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MobileNet-v2

Image Classification
PyTorch
backbone
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android
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MobileNet-v2: Optimized for Qualcomm Devices

MobileNetV2 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 MobileNet-v2 found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up 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 2.50, ONNX Runtime 1.27.1 Download
ONNX w8a16 Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
ONNX w8a16_mixed_int16 Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a16 Universal QAIRT 2.50 Download
QNN_DLC w8a16_mixed_int16 Universal QAIRT 2.50 Download
QNN_DLC w8a8 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download
TFLITE w8a8 Universal QAIRT 2.50 Download

For more device-specific assets and performance metrics, visit MobileNet-v2 on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models 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 MobileNet-v2 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.image_classification

Model Stats:

  • Input resolution: 224x224
  • Model checkpoint: Imagenet
  • Model size (float): 13.3 MB
  • Model size (w8a16): 4.39 MB
  • Number of parameters: 3.49M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
MobileNet-v2 ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.285 ms 0 - 38 MB NPU
MobileNet-v2 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.337 ms 0 - 33 MB NPU
MobileNet-v2 ONNX float Snapdragon® X2 Elite 0.304 ms 2 - 2 MB NPU
MobileNet-v2 ONNX float Snapdragon® X Elite 0.626 ms 7 - 7 MB NPU
MobileNet-v2 ONNX float Snapdragon® 8 Gen 3 Mobile 0.426 ms 0 - 55 MB NPU
MobileNet-v2 ONNX float Snapdragon® 8 Gen 1 Mobile 0.833 ms 1 - 61 MB NPU
MobileNet-v2 ONNX float Qualcomm® Dragonwing™ IQ-8275 0.86 ms 0 - 4 MB NPU
MobileNet-v2 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.622 ms 0 - 9 MB NPU
MobileNet-v2 ONNX float Qualcomm® QCS8450 0.833 ms 1 - 61 MB NPU
MobileNet-v2 ONNX float Qualcomm® Dragonwing™ IQ-9075 0.845 ms 1 - 4 MB NPU
MobileNet-v2 ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.626 ms 7 - 7 MB NPU
MobileNet-v2 ONNX float Qualcomm® Dragonwing™ Q-8750 0.337 ms 0 - 33 MB NPU
MobileNet-v2 ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.224 ms 0 - 41 MB NPU
MobileNet-v2 ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 0.275 ms 0 - 44 MB NPU
MobileNet-v2 ONNX w8a16 Snapdragon® X2 Elite 0.251 ms 1 - 1 MB NPU
MobileNet-v2 ONNX w8a16 Snapdragon® X Elite 0.563 ms 0 - 0 MB NPU
MobileNet-v2 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 0.391 ms 0 - 55 MB NPU
MobileNet-v2 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 0.65 ms 0 - 60 MB NPU
MobileNet-v2 ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 1.665 ms 0 - 3 MB NPU
MobileNet-v2 ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 0.599 ms 0 - 4 MB NPU
MobileNet-v2 ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.561 ms 0 - 7 MB NPU
MobileNet-v2 ONNX w8a16 Qualcomm® QCS8450 0.65 ms 0 - 60 MB NPU
MobileNet-v2 ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 0.688 ms 0 - 3 MB NPU
MobileNet-v2 ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 0.563 ms 0 - 0 MB NPU
MobileNet-v2 ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 2.727 ms 0 - 146 MB NPU
MobileNet-v2 ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 0.609 ms 0 - 39 MB NPU
MobileNet-v2 ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 0.275 ms 0 - 44 MB NPU
MobileNet-v2 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 0.609 ms 0 - 39 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.264 ms 0 - 41 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 0.321 ms 0 - 40 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Snapdragon® X2 Elite 0.304 ms 1 - 1 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Snapdragon® X Elite 0.63 ms 0 - 0 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 0.429 ms 0 - 56 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 0.674 ms 0 - 4 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.62 ms 0 - 7 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 0.746 ms 0 - 3 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 0.63 ms 0 - 0 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 3.883 ms 0 - 146 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 0.73 ms 0 - 146 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 0.321 ms 0 - 40 MB NPU
MobileNet-v2 ONNX w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 0.73 ms 0 - 146 MB NPU
MobileNet-v2 ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.251 ms 0 - 39 MB NPU
MobileNet-v2 ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.284 ms 0 - 43 MB NPU
MobileNet-v2 ONNX w8a8 Snapdragon® X2 Elite 0.249 ms 1 - 1 MB NPU
MobileNet-v2 ONNX w8a8 Snapdragon® X Elite 0.46 ms 0 - 0 MB NPU
MobileNet-v2 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.315 ms 0 - 53 MB NPU
MobileNet-v2 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.51 ms 0 - 58 MB NPU
MobileNet-v2 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.04 ms 0 - 3 MB NPU
MobileNet-v2 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.561 ms 0 - 4 MB NPU
MobileNet-v2 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.463 ms 0 - 6 MB NPU
MobileNet-v2 ONNX w8a8 Qualcomm® QCS8450 0.51 ms 0 - 58 MB NPU
MobileNet-v2 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.582 ms 0 - 3 MB NPU
MobileNet-v2 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.46 ms 0 - 0 MB NPU
MobileNet-v2 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 1.389 ms 0 - 38 MB NPU
MobileNet-v2 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.374 ms 0 - 39 MB NPU
MobileNet-v2 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.284 ms 0 - 43 MB NPU
MobileNet-v2 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.374 ms 0 - 39 MB NPU
MobileNet-v2 QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.342 ms 1 - 35 MB NPU
MobileNet-v2 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.442 ms 1 - 33 MB NPU
MobileNet-v2 QNN_DLC float Snapdragon® X2 Elite 0.476 ms 1 - 1 MB NPU
MobileNet-v2 QNN_DLC float Snapdragon® X Elite 1.05 ms 1 - 1 MB NPU
MobileNet-v2 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.595 ms 0 - 54 MB NPU
MobileNet-v2 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.581 ms 0 - 60 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.03 ms 1 - 4 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.907 ms 1 - 47 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® SA8650P 1.217 ms 0 - 31 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® SA8255P 1.217 ms 0 - 31 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® QCS8450 1.581 ms 0 - 60 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.091 ms 1 - 3 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.05 ms 1 - 1 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.442 ms 1 - 33 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® SA7255P 2.691 ms 1 - 34 MB NPU
MobileNet-v2 QNN_DLC float Qualcomm® SA8295P 1.375 ms 0 - 32 MB NPU
MobileNet-v2 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.302 ms 0 - 35 MB NPU
MobileNet-v2 QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 0.379 ms 0 - 39 MB NPU
MobileNet-v2 QNN_DLC w8a16 Snapdragon® X2 Elite 0.419 ms 0 - 0 MB NPU
MobileNet-v2 QNN_DLC w8a16 Snapdragon® X Elite 0.941 ms 0 - 0 MB NPU
MobileNet-v2 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 0.564 ms 0 - 48 MB NPU
MobileNet-v2 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 0.938 ms 0 - 55 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 2.417 ms 0 - 3 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 0.828 ms 0 - 3 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.811 ms 0 - 2 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® SA8650P 1.006 ms 0 - 34 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® SA8255P 1.006 ms 0 - 34 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® QCS8450 0.938 ms 0 - 55 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 0.901 ms 0 - 3 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 0.941 ms 0 - 0 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 3.418 ms 0 - 141 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 0.832 ms 0 - 141 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 0.379 ms 0 - 39 MB NPU
MobileNet-v2 QNN_DLC w8a16 Qualcomm® SA8295P 1.153 ms 0 - 34 MB NPU
MobileNet-v2 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 0.832 ms 0 - 141 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.324 ms 0 - 37 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 0.417 ms 0 - 35 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Snapdragon® X2 Elite 0.452 ms 0 - 0 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Snapdragon® X Elite 0.997 ms 0 - 0 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 0.63 ms 0 - 48 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 0.916 ms 0 - 3 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.854 ms 0 - 2 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8650P 1.056 ms 0 - 35 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8255P 1.056 ms 0 - 35 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 0.979 ms 2 - 5 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 0.997 ms 0 - 0 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 4.799 ms 2 - 144 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 0.949 ms 0 - 141 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 0.417 ms 0 - 35 MB NPU
MobileNet-v2 QNN_DLC w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 0.949 ms 0 - 141 MB NPU
MobileNet-v2 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.187 ms 0 - 34 MB NPU
MobileNet-v2 QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.218 ms 0 - 34 MB NPU
MobileNet-v2 QNN_DLC w8a8 Snapdragon® X2 Elite 0.271 ms 0 - 0 MB NPU
MobileNet-v2 QNN_DLC w8a8 Snapdragon® X Elite 0.554 ms 0 - 0 MB NPU
MobileNet-v2 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.31 ms 0 - 47 MB NPU
MobileNet-v2 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.489 ms 0 - 54 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.296 ms 0 - 2 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.552 ms 0 - 3 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.427 ms 0 - 1 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® SA8650P 0.639 ms 0 - 33 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® SA8255P 0.639 ms 0 - 33 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® QCS8450 0.489 ms 0 - 54 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.528 ms 2 - 4 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.554 ms 0 - 0 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 1.728 ms 0 - 34 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.462 ms 0 - 34 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.218 ms 0 - 34 MB NPU
MobileNet-v2 QNN_DLC w8a8 Qualcomm® SA8295P 0.681 ms 0 - 34 MB NPU
MobileNet-v2 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.462 ms 0 - 34 MB NPU
MobileNet-v2 TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.342 ms 0 - 38 MB NPU
MobileNet-v2 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.449 ms 0 - 40 MB NPU
MobileNet-v2 TFLITE float Snapdragon® 8 Gen 3 Mobile 0.595 ms 0 - 57 MB NPU
MobileNet-v2 TFLITE float Snapdragon® 8 Gen 1 Mobile 1.571 ms 0 - 65 MB NPU
MobileNet-v2 TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.039 ms 0 - 11 MB NPU
MobileNet-v2 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.91 ms 0 - 2 MB NPU
MobileNet-v2 TFLITE float Qualcomm® SA8650P 1.224 ms 0 - 36 MB NPU
MobileNet-v2 TFLITE float Qualcomm® SA8255P 1.224 ms 0 - 36 MB NPU
MobileNet-v2 TFLITE float Qualcomm® QCS8450 1.571 ms 0 - 65 MB NPU
MobileNet-v2 TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.088 ms 0 - 11 MB NPU
MobileNet-v2 TFLITE float Qualcomm® Dragonwing™ Q-8750 0.449 ms 0 - 40 MB NPU
MobileNet-v2 TFLITE float Qualcomm® SA8295P 1.391 ms 0 - 34 MB NPU
MobileNet-v2 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.184 ms 0 - 36 MB NPU
MobileNet-v2 TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.213 ms 0 - 35 MB NPU
MobileNet-v2 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.29 ms 0 - 48 MB NPU
MobileNet-v2 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.469 ms 0 - 57 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.13 ms 0 - 8 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.493 ms 0 - 7 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.407 ms 0 - 3 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® SA8650P 0.608 ms 0 - 34 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® SA8255P 0.608 ms 0 - 34 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® QCS8450 0.469 ms 0 - 57 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.504 ms 0 - 6 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1.65 ms 0 - 34 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.417 ms 0 - 34 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.213 ms 0 - 35 MB NPU
MobileNet-v2 TFLITE w8a8 Qualcomm® SA7255P 6.608 ms 1 - 26 MB GPU
MobileNet-v2 TFLITE w8a8 Qualcomm® SA8295P 0.677 ms 0 - 33 MB NPU
MobileNet-v2 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.417 ms 0 - 34 MB NPU

License

  • The license for the original implementation of MobileNet-v2 can be found here.

References

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