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MobileNet-v3-Small

Image Classification
PyTorch
backbone
bu_auto
real_time
android
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MobileNet-v3-Small: Optimized for Qualcomm Devices

MobileNetV3Small 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-v3-Small 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 2.45, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a16 Universal QAIRT 2.45 Download
QNN_DLC w8a16_mixed_int16 Universal QAIRT 2.45 Download
TFLITE float Universal QAIRT 2.45 Download

For more device-specific assets and performance metrics, visit MobileNet-v3-Small 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-v3-Small 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): 9.71 MB
  • Number of parameters: 2.54M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
MobileNet-v3-Small ONNX float Snapdragon® X2 Elite 0.25 ms 2 - 2 MB NPU
MobileNet-v3-Small ONNX float Snapdragon® X Elite 0.559 ms 5 - 5 MB NPU
MobileNet-v3-Small ONNX float Snapdragon® 8 Gen 3 Mobile 0.352 ms 0 - 46 MB NPU
MobileNet-v3-Small ONNX float Snapdragon® 8 Gen 1 Mobile 0.867 ms 1 - 51 MB NPU
MobileNet-v3-Small ONNX float Qualcomm® Dragonwing™ IQ-8275 0.664 ms 0 - 4 MB NPU
MobileNet-v3-Small ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.554 ms 0 - 8 MB NPU
MobileNet-v3-Small ONNX float Qualcomm® QCS8450 0.867 ms 1 - 51 MB NPU
MobileNet-v3-Small ONNX float Qualcomm® Dragonwing™ IQ-9075 0.711 ms 1 - 3 MB NPU
MobileNet-v3-Small ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.559 ms 5 - 5 MB NPU
MobileNet-v3-Small ONNX float Qualcomm® Dragonwing™ Q-8750 0.286 ms 0 - 33 MB NPU
MobileNet-v3-Small ONNX float Snapdragon® 8 Elite Mobile 0.286 ms 0 - 33 MB NPU
MobileNet-v3-Small ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.251 ms 0 - 29 MB NPU
MobileNet-v3-Small QNN_DLC float Snapdragon® X2 Elite 0.435 ms 1 - 1 MB NPU
MobileNet-v3-Small QNN_DLC float Snapdragon® X Elite 0.957 ms 1 - 1 MB NPU
MobileNet-v3-Small QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.551 ms 0 - 43 MB NPU
MobileNet-v3-Small QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.578 ms 0 - 49 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 0.887 ms 1 - 4 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.826 ms 1 - 2 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® SA8775P 1.107 ms 1 - 32 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® SA8650P 1.107 ms 1 - 32 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® SA8255P 1.107 ms 1 - 32 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® QCS8450 1.578 ms 0 - 49 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 0.974 ms 3 - 5 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.957 ms 1 - 1 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.412 ms 1 - 34 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® SA7255P 2.078 ms 1 - 29 MB NPU
MobileNet-v3-Small QNN_DLC float Qualcomm® SA8295P 1.467 ms 0 - 29 MB NPU
MobileNet-v3-Small QNN_DLC float Snapdragon® 8 Elite Mobile 0.412 ms 1 - 34 MB NPU
MobileNet-v3-Small QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.321 ms 0 - 30 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Snapdragon® X2 Elite 0.426 ms 0 - 0 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Snapdragon® X Elite 0.941 ms 1 - 1 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 0.545 ms 0 - 39 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 0.99 ms 0 - 47 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 2.669 ms 2 - 4 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 0.812 ms 0 - 3 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.803 ms 0 - 2 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® SA8775P 1.009 ms 0 - 30 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® SA8650P 1.009 ms 0 - 30 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® SA8255P 1.009 ms 0 - 30 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® QCS8450 0.99 ms 0 - 47 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 0.901 ms 0 - 2 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 0.941 ms 1 - 1 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 2.833 ms 0 - 142 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 0.808 ms 0 - 26 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 0.376 ms 0 - 31 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® SA7255P 1.725 ms 0 - 28 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Qualcomm® SA8295P 1.327 ms 0 - 27 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 0.376 ms 0 - 31 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 0.311 ms 0 - 28 MB NPU
MobileNet-v3-Small QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 0.808 ms 0 - 26 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Snapdragon® X2 Elite 0.414 ms 0 - 0 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Snapdragon® X Elite 0.946 ms 0 - 0 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 0.541 ms 0 - 39 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 0.816 ms 0 - 3 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.813 ms 0 - 2 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® SA8775P 1.02 ms 0 - 30 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® SA8650P 1.02 ms 0 - 30 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® SA8255P 1.02 ms 0 - 30 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 0.903 ms 0 - 2 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 0.946 ms 0 - 0 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 2.896 ms 0 - 142 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 0.823 ms 0 - 27 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 0.372 ms 0 - 31 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Qualcomm® SA7255P 1.701 ms 0 - 27 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Mobile 0.372 ms 0 - 31 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 0.323 ms 0 - 28 MB NPU
MobileNet-v3-Small QNN_DLC w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 0.823 ms 0 - 27 MB NPU
MobileNet-v3-Small TFLITE float Snapdragon® 8 Gen 3 Mobile 0.555 ms 0 - 44 MB NPU
MobileNet-v3-Small TFLITE float Snapdragon® 8 Gen 1 Mobile 1.584 ms 0 - 51 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® Dragonwing™ IQ-8275 0.928 ms 0 - 9 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.836 ms 0 - 3 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® SA8775P 1.141 ms 0 - 32 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® SA8650P 1.141 ms 0 - 32 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® SA8255P 1.141 ms 0 - 32 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® QCS8450 1.584 ms 0 - 51 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.005 ms 0 - 8 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® Dragonwing™ Q-8750 0.423 ms 0 - 34 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® SA7255P 2.171 ms 0 - 29 MB NPU
MobileNet-v3-Small TFLITE float Qualcomm® SA8295P 1.492 ms 0 - 29 MB NPU
MobileNet-v3-Small TFLITE float Snapdragon® 8 Elite Mobile 0.423 ms 0 - 34 MB NPU
MobileNet-v3-Small TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.323 ms 0 - 32 MB NPU

License

  • The license for the original implementation of MobileNet-v3-Small can be found here.

References

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