VIT / README.md

v0.60.0

7776bbf verified about 15 hours ago

17 kB

	---
	library_name: pytorch
	license: other
	tags:
	- backbone
	- android
	pipeline_tag: image-classification

	---

	![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/web-assets/model_demo.png)

	# VIT: Optimized for Qualcomm Devices

	VIT is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.

	This is based on the implementation of VIT found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/vision_transformer.py).
	This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/vit) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

	Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.

	## Getting Started
	There are two ways to deploy this model on your device:

	### Option 1: Download Pre-Exported Models

	Below are pre-exported model assets ready for deployment.

	\| Runtime \| Precision \| Chipset \| SDK Versions \| Download \|
	\|---\|---\|---\|---\|---\|
	\| ONNX \| float \| Universal \| QAIRT 2.45, ONNX Runtime 1.27.1 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/releases/v0.60.0/vit-onnx-float.zip)
	\| ONNX \| w8a16 \| Universal \| QAIRT 2.45, ONNX Runtime 1.27.1 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/releases/v0.60.0/vit-onnx-w8a16.zip)
	\| ONNX \| w8a8 \| Universal \| QAIRT 2.45, ONNX Runtime 1.27.1 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/releases/v0.60.0/vit-onnx-w8a8.zip)
	\| ONNX \| w8a8_mixed_int16 \| Universal \| QAIRT 2.45, ONNX Runtime 1.27.1 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/releases/v0.60.0/vit-onnx-w8a8_mixed_int16.zip)
	\| QNN_DLC \| float \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/releases/v0.60.0/vit-qnn_dlc-float.zip)
	\| QNN_DLC \| w8a16 \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/releases/v0.60.0/vit-qnn_dlc-w8a16.zip)
	\| QNN_DLC \| w8a8 \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/releases/v0.60.0/vit-qnn_dlc-w8a8.zip)
	\| TFLITE \| float \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/releases/v0.60.0/vit-tflite-float.zip)
	\| TFLITE \| w8a8 \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/vit/releases/v0.60.0/vit-tflite-w8a8.zip)

	For more device-specific assets and performance metrics, visit [VIT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/vit).


	### Option 2: Export with Custom Configurations

	Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/vit) Python library to compile and export the model with your own:
	- Custom weights (e.g., fine-tuned checkpoints)
	- Custom input shapes
	- Target device and runtime configurations

	This option is ideal if you need to customize the model beyond the default configuration provided here.

	See our repository for [VIT on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/vit) for usage instructions.

	## Model Details

	Model Type: Model_use_case.image_classification

	Model Stats:
	- Input resolution: 224x224
	- Model checkpoint: Imagenet
	- Model size (float): 330 MB
	- Model size (w8a16): 86.2 MB
	- Model size (w8a8): 83.2 MB
	- Number of parameters: 86.6M

	## Performance Summary
	\| Model \| Runtime \| Precision \| Chipset \| Inference Time (ms) \| Peak Memory Range (MB) \| Primary Compute Unit
	\|---\|---\|---\|---\|---\|---\|---
	\| VIT \| ONNX \| float \| Snapdragon® X2 Elite \| 3.879 ms \| 2 - 2 MB \| NPU
	\| VIT \| ONNX \| float \| Snapdragon® X Elite \| 9.689 ms \| 170 - 170 MB \| NPU
	\| VIT \| ONNX \| float \| Snapdragon® 8 Gen 3 Mobile \| 6.47 ms \| 1 - 302 MB \| NPU
	\| VIT \| ONNX \| float \| Snapdragon® 8 Gen 1 Mobile \| 14.173 ms \| 1 - 299 MB \| NPU
	\| VIT \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 12.961 ms \| 0 - 4 MB \| NPU
	\| VIT \| ONNX \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 9.235 ms \| 0 - 194 MB \| NPU
	\| VIT \| ONNX \| float \| Qualcomm® QCS8450 \| 14.173 ms \| 1 - 299 MB \| NPU
	\| VIT \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 12.177 ms \| 1 - 4 MB \| NPU
	\| VIT \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 9.689 ms \| 170 - 170 MB \| NPU
	\| VIT \| ONNX \| float \| Qualcomm® Dragonwing™ Q-8750 \| 4.585 ms \| 0 - 170 MB \| NPU
	\| VIT \| ONNX \| float \| Snapdragon® 8 Elite Mobile \| 4.585 ms \| 0 - 170 MB \| NPU
	\| VIT \| ONNX \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 3.555 ms \| 0 - 158 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Snapdragon® X2 Elite \| 3.575 ms \| 1 - 1 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Snapdragon® X Elite \| 8.191 ms \| 85 - 85 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Snapdragon® 8 Gen 3 Mobile \| 5.329 ms \| 0 - 321 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Snapdragon® 8 Gen 1 Mobile \| 9.323 ms \| 0 - 322 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ QCS6490 \| 38.302 ms \| 0 - 3 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ IQ-8275 \| 7.455 ms \| 0 - 4 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 7.812 ms \| 0 - 98 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Qualcomm® QCS8450 \| 9.323 ms \| 0 - 322 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ IQ-9075 \| 7.945 ms \| 0 - 3 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ IQ-X7181 \| 8.191 ms \| 85 - 85 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ Q-6690 \| 109.442 ms \| 1 - 466 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ Q-7790 \| 9.687 ms \| 0 - 396 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ Q-8750 \| 4.067 ms \| 0 - 264 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Snapdragon® 8 Elite Mobile \| 4.067 ms \| 0 - 264 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Snapdragon® 8 Elite Gen 5 Mobile \| 3.091 ms \| 0 - 268 MB \| NPU
	\| VIT \| ONNX \| w8a16 \| Snapdragon® 7 Gen 4 Mobile \| 9.687 ms \| 0 - 396 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Snapdragon® X2 Elite \| 4.94 ms \| 1 - 1 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Snapdragon® X Elite \| 10.92 ms \| 86 - 86 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 7.063 ms \| 0 - 334 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 15.238 ms \| 0 - 342 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ QCS6490 \| 73.486 ms \| 0 - 3 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 10.235 ms \| 0 - 4 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 10.489 ms \| 0 - 99 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Qualcomm® QCS8450 \| 15.238 ms \| 0 - 342 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 9.894 ms \| 0 - 3 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-X7181 \| 10.92 ms \| 86 - 86 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ Q-6690 \| 250.726 ms \| 0 - 504 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ Q-7790 \| 18.89 ms \| 0 - 338 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 5.975 ms \| 0 - 213 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Snapdragon® 8 Elite Mobile \| 5.975 ms \| 0 - 213 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 4.298 ms \| 0 - 221 MB \| NPU
	\| VIT \| ONNX \| w8a8 \| Snapdragon® 7 Gen 4 Mobile \| 18.89 ms \| 0 - 338 MB \| NPU
	\| VIT \| ONNX \| w8a8_mixed_int16 \| Snapdragon® 8 Gen 3 Mobile \| 15.939 ms \| 19 - 501 MB \| NPU
	\| VIT \| ONNX \| w8a8_mixed_int16 \| Snapdragon® 8 Gen 1 Mobile \| 31.211 ms \| 16 - 487 MB \| NPU
	\| VIT \| ONNX \| w8a8_mixed_int16 \| Qualcomm® Dragonwing™ IQ-8275 \| 24.165 ms \| 16 - 19 MB \| NPU
	\| VIT \| ONNX \| w8a8_mixed_int16 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 21.795 ms \| 16 - 20 MB \| NPU
	\| VIT \| ONNX \| w8a8_mixed_int16 \| Qualcomm® QCS8450 \| 31.211 ms \| 16 - 487 MB \| NPU
	\| VIT \| ONNX \| w8a8_mixed_int16 \| Qualcomm® Dragonwing™ IQ-9075 \| 25.143 ms \| 17 - 19 MB \| NPU
	\| VIT \| ONNX \| w8a8_mixed_int16 \| Qualcomm® Dragonwing™ Q-8750 \| 13.521 ms \| 17 - 371 MB \| NPU
	\| VIT \| ONNX \| w8a8_mixed_int16 \| Snapdragon® 8 Elite Mobile \| 13.521 ms \| 17 - 371 MB \| NPU
	\| VIT \| ONNX \| w8a8_mixed_int16 \| Snapdragon® 8 Elite Gen 5 Mobile \| 10.058 ms \| 19 - 384 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Snapdragon® X2 Elite \| 5.755 ms \| 1 - 1 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Snapdragon® X Elite \| 12.644 ms \| 1 - 1 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Snapdragon® 8 Gen 3 Mobile \| 8.263 ms \| 0 - 305 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Snapdragon® 8 Gen 1 Mobile \| 15.437 ms \| 0 - 303 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 14.903 ms \| 1 - 4 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 42.281 ms \| 1 - 168 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 11.86 ms \| 1 - 2 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® SA8775P \| 14.623 ms \| 1 - 169 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® SA8650P \| 14.623 ms \| 1 - 169 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® SA8255P \| 14.623 ms \| 1 - 169 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® QCS8450 \| 15.437 ms \| 0 - 303 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 17.975 ms \| 1 - 3 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 12.644 ms \| 1 - 1 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® Dragonwing™ Q-8750 \| 6.18 ms \| 1 - 173 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® SA7255P \| 42.281 ms \| 1 - 168 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Qualcomm® SA8295P \| 16.193 ms \| 1 - 165 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Snapdragon® 8 Elite Mobile \| 6.18 ms \| 1 - 173 MB \| NPU
	\| VIT \| QNN_DLC \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 5.184 ms \| 1 - 158 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Snapdragon® X2 Elite \| 5.813 ms \| 0 - 0 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Snapdragon® X Elite \| 13.177 ms \| 0 - 0 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Snapdragon® 8 Gen 3 Mobile \| 8.736 ms \| 0 - 337 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ IQ-8275 \| 11.837 ms \| 0 - 3 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ IQ-8275 \| 28.674 ms \| 0 - 276 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 12.39 ms \| 0 - 2 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® SA8775P \| 12.786 ms \| 0 - 278 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® SA8650P \| 12.786 ms \| 0 - 278 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® SA8255P \| 12.786 ms \| 0 - 278 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ IQ-9075 \| 12.805 ms \| 0 - 2 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ IQ-X7181 \| 13.177 ms \| 0 - 0 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ Q-6690 \| 140.385 ms \| 0 - 477 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ Q-7790 \| 18.295 ms \| 0 - 427 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ Q-8750 \| 6.322 ms \| 0 - 277 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Qualcomm® SA7255P \| 28.674 ms \| 0 - 276 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Snapdragon® 8 Elite Mobile \| 6.322 ms \| 0 - 277 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Snapdragon® 8 Elite Gen 5 Mobile \| 4.777 ms \| 0 - 280 MB \| NPU
	\| VIT \| QNN_DLC \| w8a16 \| Snapdragon® 7 Gen 4 Mobile \| 18.295 ms \| 0 - 427 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Snapdragon® X2 Elite \| 5.373 ms \| 0 - 0 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Snapdragon® X Elite \| 11.376 ms \| 1 - 1 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 7.045 ms \| 0 - 322 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 14.712 ms \| 0 - 335 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ QCS6490 \| 73.62 ms \| 0 - 2 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 10.152 ms \| 0 - 3 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 31.163 ms \| 0 - 202 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 10.635 ms \| 0 - 11 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® SA8775P \| 10.359 ms \| 0 - 202 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® SA8650P \| 10.359 ms \| 0 - 202 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® SA8255P \| 10.359 ms \| 0 - 202 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® QCS8450 \| 14.712 ms \| 0 - 335 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 10.045 ms \| 2 - 4 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ IQ-X7181 \| 11.376 ms \| 1 - 1 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ Q-6690 \| 251.718 ms \| 0 - 508 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ Q-7790 \| 18.693 ms \| 0 - 334 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 6.011 ms \| 0 - 203 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® SA7255P \| 31.163 ms \| 0 - 202 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Qualcomm® SA8295P \| 17.47 ms \| 0 - 211 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Snapdragon® 8 Elite Mobile \| 6.011 ms \| 0 - 203 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 4.339 ms \| 0 - 211 MB \| NPU
	\| VIT \| QNN_DLC \| w8a8 \| Snapdragon® 7 Gen 4 Mobile \| 18.693 ms \| 0 - 334 MB \| NPU
	\| VIT \| TFLITE \| float \| Snapdragon® 8 Gen 3 Mobile \| 6.798 ms \| 0 - 302 MB \| NPU
	\| VIT \| TFLITE \| float \| Snapdragon® 8 Gen 1 Mobile \| 15.253 ms \| 0 - 300 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 13.013 ms \| 0 - 173 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 38.633 ms \| 0 - 168 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 9.349 ms \| 0 - 3 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® SA8775P \| 12.52 ms \| 0 - 170 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® SA8650P \| 12.52 ms \| 0 - 170 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® SA8255P \| 12.52 ms \| 0 - 170 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® QCS8450 \| 15.253 ms \| 0 - 300 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 12.582 ms \| 0 - 173 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® Dragonwing™ Q-8750 \| 4.822 ms \| 0 - 176 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® SA7255P \| 38.633 ms \| 0 - 168 MB \| NPU
	\| VIT \| TFLITE \| float \| Qualcomm® SA8295P \| 15.651 ms \| 0 - 162 MB \| NPU
	\| VIT \| TFLITE \| float \| Snapdragon® 8 Elite Mobile \| 4.822 ms \| 0 - 176 MB \| NPU
	\| VIT \| TFLITE \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 3.737 ms \| 0 - 166 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 9.505 ms \| 0 - 474 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 21.726 ms \| 0 - 466 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ QCS6490 \| 147.572 ms \| 1 - 100 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 13.645 ms \| 0 - 87 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 37.336 ms \| 0 - 341 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 13.797 ms \| 0 - 2 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® SA8775P \| 13.795 ms \| 0 - 342 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® SA8650P \| 13.795 ms \| 0 - 342 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® SA8255P \| 13.795 ms \| 0 - 342 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® QCS8450 \| 21.726 ms \| 0 - 466 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 14.268 ms \| 0 - 87 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-6690 \| 203.327 ms \| 1 - 259 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-7790 \| 30.996 ms \| 1 - 187 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 7.791 ms \| 0 - 344 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® SA7255P \| 37.336 ms \| 0 - 341 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Qualcomm® SA8295P \| 21.403 ms \| 0 - 335 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Snapdragon® 8 Elite Mobile \| 7.791 ms \| 0 - 344 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 5.523 ms \| 0 - 350 MB \| NPU
	\| VIT \| TFLITE \| w8a8 \| Snapdragon® 7 Gen 4 Mobile \| 30.996 ms \| 1 - 187 MB \| NPU

	## License
	* The license for the original implementation of VIT can be found
	[here](https://github.com/pytorch/vision/blob/main/LICENSE).

	## References
	* [An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale](https://arxiv.org/abs/2010.11929)
	* [Source Model Implementation](https://github.com/pytorch/vision/blob/main/torchvision/models/vision_transformer.py)

	## Community
	* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
	* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).