--- library_name: pytorch license: apache-2.0 tags: - backbone - real_time - android pipeline_tag: image-classification --- ![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/web-assets/model_demo.png) # 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/v0.63.0/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 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/mobilenet_v2-onnx-float.zip) | ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/mobilenet_v2-onnx-w8a16.zip) | ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/mobilenet_v2-onnx-w8a16_mixed_int16.zip) | ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/mobilenet_v2-onnx-w8a8.zip) | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/mobilenet_v2-qnn_dlc-float.zip) | QNN_DLC | w8a16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/mobilenet_v2-qnn_dlc-w8a16.zip) | QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/mobilenet_v2-qnn_dlc-w8a16_mixed_int16.zip) | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/mobilenet_v2-qnn_dlc-w8a8.zip) | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/mobilenet_v2-tflite-float.zip) | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.63.0/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/v0.63.0/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/v0.63.0/src/qai_hub_models/models/mobilenet_v2) 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](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).