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MobileNet-v2

Image Classification
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v0.59.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

Files changed (2) hide show
  1. README.md +158 -171
  2. release_assets.json +35 -37
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
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  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.
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  This is based on the implementation of MobileNet-v2 found [here](https://github.com/tonylins/pytorch-mobilenet-v2/tree/master).
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- 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/v0.58.0/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).
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  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.
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@@ -29,30 +29,30 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.58.0/mobilenet_v2-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.58.0/mobilenet_v2-onnx-w8a16.zip)
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- | ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.58.0/mobilenet_v2-onnx-w8a16_mixed_int16.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.58.0/mobilenet_v2-onnx-w8a8.zip)
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- | 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/v0.58.0/mobilenet_v2-qnn_dlc-float.zip)
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- | 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/v0.58.0/mobilenet_v2-qnn_dlc-w8a16.zip)
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- | 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/v0.58.0/mobilenet_v2-qnn_dlc-w8a16_mixed_int16.zip)
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- | 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/v0.58.0/mobilenet_v2-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.58.0/mobilenet_v2-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.58.0/mobilenet_v2-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[MobileNet-v2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilenet_v2)**.
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  ### Option 2: Export with Custom Configurations
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- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/mobilenet_v2) Python library to compile and export the model with your own:
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  - Custom weights (e.g., fine-tuned checkpoints)
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  - Custom input shapes
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  - Target device and runtime configurations
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  This option is ideal if you need to customize the model beyond the default configuration provided here.
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- See our repository for [MobileNet-v2 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/mobilenet_v2) for usage instructions.
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  ## Model Details
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@@ -68,167 +68,154 @@ See our repository for [MobileNet-v2 on GitHub](https://github.com/qualcomm/ai-h
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | MobileNet-v2 | ONNX | float | Snapdragon® X2 Elite | 0.299 ms | 2 - 2 MB | NPU
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- | MobileNet-v2 | ONNX | float | Snapdragon® X Elite | 0.642 ms | 7 - 7 MB | NPU
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- | MobileNet-v2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.431 ms | 1 - 56 MB | NPU
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- | MobileNet-v2 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 0.943 ms | 0 - 55 MB | NPU
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- | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.637 ms | 0 - 34 MB | NPU
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- | MobileNet-v2 | ONNX | float | Qualcomm® QCS8450 | 0.943 ms | 0 - 55 MB | NPU
 
 
 
 
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  | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.279 ms | 0 - 29 MB | NPU
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- | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite Mobile | 0.341 ms | 0 - 33 MB | NPU
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- | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 0.895 ms | 0 - 52 MB | NPU
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- | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.341 ms | 0 - 33 MB | NPU
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- | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 0.642 ms | 7 - 7 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.239 ms | 1 - 1 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Snapdragon® X Elite | 0.551 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.382 ms | 0 - 51 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 0.711 ms | 0 - 55 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 1.797 ms | 0 - 3 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.55 ms | 0 - 3 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Qualcomm® QCS8450 | 0.711 ms | 0 - 55 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.275 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.608 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.222 ms | 0 - 37 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 2.702 ms | 0 - 149 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 0.608 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.275 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.551 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 0.733 ms | 0 - 49 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.287 ms | 1 - 1 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 0.613 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.427 ms | 0 - 51 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.6 ms | 0 - 2 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 0.721 ms | 0 - 152 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.261 ms | 0 - 37 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 3.882 ms | 0 - 150 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.319 ms | 0 - 36 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 0.721 ms | 0 - 152 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.319 ms | 0 - 36 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.613 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 0.779 ms | 0 - 50 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.239 ms | 1 - 1 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Snapdragon® X Elite | 0.458 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.328 ms | 0 - 49 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.588 ms | 0 - 53 MB | NPU
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  | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.293 ms | 0 - 3 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.46 ms | 0 - 2 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Qualcomm® QCS8450 | 0.588 ms | 0 - 53 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.288 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.439 ms | 0 - 34 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.579 ms | 0 - 3 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.252 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1.48 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.439 ms | 0 - 34 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.288 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.458 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Snapdragon® X2 Elite | 0.468 ms | 1 - 1 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Snapdragon® X Elite | 1.069 ms | 1 - 1 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.6 ms | 0 - 49 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 1.701 ms | 0 - 56 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8275 | 2.697 ms | 1 - 30 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.924 ms | 0 - 10 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8775P | 1.205 ms | 1 - 32 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8650P | 1.205 ms | 1 - 32 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8255P | 1.205 ms | 1 - 32 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8450 | 1.701 ms | 0 - 56 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.346 ms | 1 - 31 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.449 ms | 0 - 34 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 1.085 ms | 3 - 5 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA7255P | 2.697 ms | 1 - 30 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8295P | 1.497 ms | 1 - 28 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.449 ms | 0 - 34 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.069 ms | 1 - 1 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.422 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.934 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.571 ms | 0 - 44 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 0.98 ms | 0 - 49 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 2.859 ms | 0 - 2 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 1.761 ms | 0 - 32 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.799 ms | 0 - 23 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.002 ms | 0 - 33 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 1.002 ms | 0 - 33 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8255P | 1.002 ms | 0 - 33 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 0.98 ms | 0 - 49 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 0.378 ms | 0 - 31 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.761 ms | 0 - 32 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.272 ms | 0 - 29 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.867 ms | 0 - 143 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.298 ms | 0 - 31 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 3.359 ms | 0 - 144 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 0.867 ms | 0 - 143 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.378 ms | 0 - 31 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.934 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 0.983 ms | 2 - 4 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.456 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 0.998 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.605 ms | 0 - 45 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8275 | 2.053 ms | 0 - 31 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.86 ms | 0 - 2 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.042 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8650P | 1.042 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8255P | 1.042 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 0.983 ms | 0 - 147 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.325 ms | 0 - 35 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 4.755 ms | 0 - 145 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.415 ms | 0 - 31 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 2.053 ms | 0 - 31 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 0.983 ms | 0 - 147 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.415 ms | 0 - 31 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.998 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 1.029 ms | 0 - 2 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.271 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.559 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.322 ms | 0 - 43 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.621 ms | 0 - 48 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.45 ms | 0 - 2 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 1.075 ms | 0 - 32 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.447 ms | 0 - 22 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.626 ms | 0 - 33 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 0.626 ms | 0 - 33 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 0.626 ms | 0 - 33 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 0.621 ms | 0 - 48 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.232 ms | 0 - 30 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.472 ms | 0 - 30 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.075 ms | 0 - 32 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.812 ms | 0 - 29 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.548 ms | 0 - 2 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.192 ms | 0 - 31 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1.786 ms | 0 - 30 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.472 ms | 0 - 30 MB | NPU
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  | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.232 ms | 0 - 30 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.559 ms | 0 - 0 MB | NPU
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- | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.599 ms | 0 - 52 MB | NPU
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- | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1.704 ms | 0 - 58 MB | NPU
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- | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8275 | 2.699 ms | 0 - 32 MB | NPU
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- | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.926 ms | 0 - 2 MB | NPU
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- | MobileNet-v2 | TFLITE | float | Qualcomm® SA8775P | 1.233 ms | 0 - 36 MB | NPU
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- | MobileNet-v2 | TFLITE | float | Qualcomm® SA8650P | 1.233 ms | 0 - 36 MB | NPU
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- | MobileNet-v2 | TFLITE | float | Qualcomm® SA8255P | 1.233 ms | 0 - 36 MB | NPU
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- | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8450 | 1.704 ms | 0 - 58 MB | NPU
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- | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.345 ms | 0 - 34 MB | NPU
209
- | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.45 ms | 0 - 32 MB | NPU
210
- | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1.093 ms | 0 - 10 MB | NPU
211
- | MobileNet-v2 | TFLITE | float | Qualcomm® SA7255P | 2.699 ms | 0 - 32 MB | NPU
212
- | MobileNet-v2 | TFLITE | float | Qualcomm® SA8295P | 1.502 ms | 0 - 30 MB | NPU
213
- | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.45 ms | 0 - 32 MB | NPU
214
- | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.284 ms | 0 - 44 MB | NPU
215
- | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.539 ms | 0 - 52 MB | NPU
216
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.301 ms | 0 - 7 MB | NPU
217
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8275 | 0.976 ms | 0 - 32 MB | NPU
218
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.41 ms | 0 - 25 MB | NPU
219
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.6 ms | 0 - 34 MB | NPU
220
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8650P | 0.6 ms | 0 - 34 MB | NPU
221
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8255P | 0.6 ms | 0 - 34 MB | NPU
222
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8450 | 0.539 ms | 0 - 52 MB | NPU
223
- | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.215 ms | 0 - 30 MB | NPU
224
- | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.413 ms | 0 - 30 MB | NPU
225
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA7255P | 0.976 ms | 0 - 32 MB | NPU
226
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8295P | 0.803 ms | 0 - 29 MB | NPU
227
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.574 ms | 0 - 6 MB | NPU
228
- | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.186 ms | 0 - 33 MB | NPU
229
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1.627 ms | 0 - 30 MB | NPU
230
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.413 ms | 0 - 30 MB | NPU
231
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.215 ms | 0 - 30 MB | NPU
 
 
 
 
232
 
233
  ## License
234
  * The license for the original implementation of MobileNet-v2 can be found
 
16
  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.
17
 
18
  This is based on the implementation of MobileNet-v2 found [here](https://github.com/tonylins/pytorch-mobilenet-v2/tree/master).
19
+ 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).
20
 
21
  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.
22
 
 
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | 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)
33
+ | 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)
34
+ | 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)
35
+ | 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)
36
+ | 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)
37
+ | 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)
38
+ | 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)
39
+ | 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)
40
+ | 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)
41
+ | 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)
42
 
43
  For more device-specific assets and performance metrics, visit **[MobileNet-v2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilenet_v2)**.
44
 
45
 
46
  ### Option 2: Export with Custom Configurations
47
 
48
+ 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:
49
  - Custom weights (e.g., fine-tuned checkpoints)
50
  - Custom input shapes
51
  - Target device and runtime configurations
52
 
53
  This option is ideal if you need to customize the model beyond the default configuration provided here.
54
 
55
+ 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.
56
 
57
  ## Model Details
58
 
 
68
  ## Performance Summary
69
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
70
  |---|---|---|---|---|---|---
71
+ | MobileNet-v2 | ONNX | float | Snapdragon® X2 Elite | 0.306 ms | 2 - 2 MB | NPU
72
+ | MobileNet-v2 | ONNX | float | Snapdragon® X Elite | 0.635 ms | 7 - 7 MB | NPU
73
+ | MobileNet-v2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.428 ms | 0 - 51 MB | NPU
74
+ | MobileNet-v2 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 0.95 ms | 0 - 56 MB | NPU
75
+ | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.634 ms | 0 - 9 MB | NPU
76
+ | MobileNet-v2 | ONNX | float | Qualcomm® QCS8450 | 0.95 ms | 0 - 56 MB | NPU
77
+ | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 0.853 ms | 1 - 3 MB | NPU
78
+ | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 0.635 ms | 7 - 7 MB | NPU
79
+ | MobileNet-v2 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.336 ms | 0 - 28 MB | NPU
80
+ | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite Mobile | 0.336 ms | 0 - 28 MB | NPU
81
  | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.279 ms | 0 - 29 MB | NPU
82
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.241 ms | 1 - 1 MB | NPU
83
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® X Elite | 0.558 ms | 0 - 0 MB | NPU
84
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.38 ms | 0 - 51 MB | NPU
85
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 0.709 ms | 0 - 56 MB | NPU
86
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 2.187 ms | 0 - 3 MB | NPU
87
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.562 ms | 0 - 87 MB | NPU
88
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® QCS8450 | 0.709 ms | 0 - 56 MB | NPU
89
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 0.708 ms | 0 - 3 MB | NPU
90
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.558 ms | 0 - 0 MB | NPU
91
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.277 ms | 0 - 35 MB | NPU
92
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.277 ms | 0 - 35 MB | NPU
93
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.217 ms | 0 - 36 MB | NPU
94
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.29 ms | 1 - 1 MB | NPU
95
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 0.622 ms | 0 - 0 MB | NPU
96
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.426 ms | 0 - 52 MB | NPU
97
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.612 ms | 0 - 7 MB | NPU
98
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 0.736 ms | 0 - 3 MB | NPU
99
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.622 ms | 0 - 0 MB | NPU
100
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.327 ms | 0 - 37 MB | NPU
101
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.327 ms | 0 - 37 MB | NPU
102
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.265 ms | 0 - 37 MB | NPU
103
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.254 ms | 1 - 1 MB | NPU
104
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® X Elite | 0.459 ms | 0 - 0 MB | NPU
105
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.328 ms | 0 - 50 MB | NPU
106
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.587 ms | 0 - 55 MB | NPU
 
 
 
 
 
 
 
 
 
 
107
  | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.293 ms | 0 - 3 MB | NPU
108
+ | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.46 ms | 0 - 31 MB | NPU
109
+ | MobileNet-v2 | ONNX | w8a8 | Qualcomm® QCS8450 | 0.587 ms | 0 - 55 MB | NPU
110
+ | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.575 ms | 0 - 3 MB | NPU
111
+ | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.459 ms | 0 - 0 MB | NPU
112
+ | MobileNet-v2 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.286 ms | 0 - 39 MB | NPU
113
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.286 ms | 0 - 39 MB | NPU
114
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.252 ms | 0 - 34 MB | NPU
115
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® X2 Elite | 0.659 ms | 1 - 1 MB | NPU
116
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® X Elite | 1.084 ms | 1 - 1 MB | NPU
117
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.603 ms | 0 - 49 MB | NPU
118
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 1.693 ms | 0 - 55 MB | NPU
119
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.924 ms | 1 - 2 MB | NPU
120
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8775P | 1.212 ms | 1 - 32 MB | NPU
121
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8650P | 1.212 ms | 1 - 32 MB | NPU
122
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8255P | 1.212 ms | 1 - 32 MB | NPU
123
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8450 | 1.693 ms | 0 - 55 MB | NPU
124
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 1.159 ms | 1 - 3 MB | NPU
125
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.084 ms | 1 - 1 MB | NPU
126
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.449 ms | 1 - 35 MB | NPU
127
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8295P | 1.487 ms | 0 - 28 MB | NPU
128
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.449 ms | 1 - 35 MB | NPU
129
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.348 ms | 1 - 32 MB | NPU
130
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.435 ms | 0 - 0 MB | NPU
131
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.937 ms | 0 - 0 MB | NPU
132
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.566 ms | 0 - 43 MB | NPU
133
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 0.984 ms | 0 - 50 MB | NPU
134
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 2.887 ms | 2 - 4 MB | NPU
135
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 1.792 ms | 0 - 31 MB | NPU
136
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.807 ms | 0 - 2 MB | NPU
137
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.001 ms | 0 - 34 MB | NPU
138
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 1.001 ms | 0 - 34 MB | NPU
139
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8255P | 1.001 ms | 0 - 34 MB | NPU
140
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 0.984 ms | 0 - 50 MB | NPU
141
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 0.888 ms | 2 - 4 MB | NPU
142
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.937 ms | 0 - 0 MB | NPU
143
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 3.379 ms | 0 - 143 MB | NPU
144
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 0.875 ms | 0 - 143 MB | NPU
145
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.375 ms | 0 - 30 MB | NPU
146
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.792 ms | 0 - 31 MB | NPU
147
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.287 ms | 0 - 30 MB | NPU
148
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 0.375 ms | 0 - 30 MB | NPU
149
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.303 ms | 0 - 31 MB | NPU
150
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.875 ms | 0 - 143 MB | NPU
151
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.475 ms | 0 - 0 MB | NPU
152
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 0.997 ms | 0 - 0 MB | NPU
153
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.607 ms | 0 - 44 MB | NPU
154
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.858 ms | 0 - 2 MB | NPU
155
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.044 ms | 0 - 35 MB | NPU
156
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8650P | 1.044 ms | 0 - 35 MB | NPU
157
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8255P | 1.044 ms | 0 - 35 MB | NPU
158
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 0.939 ms | 2 - 4 MB | NPU
159
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 0.997 ms | 0 - 0 MB | NPU
160
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 4.769 ms | 0 - 145 MB | NPU
161
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 0.981 ms | 0 - 144 MB | NPU
162
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.42 ms | 0 - 31 MB | NPU
163
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.42 ms | 0 - 31 MB | NPU
164
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.327 ms | 0 - 33 MB | NPU
165
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 0.981 ms | 0 - 144 MB | NPU
166
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.282 ms | 0 - 0 MB | NPU
167
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.554 ms | 0 - 0 MB | NPU
168
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.312 ms | 0 - 43 MB | NPU
169
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.63 ms | 0 - 48 MB | NPU
170
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.435 ms | 2 - 4 MB | NPU
171
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 1.054 ms | 0 - 31 MB | NPU
172
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.454 ms | 0 - 61 MB | NPU
173
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.627 ms | 0 - 33 MB | NPU
174
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 0.627 ms | 0 - 33 MB | NPU
175
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 0.627 ms | 0 - 33 MB | NPU
176
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 0.63 ms | 0 - 48 MB | NPU
177
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.525 ms | 0 - 2 MB | NPU
178
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.554 ms | 0 - 0 MB | NPU
179
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1.797 ms | 0 - 30 MB | NPU
180
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.479 ms | 0 - 30 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
181
  | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.232 ms | 0 - 30 MB | NPU
182
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.054 ms | 0 - 31 MB | NPU
183
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.802 ms | 0 - 29 MB | NPU
184
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.232 ms | 0 - 30 MB | NPU
185
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.191 ms | 0 - 31 MB | NPU
186
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.479 ms | 0 - 30 MB | NPU
187
+ | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.603 ms | 0 - 52 MB | NPU
188
+ | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1.706 ms | 0 - 58 MB | NPU
189
+ | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 2.661 ms | 0 - 33 MB | NPU
190
+ | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.928 ms | 0 - 2 MB | NPU
191
+ | MobileNet-v2 | TFLITE | float | Qualcomm® SA8775P | 1.23 ms | 0 - 35 MB | NPU
192
+ | MobileNet-v2 | TFLITE | float | Qualcomm® SA8650P | 1.23 ms | 0 - 35 MB | NPU
193
+ | MobileNet-v2 | TFLITE | float | Qualcomm® SA8255P | 1.23 ms | 0 - 35 MB | NPU
194
+ | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8450 | 1.706 ms | 0 - 58 MB | NPU
195
+ | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1.1 ms | 0 - 10 MB | NPU
196
+ | MobileNet-v2 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.449 ms | 0 - 32 MB | NPU
197
+ | MobileNet-v2 | TFLITE | float | Qualcomm® SA7255P | 2.661 ms | 0 - 33 MB | NPU
198
+ | MobileNet-v2 | TFLITE | float | Qualcomm® SA8295P | 1.504 ms | 0 - 30 MB | NPU
199
+ | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.449 ms | 0 - 32 MB | NPU
200
+ | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.347 ms | 0 - 34 MB | NPU
201
+ | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.291 ms | 0 - 44 MB | NPU
202
+ | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.542 ms | 0 - 51 MB | NPU
203
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.305 ms | 0 - 7 MB | NPU
204
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 0.975 ms | 0 - 33 MB | NPU
205
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.403 ms | 0 - 2 MB | NPU
206
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.602 ms | 0 - 34 MB | NPU
207
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8650P | 0.602 ms | 0 - 34 MB | NPU
208
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8255P | 0.602 ms | 0 - 34 MB | NPU
209
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8450 | 0.542 ms | 0 - 51 MB | NPU
210
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.624 ms | 0 - 6 MB | NPU
211
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1.645 ms | 0 - 29 MB | NPU
212
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.414 ms | 0 - 30 MB | NPU
213
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.216 ms | 0 - 30 MB | NPU
214
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA7255P | 0.975 ms | 0 - 33 MB | NPU
215
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8295P | 0.817 ms | 0 - 29 MB | NPU
216
+ | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.216 ms | 0 - 30 MB | NPU
217
+ | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.184 ms | 0 - 33 MB | NPU
218
+ | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.414 ms | 0 - 30 MB | NPU
219
 
220
  ## License
221
  * The license for the original implementation of MobileNet-v2 can be found
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