| --- |
| library_name: pytorch |
| license: other |
| tags: |
| - backbone |
| - real_time |
| - android |
| pipeline_tag: image-classification |
|
|
| --- |
| |
|  |
|
|
| # 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](https://github.com/tonylins/pytorch-mobilenet-v2/tree/master). |
| 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/v0.59.0/src/qai_hub_models/models/mobilenet_v2) 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/mobilenet_v2/releases/v0.59.0/mobilenet_v2-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/mobilenet_v2/releases/v0.59.0/mobilenet_v2-onnx-w8a16.zip) |
| | ONNX | w8a16_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/mobilenet_v2/releases/v0.59.0/mobilenet_v2-onnx-w8a16_mixed_int16.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/mobilenet_v2/releases/v0.59.0/mobilenet_v2-onnx-w8a8.zip) |
| | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.59.0/mobilenet_v2-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/mobilenet_v2/releases/v0.59.0/mobilenet_v2-qnn_dlc-w8a16.zip) |
| | QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.59.0/mobilenet_v2-qnn_dlc-w8a16_mixed_int16.zip) |
| | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.59.0/mobilenet_v2-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/mobilenet_v2/releases/v0.59.0/mobilenet_v2-tflite-float.zip) |
| | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.59.0/mobilenet_v2-tflite-w8a8.zip) |
|
|
| For more device-specific assets and performance metrics, visit **[MobileNet-v2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilenet_v2)**. |
|
|
|
|
| ### Option 2: Export with Custom Configurations |
|
|
| Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/mobilenet_v2) 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](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/mobilenet_v2) for usage instructions. |
|
|
| ## Model Details |
|
|
| **Model Type:** Model_use_case.image_classification |
| |
| **Model Stats:** |
| - Model checkpoint: Imagenet |
| - Input resolution: 224x224 |
| - Number of parameters: 3.49M |
| - Model size (float): 13.3 MB |
| - Model size (w8a16): 4.39 MB |
| |
| ## Performance Summary |
| | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
| |---|---|---|---|---|---|--- |
| | MobileNet-v2 | ONNX | float | Snapdragon® X2 Elite | 0.306 ms | 2 - 2 MB | NPU |
| | MobileNet-v2 | ONNX | float | Snapdragon® X Elite | 0.635 ms | 7 - 7 MB | NPU |
| | MobileNet-v2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.428 ms | 0 - 51 MB | NPU |
| | MobileNet-v2 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 0.95 ms | 0 - 56 MB | NPU |
| | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.634 ms | 0 - 9 MB | NPU |
| | MobileNet-v2 | ONNX | float | Qualcomm® QCS8450 | 0.95 ms | 0 - 56 MB | NPU |
| | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 0.853 ms | 1 - 3 MB | NPU |
| | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 0.635 ms | 7 - 7 MB | NPU |
| | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.336 ms | 0 - 28 MB | NPU |
| | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite Mobile | 0.336 ms | 0 - 28 MB | NPU |
| | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.279 ms | 0 - 29 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.241 ms | 1 - 1 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Snapdragon® X Elite | 0.558 ms | 0 - 0 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.38 ms | 0 - 51 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 0.709 ms | 0 - 56 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 2.187 ms | 0 - 3 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.562 ms | 0 - 87 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Qualcomm® QCS8450 | 0.709 ms | 0 - 56 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 0.708 ms | 0 - 3 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.558 ms | 0 - 0 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.277 ms | 0 - 35 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.277 ms | 0 - 35 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.217 ms | 0 - 36 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.29 ms | 1 - 1 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 0.622 ms | 0 - 0 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.426 ms | 0 - 52 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.612 ms | 0 - 7 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 0.736 ms | 0 - 3 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.622 ms | 0 - 0 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.327 ms | 0 - 37 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.327 ms | 0 - 37 MB | NPU |
| | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.265 ms | 0 - 37 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.254 ms | 1 - 1 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Snapdragon® X Elite | 0.459 ms | 0 - 0 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.328 ms | 0 - 50 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.587 ms | 0 - 55 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.293 ms | 0 - 3 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.46 ms | 0 - 31 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Qualcomm® QCS8450 | 0.587 ms | 0 - 55 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.575 ms | 0 - 3 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.459 ms | 0 - 0 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.286 ms | 0 - 39 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.286 ms | 0 - 39 MB | NPU |
| | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.252 ms | 0 - 34 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Snapdragon® X2 Elite | 0.659 ms | 1 - 1 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Snapdragon® X Elite | 1.084 ms | 1 - 1 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.603 ms | 0 - 49 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 1.693 ms | 0 - 55 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.924 ms | 1 - 2 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8775P | 1.212 ms | 1 - 32 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8650P | 1.212 ms | 1 - 32 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8255P | 1.212 ms | 1 - 32 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8450 | 1.693 ms | 0 - 55 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 1.159 ms | 1 - 3 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.084 ms | 1 - 1 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.449 ms | 1 - 35 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8295P | 1.487 ms | 0 - 28 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.449 ms | 1 - 35 MB | NPU |
| | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.348 ms | 1 - 32 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.435 ms | 0 - 0 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.937 ms | 0 - 0 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.566 ms | 0 - 43 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 0.984 ms | 0 - 50 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 2.887 ms | 2 - 4 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 1.792 ms | 0 - 31 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.807 ms | 0 - 2 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.001 ms | 0 - 34 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 1.001 ms | 0 - 34 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8255P | 1.001 ms | 0 - 34 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 0.984 ms | 0 - 50 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 0.888 ms | 2 - 4 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.937 ms | 0 - 0 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 3.379 ms | 0 - 143 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 0.875 ms | 0 - 143 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.375 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.792 ms | 0 - 31 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.287 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 0.375 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.303 ms | 0 - 31 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.875 ms | 0 - 143 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.475 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 | 0.607 ms | 0 - 44 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.858 ms | 0 - 2 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.044 ms | 0 - 35 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8650P | 1.044 ms | 0 - 35 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8255P | 1.044 ms | 0 - 35 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 0.939 ms | 2 - 4 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 | 4.769 ms | 0 - 145 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 0.981 ms | 0 - 144 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.42 ms | 0 - 31 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.42 ms | 0 - 31 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.327 ms | 0 - 33 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 0.981 ms | 0 - 144 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.282 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 | 0.312 ms | 0 - 43 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.63 ms | 0 - 48 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.435 ms | 2 - 4 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 1.054 ms | 0 - 31 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.454 ms | 0 - 61 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.627 ms | 0 - 33 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 0.627 ms | 0 - 33 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 0.627 ms | 0 - 33 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 0.63 ms | 0 - 48 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.525 ms | 0 - 2 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 | 1.797 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.479 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.232 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.054 ms | 0 - 31 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.802 ms | 0 - 29 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.232 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.191 ms | 0 - 31 MB | NPU |
| | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.479 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.603 ms | 0 - 52 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1.706 ms | 0 - 58 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 2.661 ms | 0 - 33 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.928 ms | 0 - 2 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® SA8775P | 1.23 ms | 0 - 35 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® SA8650P | 1.23 ms | 0 - 35 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® SA8255P | 1.23 ms | 0 - 35 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8450 | 1.706 ms | 0 - 58 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1.1 ms | 0 - 10 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.449 ms | 0 - 32 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® SA7255P | 2.661 ms | 0 - 33 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Qualcomm® SA8295P | 1.504 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.449 ms | 0 - 32 MB | NPU |
| | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.347 ms | 0 - 34 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.291 ms | 0 - 44 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.542 ms | 0 - 51 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.305 ms | 0 - 7 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 0.975 ms | 0 - 33 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.403 ms | 0 - 2 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.602 ms | 0 - 34 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8650P | 0.602 ms | 0 - 34 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8255P | 0.602 ms | 0 - 34 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8450 | 0.542 ms | 0 - 51 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.624 ms | 0 - 6 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1.645 ms | 0 - 29 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.414 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.216 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA7255P | 0.975 ms | 0 - 33 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8295P | 0.817 ms | 0 - 29 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.216 ms | 0 - 30 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.184 ms | 0 - 33 MB | NPU |
| | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.414 ms | 0 - 30 MB | NPU |
| |
| ## License |
| * The license for the original implementation of MobileNet-v2 can be found |
| [here](https://github.com/tonylins/pytorch-mobilenet-v2/blob/master/LICENSE). |
| |
| ## References |
| * [MobileNetV2: Inverted Residuals and Linear Bottlenecks](https://arxiv.org/abs/1801.04381) |
| * [Source Model Implementation](https://github.com/tonylins/pytorch-mobilenet-v2/tree/master) |
| |
| ## 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). |
| |
