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DeepLabV3-Plus-MobileNet

Image Segmentation
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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 +135 -141
  2. release_assets.json +24 -26
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: image-segmentation
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  DeepLabV3 is designed for semantic segmentation at multiple scales, trained on the various datasets. It uses MobileNet as a backbone.
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  This is based on the implementation of DeepLabV3-Plus-MobileNet found [here](https://github.com/jfzhang95/pytorch-deeplab-xception).
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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/deeplabv3_plus_mobilenet) 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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@@ -27,28 +27,28 @@ 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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-onnx-w8a16.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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a16.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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[DeepLabV3-Plus-MobileNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deeplabv3_plus_mobilenet)**.
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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/deeplabv3_plus_mobilenet) 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 [DeepLabV3-Plus-MobileNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/deeplabv3_plus_mobilenet) for usage instructions.
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  ## Model Details
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@@ -65,138 +65,132 @@ See our repository for [DeepLabV3-Plus-MobileNet on GitHub](https://github.com/q
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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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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X2 Elite | 5.215 ms | 3 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X Elite | 10.782 ms | 10 - 10 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.992 ms | 4 - 202 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 18.026 ms | 4 - 210 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.291 ms | 0 - 13 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8450 | 18.026 ms | 4 - 210 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.346 ms | 3 - 175 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Mobile | 5.982 ms | 1 - 169 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 17.289 ms | 3 - 6 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 5.982 ms | 1 - 169 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.782 ms | 10 - 10 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X2 Elite | 3.44 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X Elite | 7.418 ms | 5 - 5 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 5.11 ms | 2 - 216 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 9.343 ms | 2 - 216 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 35.44 ms | 2 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.996 ms | 0 - 131 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8450 | 9.343 ms | 2 - 216 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.869 ms | 2 - 188 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.159 ms | 2 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.783 ms | 2 - 187 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.78 ms | 1 - 189 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 108.87 ms | 2 - 234 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 12.783 ms | 2 - 187 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.869 ms | 2 - 188 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 7.418 ms | 5 - 5 MB | NPU
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  | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X2 Elite | 1.587 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X Elite | 3.625 ms | 6 - 6 MB | NPU
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  | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.403 ms | 0 - 201 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 4.926 ms | 1 - 204 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16.476 ms | 1 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.473 ms | 0 - 38 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8450 | 4.926 ms | 1 - 204 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.898 ms | 0 - 181 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.615 ms | 1 - 180 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3.825 ms | 1 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.41 ms | 0 - 180 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 47.847 ms | 1 - 202 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 5.615 ms | 1 - 180 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.898 ms | 0 - 181 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.625 ms | 6 - 6 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X2 Elite | 5.547 ms | 3 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X Elite | 12.351 ms | 3 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.091 ms | 0 - 206 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 19.76 ms | 3 - 210 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8275 | 58.623 ms | 1 - 167 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.644 ms | 3 - 5 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8775P | 17.525 ms | 1 - 166 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8650P | 17.525 ms | 1 - 166 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8255P | 17.525 ms | 1 - 166 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8450 | 19.76 ms | 3 - 210 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.384 ms | 3 - 185 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.292 ms | 0 - 177 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 17.561 ms | 3 - 8 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA7255P | 58.623 ms | 1 - 167 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8295P | 19.592 ms | 3 - 173 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 6.292 ms | 0 - 177 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.351 ms | 3 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 4.307 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.143 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.129 ms | 2 - 215 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.193 ms | 2 - 217 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 39.844 ms | 1 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 21.98 ms | 2 - 182 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.404 ms | 2 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.918 ms | 2 - 183 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.918 ms | 2 - 183 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.918 ms | 2 - 183 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.193 ms | 2 - 217 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 4.36 ms | 2 - 180 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.643 ms | 1 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 21.98 ms | 2 - 182 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 13.736 ms | 2 - 197 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.115 ms | 2 - 180 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.134 ms | 1 - 198 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 112.225 ms | 4 - 234 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 12.115 ms | 2 - 180 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 4.36 ms | 2 - 180 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.143 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.109 ms | 1 - 1 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.638 ms | 1 - 1 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.916 ms | 1 - 197 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.626 ms | 1 - 197 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 17.85 ms | 1 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 10.805 ms | 1 - 169 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.17 ms | 0 - 12 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.685 ms | 1 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.685 ms | 1 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.685 ms | 1 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.626 ms | 1 - 197 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.192 ms | 1 - 173 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.316 ms | 1 - 177 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.461 ms | 0 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.805 ms | 1 - 169 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 6.395 ms | 1 - 168 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.64 ms | 1 - 176 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 48.717 ms | 1 - 202 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.316 ms | 1 - 177 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.192 ms | 1 - 173 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.638 ms | 1 - 1 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.088 ms | 0 - 214 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 19.866 ms | 0 - 211 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8275 | 58.654 ms | 0 - 168 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.501 ms | 0 - 146 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8775P | 17.553 ms | 0 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8650P | 17.553 ms | 0 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8255P | 17.553 ms | 0 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8450 | 19.866 ms | 0 - 211 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.388 ms | 0 - 184 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.275 ms | 0 - 177 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.359 ms | 0 - 18 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA7255P | 58.654 ms | 0 - 168 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8295P | 19.641 ms | 3 - 172 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 6.275 ms | 0 - 177 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.94 ms | 0 - 200 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.847 ms | 0 - 202 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.781 ms | 0 - 11 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8275 | 10.811 ms | 0 - 173 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.318 ms | 0 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8775P | 4.63 ms | 0 - 175 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8650P | 4.63 ms | 0 - 175 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8255P | 4.63 ms | 0 - 175 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 5.847 ms | 0 - 202 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.079 ms | 0 - 178 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.255 ms | 0 - 177 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.376 ms | 0 - 9 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA7255P | 10.811 ms | 0 - 173 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8295P | 6.212 ms | 0 - 172 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.607 ms | 0 - 183 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 52.239 ms | 0 - 195 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.255 ms | 0 - 177 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.079 ms | 0 - 178 MB | NPU
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  ## License
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  * The license for the original implementation of DeepLabV3-Plus-MobileNet can be found
 
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  DeepLabV3 is designed for semantic segmentation at multiple scales, trained on the various datasets. It uses MobileNet as a backbone.
15
 
16
  This is based on the implementation of DeepLabV3-Plus-MobileNet found [here](https://github.com/jfzhang95/pytorch-deeplab-xception).
17
+ 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/deeplabv3_plus_mobilenet) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  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.
20
 
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | 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/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-onnx-float.zip)
31
+ | 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/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-onnx-w8a16.zip)
32
+ | 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/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a16.zip)
35
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a8.zip)
36
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-tflite-float.zip)
37
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[DeepLabV3-Plus-MobileNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deeplabv3_plus_mobilenet)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/deeplabv3_plus_mobilenet) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
+ See our repository for [DeepLabV3-Plus-MobileNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/deeplabv3_plus_mobilenet) for usage instructions.
52
 
53
  ## Model Details
54
 
 
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X2 Elite | 5.211 ms | 3 - 3 MB | NPU
69
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X Elite | 10.876 ms | 11 - 11 MB | NPU
70
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.981 ms | 4 - 204 MB | NPU
71
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 18.03 ms | 4 - 209 MB | NPU
72
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.285 ms | 0 - 13 MB | NPU
73
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8450 | 18.03 ms | 4 - 209 MB | NPU
74
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 16.619 ms | 3 - 6 MB | NPU
75
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.876 ms | 11 - 11 MB | NPU
76
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 5.986 ms | 1 - 170 MB | NPU
77
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Mobile | 5.986 ms | 1 - 170 MB | NPU
78
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.352 ms | 1 - 174 MB | NPU
79
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X2 Elite | 3.448 ms | 2 - 2 MB | NPU
80
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X Elite | 7.343 ms | 5 - 5 MB | NPU
81
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 5.109 ms | 2 - 215 MB | NPU
82
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 9.575 ms | 0 - 215 MB | NPU
83
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 35.798 ms | 2 - 4 MB | NPU
84
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.995 ms | 0 - 8 MB | NPU
85
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8450 | 9.575 ms | 0 - 215 MB | NPU
86
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.166 ms | 2 - 4 MB | NPU
87
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 7.343 ms | 5 - 5 MB | NPU
88
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.875 ms | 0 - 188 MB | NPU
89
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.875 ms | 0 - 188 MB | NPU
90
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.782 ms | 0 - 187 MB | NPU
 
 
 
91
  | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X2 Elite | 1.587 ms | 2 - 2 MB | NPU
92
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X Elite | 3.654 ms | 6 - 6 MB | NPU
93
  | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.403 ms | 0 - 201 MB | NPU
94
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 4.818 ms | 1 - 205 MB | NPU
95
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16.427 ms | 1 - 4 MB | NPU
96
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.465 ms | 0 - 9 MB | NPU
97
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8450 | 4.818 ms | 1 - 205 MB | NPU
98
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3.847 ms | 1 - 4 MB | NPU
99
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.654 ms | 6 - 6 MB | NPU
100
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.906 ms | 0 - 180 MB | NPU
101
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.906 ms | 0 - 180 MB | NPU
102
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.413 ms | 0 - 182 MB | NPU
103
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X2 Elite | 5.55 ms | 3 - 3 MB | NPU
104
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X Elite | 12.316 ms | 3 - 3 MB | NPU
105
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.078 ms | 0 - 208 MB | NPU
106
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 19.799 ms | 3 - 208 MB | NPU
107
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 58.593 ms | 1 - 166 MB | NPU
108
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.575 ms | 3 - 5 MB | NPU
109
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8775P | 17.495 ms | 1 - 167 MB | NPU
110
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8650P | 17.495 ms | 1 - 167 MB | NPU
111
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8255P | 17.495 ms | 1 - 167 MB | NPU
112
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8450 | 19.799 ms | 3 - 208 MB | NPU
113
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 17.872 ms | 3 - 8 MB | NPU
114
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.316 ms | 3 - 3 MB | NPU
115
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 6.276 ms | 0 - 177 MB | NPU
116
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA7255P | 58.593 ms | 1 - 166 MB | NPU
117
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8295P | 19.577 ms | 0 - 169 MB | NPU
118
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.276 ms | 0 - 177 MB | NPU
119
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.385 ms | 3 - 183 MB | NPU
120
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 4.247 ms | 2 - 2 MB | NPU
121
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.199 ms | 2 - 2 MB | NPU
122
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.122 ms | 0 - 213 MB | NPU
123
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.117 ms | 2 - 215 MB | NPU
124
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 39.642 ms | 3 - 6 MB | NPU
125
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 21.986 ms | 2 - 182 MB | NPU
126
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.396 ms | 2 - 3 MB | NPU
127
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.911 ms | 2 - 182 MB | NPU
128
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.911 ms | 2 - 182 MB | NPU
129
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.911 ms | 2 - 182 MB | NPU
130
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.117 ms | 2 - 215 MB | NPU
131
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.637 ms | 2 - 5 MB | NPU
132
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.199 ms | 2 - 2 MB | NPU
133
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 110.006 ms | 2 - 232 MB | NPU
134
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 12.054 ms | 2 - 180 MB | NPU
135
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 4.346 ms | 2 - 182 MB | NPU
136
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 21.986 ms | 2 - 182 MB | NPU
137
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 13.756 ms | 2 - 197 MB | NPU
138
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 4.346 ms | 2 - 182 MB | NPU
139
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.134 ms | 2 - 196 MB | NPU
140
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.054 ms | 2 - 180 MB | NPU
141
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.093 ms | 1 - 1 MB | NPU
142
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.618 ms | 1 - 1 MB | NPU
143
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.917 ms | 1 - 194 MB | NPU
144
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.659 ms | 1 - 197 MB | NPU
145
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 17.861 ms | 3 - 5 MB | NPU
146
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 10.82 ms | 1 - 169 MB | NPU
147
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.163 ms | 1 - 3 MB | NPU
148
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.71 ms | 1 - 171 MB | NPU
149
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.71 ms | 1 - 171 MB | NPU
150
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.71 ms | 1 - 171 MB | NPU
151
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.659 ms | 1 - 197 MB | NPU
152
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.46 ms | 0 - 3 MB | NPU
153
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.618 ms | 1 - 1 MB | NPU
154
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 50.731 ms | 1 - 201 MB | NPU
155
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.284 ms | 1 - 176 MB | NPU
156
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.187 ms | 1 - 173 MB | NPU
157
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.82 ms | 1 - 169 MB | NPU
158
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 6.415 ms | 1 - 168 MB | NPU
159
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.187 ms | 1 - 173 MB | NPU
160
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.639 ms | 1 - 178 MB | NPU
161
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.284 ms | 1 - 176 MB | NPU
162
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.08 ms | 0 - 213 MB | NPU
163
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 19.844 ms | 0 - 212 MB | NPU
164
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 58.675 ms | 0 - 168 MB | NPU
165
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.523 ms | 0 - 2 MB | NPU
166
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8775P | 17.546 ms | 0 - 173 MB | NPU
167
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8650P | 17.546 ms | 0 - 173 MB | NPU
168
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8255P | 17.546 ms | 0 - 173 MB | NPU
169
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8450 | 19.844 ms | 0 - 212 MB | NPU
170
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.352 ms | 0 - 18 MB | NPU
171
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 6.28 ms | 0 - 177 MB | NPU
172
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA7255P | 58.675 ms | 0 - 168 MB | NPU
173
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8295P | 19.614 ms | 0 - 169 MB | NPU
174
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.28 ms | 0 - 177 MB | NPU
175
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.393 ms | 0 - 183 MB | NPU
176
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.944 ms | 0 - 202 MB | NPU
177
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.789 ms | 0 - 203 MB | NPU
178
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.845 ms | 0 - 11 MB | NPU
179
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 10.834 ms | 0 - 174 MB | NPU
180
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.329 ms | 0 - 2 MB | NPU
181
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8775P | 4.619 ms | 0 - 177 MB | NPU
182
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8650P | 4.619 ms | 0 - 177 MB | NPU
183
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8255P | 4.619 ms | 0 - 177 MB | NPU
184
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 5.789 ms | 0 - 203 MB | NPU
185
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.371 ms | 0 - 9 MB | NPU
186
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 52.286 ms | 0 - 196 MB | NPU
187
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.32 ms | 0 - 177 MB | NPU
188
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.08 ms | 0 - 177 MB | NPU
189
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA7255P | 10.834 ms | 0 - 174 MB | NPU
190
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8295P | 6.228 ms | 0 - 172 MB | NPU
191
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.08 ms | 0 - 177 MB | NPU
192
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.609 ms | 0 - 184 MB | NPU
193
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.32 ms | 0 - 177 MB | NPU
 
 
 
194
 
195
  ## License
196
  * The license for the original implementation of DeepLabV3-Plus-MobileNet can be found
release_assets.json CHANGED
@@ -1,68 +1,66 @@
1
  {
2
- "version": "0.58.0",
3
  "precisions": {
4
- "w8a8": {
5
  "universal_assets": {
6
- "tflite": {
7
  "tool_versions": {
8
  "qairt": "2.45.0.260326154327",
9
- "litert": "1.4.4"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-tflite-w8a8.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a8.zip"
18
  },
19
- "onnx": {
20
  "tool_versions": {
21
- "qairt": "2.45.0.260326154327",
22
- "onnx_runtime": "1.25.0"
23
  },
24
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-onnx-w8a8.zip"
25
  }
26
  }
27
  },
28
  "w8a16": {
29
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