ai-forever / ruclip-vit-large-patch14-336

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Total runs: 91
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7-day runs: -203
30-day runs: -750
Model's Last Updated: Tháng Một 09 2022

Introduction of ruclip-vit-large-patch14-336

Model Details of ruclip-vit-large-patch14-336

ruclip-vit-large-patch14-336

RuCLIP ( Ru ssian C ontrastive L anguage– I mage P retraining) is a multimodal model for obtaining images and text similarities and rearranging captions and pictures. RuCLIP builds on a large body of work on zero-shot transfer, computer vision, natural language processing and multimodal learning.

Model was trained by Sber AI and SberDevices teams.

  • Task: text ranking ; image ranking ; zero-shot image classification ;
  • Type: encoder
  • Num Parameters: 430M
  • Training Data Volume: 240 million text-image pairs
  • Language: Russian
  • Context Length: 77
  • Transformer Layers: 12
  • Transformer Width: 768
  • Transformer Heads: 12
  • Image Size: 336
  • Vision Layers: 24
  • Vision Width: 1024
  • Vision Patch Size: 14
Usage Github
pip install ruclip
clip, processor = ruclip.load("ruclip-vit-large-patch14-336", device="cuda")
Performance

We have evaluated the performance on the following datasets:

Dataset Metric Name Metric Result
Food101 acc 0.712
CIFAR10 acc 0.906
CIFAR100 acc 0.591
Birdsnap acc 0.213
SUN397 acc 0.523
Stanford Cars acc 0.659
DTD acc 0.408
MNIST acc 0.242
STL10 acc 0.956
PCam acc 0.554
CLEVR acc 0.142
Rendered SST2 acc 0.539
ImageNet acc 0.488
FGVC Aircraft mean-per-class 0.075
Oxford Pets mean-per-class 0.546
Caltech101 mean-per-class 0.835
Flowers102 mean-per-class 0.517
HatefulMemes roc-auc 0.519

Authors

Runs of ai-forever ruclip-vit-large-patch14-336 on huggingface.co

91
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24-hour runs
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3-day runs
-203
7-day runs
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30-day runs

More Information About ruclip-vit-large-patch14-336 huggingface.co Model

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ruclip-vit-large-patch14-336 huggingface.co is an AI model on huggingface.co that provides ruclip-vit-large-patch14-336's model effect (), which can be used instantly with this ai-forever ruclip-vit-large-patch14-336 model. huggingface.co supports a free trial of the ruclip-vit-large-patch14-336 model, and also provides paid use of the ruclip-vit-large-patch14-336. Support call ruclip-vit-large-patch14-336 model through api, including Node.js, Python, http.

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ruclip-vit-large-patch14-336 install

ruclip-vit-large-patch14-336 is an open source model from GitHub that offers a free installation service, and any user can find ruclip-vit-large-patch14-336 on GitHub to install. At the same time, huggingface.co provides the effect of ruclip-vit-large-patch14-336 install, users can directly use ruclip-vit-large-patch14-336 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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