testing Data, Factors & Metrics
Testing Data
The testing is performed with VTAB+ (A combination of VTAB ( https://arxiv.org/abs/1910.04867 ) w/ additional robustness datasets) for classification and COCO and Flickr for retrieval.
Results
The model achieves
- imagenet 1k 61.7% (vs 62.9% for baseline)
- mscoco 63% (vs 60.8% for baseline)
- flickr30k 86.7% (vs 85.4% for baseline)
Acknowledgements
Acknowledging stability.ai for the compute used to train this model.
Citation
BibTeX:
In addition to forthcoming LAION-5B ( https://laion.ai/blog/laion-5b/ ) paper, please cite:
OpenAI CLIP paper
@inproceedings{Radford2021LearningTV,
title={Learning Transferable Visual Models From Natural Language Supervision},
author={Alec Radford and Jong Wook Kim and Chris Hallacy and A. Ramesh and Gabriel Goh and Sandhini Agarwal and Girish Sastry and Amanda Askell and Pamela Mishkin and Jack Clark and Gretchen Krueger and Ilya Sutskever},
booktitle={ICML},
year={2021}
}
OpenCLIP software
@software{ilharco_gabriel_2021_5143773,
author = {Ilharco, Gabriel and
Wortsman, Mitchell and
Wightman, Ross and
Gordon, Cade and
Carlini, Nicholas and
Taori, Rohan and
Dave, Achal and
Shankar, Vaishaal and
Namkoong, Hongseok and
Miller, John and
Hajishirzi, Hannaneh and
Farhadi, Ali and
Schmidt, Ludwig},
title = {OpenCLIP},
month = jul,
year = 2021,
note = {If you use this software, please cite it as below.},
publisher = {Zenodo},
version = {0.1},
doi = {10.5281/zenodo.5143773},
url = {https://doi.org/10.5281/zenodo.5143773}
}
How To Get Started With the Model
Runs of laion CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k on huggingface.co
839.8K
Total runs
0
24-hour runs
-31.6K
3-day runs
-31.0K
7-day runs
743.2K
30-day runs
More Information About CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k huggingface.co Model
Url of CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k
CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k huggingface.co Url
Provider of CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k huggingface.co
Other API from laion
Updated: January 22 2025
Total runs:
1.3M
Run Growth:
-524.6K
Growth Rate:
-40.85%
Total runs:
1.1M
Run Growth:
-661.9K
Growth Rate:
-58.23%
Total runs:
947.8K
Run Growth:
-356.8K
Growth Rate:
-37.64%
Total runs:
723.7K
Run Growth:
129.0K
Growth Rate:
17.82%
Total runs:
271.2K
Run Growth:
-238.3K
Growth Rate:
-90.91%
Total runs:
158.9K
Run Growth:
-1.6K
Growth Rate:
-0.98%
Total runs:
137.3K
Run Growth:
-68.7K
Growth Rate:
-50.01%
Total runs:
121.2K
Run Growth:
36.9K
Growth Rate:
30.42%
Total runs:
100.0K
Run Growth:
37.2K
Growth Rate:
37.18%
Total runs:
98.0K
Run Growth:
-259.2K
Growth Rate:
-264.56%
Total runs:
89.0K
Run Growth:
-19.7K
Growth Rate:
-22.20%
Total runs:
83.8K
Run Growth:
-65.8K
Growth Rate:
-78.50%
Total runs:
52.6K
Run Growth:
30.9K
Growth Rate:
58.70%
Total runs:
50.5K
Run Growth:
8.4K
Growth Rate:
16.59%
Total runs:
48.4K
Run Growth:
-6.8K
Growth Rate:
-14.05%
Total runs:
47.9K
Run Growth:
28.2K
Growth Rate:
58.92%
Total runs:
45.1K
Run Growth:
11.9K
Growth Rate:
26.41%
Total runs:
31.1K
Run Growth:
1.3K
Growth Rate:
4.05%
Total runs:
29.1K
Run Growth:
-26.2K
Growth Rate:
-89.95%
Total runs:
28.1K
Run Growth:
11.9K
Growth Rate:
42.16%
Total runs:
17.0K
Run Growth:
3.2K
Growth Rate:
19.03%
Total runs:
15.9K
Run Growth:
-36.9K
Growth Rate:
-233.55%
Total runs:
15.2K
Run Growth:
-469
Growth Rate:
-3.08%
Total runs:
14.7K
Run Growth:
6.7K
Growth Rate:
46.63%
Total runs:
10.9K
Run Growth:
151
Growth Rate:
1.38%
Total runs:
10.0K
Run Growth:
-681
Growth Rate:
-6.84%
Total runs:
8.0K
Run Growth:
2.1K
Growth Rate:
26.18%
Total runs:
4.3K
Run Growth:
-8.8K
Growth Rate:
-212.87%
Total runs:
3.5K
Run Growth:
-577
Growth Rate:
-16.38%
Total runs:
3.2K
Run Growth:
-7.3K
Growth Rate:
-228.06%
Total runs:
3.1K
Run Growth:
-6.7K
Growth Rate:
-214.07%
Total runs:
2.4K
Run Growth:
1.0K
Growth Rate:
42.49%
Total runs:
2.3K
Run Growth:
-614
Growth Rate:
-27.08%
Total runs:
1.7K
Run Growth:
-1.9K
Growth Rate:
-112.98%
Total runs:
1.6K
Run Growth:
-1.0K
Growth Rate:
-62.70%
Total runs:
1.0K
Run Growth:
-3.2K
Growth Rate:
-311.24%
Total runs:
429
Run Growth:
-2.8K
Growth Rate:
-652.21%
Total runs:
201
Run Growth:
-3.1K
Growth Rate:
-1654.26%
Total runs:
162
Run Growth:
-720
Growth Rate:
-444.44%
Total runs:
156
Run Growth:
107
Growth Rate:
68.59%
Total runs:
156
Run Growth:
98
Growth Rate:
62.82%
Total runs:
147
Run Growth:
66
Growth Rate:
44.90%
Total runs:
145
Run Growth:
89
Growth Rate:
61.38%
Total runs:
131
Run Growth:
86
Growth Rate:
65.65%
Total runs:
129
Run Growth:
78
Growth Rate:
60.47%
Total runs:
121
Run Growth:
82
Growth Rate:
67.77%
Total runs:
113
Run Growth:
-107
Growth Rate:
-94.69%
Total runs:
110
Run Growth:
59
Growth Rate:
53.64%
Total runs:
108
Run Growth:
27
Growth Rate:
25.00%
Total runs:
101
Run Growth:
57
Growth Rate:
56.44%
Total runs:
98
Run Growth:
54
Growth Rate:
55.10%
Total runs:
94
Run Growth:
53
Growth Rate:
56.38%
Total runs:
92
Run Growth:
50
Growth Rate:
54.35%
Total runs:
92
Run Growth:
53
Growth Rate:
57.61%
Total runs:
82
Run Growth:
26
Growth Rate:
31.71%
Total runs:
82
Run Growth:
45
Growth Rate:
54.88%
Total runs:
74
Run Growth:
39
Growth Rate:
52.70%
Total runs:
24
Run Growth:
20
Growth Rate:
83.33%
Total runs:
20
Run Growth:
4
Growth Rate:
20.00%
Total runs:
14
Run Growth:
9
Growth Rate:
64.29%
Total runs:
11
Run Growth:
-5
Growth Rate:
-45.45%
Total runs:
8
Run Growth:
2
Growth Rate:
25.00%
Total runs:
6
Run Growth:
1
Growth Rate:
16.67%
Total runs:
5
Run Growth:
-4
Growth Rate:
-80.00%
Total runs:
4
Run Growth:
-1
Growth Rate:
-25.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%