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Home/Tasks/Vision Transformer (ViT) Large
Vision Transformer (ViT) Large logo

Vision Transformer (ViT) Large

A large-sized Vision Transformer model pre-trained on ImageNet for image classification tasks.

DevelopmentAPI available
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Image ClassificationFeature Extraction
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About Vision Transformer (ViT) Large

The Vision Transformer (ViT) Large model is a transformer encoder model pre-trained on ImageNet-21k (14 million images, 21,843 classes) and fine-tuned on ImageNet 2012 (1 million images, 1,000 classes), both at a resolution of 224x224. It processes images as a sequence of fixed-size patches (16x16) which are then linearly embedded and fed into the transformer encoder, enhanced with a classification token ([CLS]) and positional embeddings. The model's architecture leverages the attention mechanism to capture global relationships within the image, making it suitable for various downstream image classification tasks. The model weights were converted from JAX to PyTorch by Ross Wightman.

Core Capabilities

The Vision Transformer (ViT) Large model is a transformer encoder model pre-trained on ImageNet-21k (14 million images, 21,843 classes) and fine-tuned on ImageNet 2012 (1 million images, 1,000 classes), both at a resolution of 224x224.

Main Tasks

Image Classification

Explore all tools that specialize in image classification. This domain focus ensures Vision Transformer (ViT) Large delivers optimized results for this specific requirement.

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Feature Extraction

Explore all tools that specialize in feature extraction. This domain focus ensures Vision Transformer (ViT) Large delivers optimized results for this specific requirement.

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Decision Summary

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General AI
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Web-first workflow
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Core Tasks

  • Image Classification
  • Feature Extraction

Target Personas

General AI

Categories

DevelopmentCoding & Devops

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