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DeepLabV3-Plus-MobileNet

Image Segmentation
PyTorch
android
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v0.61.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.61.0 for changelog.

Files changed (2) hide show
  1. README.md +152 -151
  2. release_assets.json +9 -9
README.md CHANGED
@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: other
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  tags:
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  - android
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  pipeline_tag: image-segmentation
@@ -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/v0.60.0/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 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.60.0/deeplabv3_plus_mobilenet-onnx-float.zip)
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- | 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/v0.60.0/deeplabv3_plus_mobilenet-onnx-w8a16.zip)
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- | 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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/src/qai_hub_models/models/deeplabv3_plus_mobilenet) for usage instructions.
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  ## Model Details
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@@ -65,145 +65,146 @@ 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 | 5.208 ms | 3 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X Elite | 10.885 ms | 10 - 10 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.987 ms | 4 - 203 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 18.088 ms | 4 - 209 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 17.376 ms | 3 - 7 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.295 ms | 0 - 150 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8450 | 18.088 ms | 4 - 209 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 17.446 ms | 3 - 6 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.885 ms | 10 - 10 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 5.986 ms | 1 - 168 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Mobile | 5.986 ms | 1 - 168 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.349 ms | 1 - 173 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X2 Elite | 3.444 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X Elite | 7.327 ms | 5 - 5 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 5.113 ms | 2 - 214 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 9.382 ms | 2 - 218 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 35.732 ms | 2 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 7.393 ms | 2 - 5 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.999 ms | 0 - 144 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8450 | 9.382 ms | 2 - 218 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.193 ms | 2 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 7.327 ms | 5 - 5 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 110.192 ms | 2 - 234 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 12.561 ms | 2 - 188 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.872 ms | 0 - 184 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.872 ms | 0 - 184 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.778 ms | 0 - 186 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.561 ms | 2 - 188 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X2 Elite | 1.591 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X Elite | 3.613 ms | 6 - 6 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.41 ms | 0 - 205 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 4.912 ms | 1 - 204 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16.41 ms | 1 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.591 ms | 1 - 5 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.464 ms | 0 - 109 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8450 | 4.912 ms | 1 - 204 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3.861 ms | 1 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.613 ms | 6 - 6 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 47.469 ms | 1 - 204 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 5.591 ms | 1 - 183 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.906 ms | 0 - 179 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.906 ms | 0 - 179 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.413 ms | 0 - 184 MB | NPU
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- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.591 ms | 1 - 183 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X2 Elite | 5.51 ms | 3 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X Elite | 12.413 ms | 3 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.07 ms | 0 - 206 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 19.795 ms | 3 - 208 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 18.578 ms | 3 - 9 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 58.601 ms | 1 - 166 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.548 ms | 3 - 5 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8775P | 17.504 ms | 1 - 170 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8650P | 17.504 ms | 1 - 170 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8255P | 17.504 ms | 1 - 170 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8450 | 19.795 ms | 3 - 208 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 17.47 ms | 5 - 10 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.413 ms | 3 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 6.279 ms | 0 - 176 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA7255P | 58.601 ms | 1 - 166 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8295P | 19.585 ms | 3 - 172 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.279 ms | 0 - 176 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.323 ms | 3 - 185 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 4.295 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.203 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.13 ms | 2 - 215 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.044 ms | 2 - 216 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 39.625 ms | 1 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 8.798 ms | 1 - 5 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 21.989 ms | 2 - 181 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.399 ms | 2 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.923 ms | 2 - 186 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.923 ms | 2 - 186 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.923 ms | 2 - 186 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.044 ms | 2 - 216 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.659 ms | 3 - 6 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.203 ms | 2 - 2 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 112.204 ms | 2 - 233 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 11.747 ms | 2 - 180 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 4.37 ms | 2 - 182 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 21.989 ms | 2 - 181 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 13.741 ms | 2 - 198 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 4.37 ms | 2 - 182 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.134 ms | 2 - 198 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 11.747 ms | 2 - 180 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.074 ms | 1 - 1 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.631 ms | 1 - 1 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.911 ms | 1 - 196 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.646 ms | 1 - 195 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 17.877 ms | 1 - 4 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.233 ms | 0 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.798 ms | 1 - 169 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.175 ms | 1 - 15 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.69 ms | 1 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.69 ms | 1 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.69 ms | 1 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.646 ms | 1 - 195 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.469 ms | 1 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.631 ms | 1 - 1 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 49.421 ms | 1 - 201 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.237 ms | 1 - 176 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.185 ms | 0 - 175 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.798 ms | 1 - 169 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.185 ms | 0 - 175 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.642 ms | 1 - 178 MB | NPU
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- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.237 ms | 1 - 176 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.089 ms | 0 - 214 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 19.757 ms | 0 - 212 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 18.675 ms | 0 - 19 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 58.645 ms | 0 - 168 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.488 ms | 0 - 3 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8775P | 17.555 ms | 0 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8650P | 17.555 ms | 0 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8255P | 17.555 ms | 0 - 171 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8450 | 19.757 ms | 0 - 212 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.482 ms | 0 - 18 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 6.289 ms | 0 - 178 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA7255P | 58.645 ms | 0 - 168 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8295P | 19.595 ms | 4 - 173 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.289 ms | 0 - 178 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.392 ms | 0 - 182 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.942 ms | 0 - 204 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.763 ms | 0 - 203 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.798 ms | 0 - 11 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.398 ms | 0 - 10 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.829 ms | 0 - 174 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.314 ms | 0 - 17 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8775P | 4.626 ms | 0 - 176 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8650P | 4.626 ms | 0 - 176 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8255P | 4.626 ms | 0 - 176 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 5.763 ms | 0 - 203 MB | NPU
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- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.376 ms | 0 - 10 MB | NPU
199
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 53.315 ms | 0 - 196 MB | NPU
200
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.219 ms | 0 - 177 MB | NPU
201
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.082 ms | 0 - 176 MB | NPU
202
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA7255P | 10.829 ms | 0 - 174 MB | NPU
203
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8295P | 6.232 ms | 0 - 172 MB | NPU
204
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.082 ms | 0 - 176 MB | NPU
205
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.599 ms | 0 - 182 MB | NPU
206
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.219 ms | 0 - 177 MB | NPU
 
207
 
208
  ## License
209
  * The license for the original implementation of DeepLabV3-Plus-MobileNet can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: mit
4
  tags:
5
  - android
6
  pipeline_tag: image-segmentation
 
14
  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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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 | 5.197 ms | 3 - 3 MB | NPU
69
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X Elite | 10.83 ms | 10 - 10 MB | NPU
70
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.988 ms | 4 - 203 MB | NPU
71
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 17.996 ms | 4 - 209 MB | NPU
72
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 17.373 ms | 3 - 7 MB | NPU
73
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.281 ms | 0 - 13 MB | NPU
74
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8450 | 17.996 ms | 4 - 209 MB | NPU
75
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 17.295 ms | 3 - 6 MB | NPU
76
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.83 ms | 10 - 10 MB | NPU
77
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 5.983 ms | 1 - 168 MB | NPU
78
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Mobile | 5.983 ms | 1 - 168 MB | NPU
79
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.344 ms | 1 - 173 MB | NPU
80
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X2 Elite | 3.45 ms | 2 - 2 MB | NPU
81
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X Elite | 7.385 ms | 5 - 5 MB | NPU
82
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 5.112 ms | 2 - 214 MB | NPU
83
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 9.4 ms | 2 - 216 MB | NPU
84
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 35.951 ms | 2 - 4 MB | NPU
85
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 7.388 ms | 2 - 5 MB | NPU
86
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.991 ms | 0 - 8 MB | NPU
87
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8450 | 9.4 ms | 2 - 216 MB | NPU
88
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.206 ms | 2 - 4 MB | NPU
89
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 7.385 ms | 5 - 5 MB | NPU
90
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 108.899 ms | 2 - 234 MB | NPU
91
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 12.69 ms | 2 - 187 MB | NPU
92
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.862 ms | 0 - 184 MB | NPU
93
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.862 ms | 0 - 184 MB | NPU
94
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.779 ms | 0 - 190 MB | NPU
95
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.69 ms | 2 - 187 MB | NPU
96
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X2 Elite | 1.586 ms | 2 - 2 MB | NPU
97
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X Elite | 3.652 ms | 6 - 6 MB | NPU
98
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.408 ms | 0 - 201 MB | NPU
99
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.014 ms | 1 - 203 MB | NPU
100
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16.378 ms | 1 - 4 MB | NPU
101
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.58 ms | 0 - 4 MB | NPU
102
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.465 ms | 0 - 8 MB | NPU
103
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8450 | 5.014 ms | 1 - 203 MB | NPU
104
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.423 ms | 1 - 4 MB | NPU
105
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.652 ms | 6 - 6 MB | NPU
106
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 47.308 ms | 1 - 203 MB | NPU
107
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 5.62 ms | 1 - 183 MB | NPU
108
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.904 ms | 0 - 179 MB | NPU
109
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.904 ms | 0 - 179 MB | NPU
110
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.409 ms | 0 - 182 MB | NPU
111
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.62 ms | 1 - 183 MB | NPU
112
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X2 Elite | 7.687 ms | 3 - 3 MB | NPU
113
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X Elite | 12.473 ms | 3 - 3 MB | NPU
114
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.086 ms | 0 - 206 MB | NPU
115
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 19.897 ms | 3 - 208 MB | NPU
116
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 18.791 ms | 3 - 9 MB | NPU
117
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 58.602 ms | 2 - 167 MB | NPU
118
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.557 ms | 3 - 5 MB | NPU
119
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8775P | 17.521 ms | 1 - 169 MB | NPU
120
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8650P | 17.521 ms | 1 - 169 MB | NPU
121
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8255P | 17.521 ms | 1 - 169 MB | NPU
122
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8450 | 19.897 ms | 3 - 208 MB | NPU
123
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 18.053 ms | 3 - 8 MB | NPU
124
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.473 ms | 3 - 3 MB | NPU
125
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 6.285 ms | 3 - 180 MB | NPU
126
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA7255P | 58.602 ms | 2 - 167 MB | NPU
127
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8295P | 19.563 ms | 0 - 169 MB | NPU
128
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.285 ms | 3 - 180 MB | NPU
129
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.386 ms | 3 - 183 MB | NPU
130
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 4.3 ms | 2 - 2 MB | NPU
131
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.228 ms | 2 - 2 MB | NPU
132
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.129 ms | 2 - 214 MB | NPU
133
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.131 ms | 2 - 215 MB | NPU
134
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 39.885 ms | 1 - 4 MB | NPU
135
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 8.806 ms | 2 - 6 MB | NPU
136
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 21.993 ms | 2 - 182 MB | NPU
137
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.394 ms | 2 - 4 MB | NPU
138
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.929 ms | 2 - 183 MB | NPU
139
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.929 ms | 2 - 183 MB | NPU
140
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.929 ms | 2 - 183 MB | NPU
141
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.131 ms | 2 - 215 MB | NPU
142
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 9.484 ms | 3 - 7 MB | NPU
143
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.228 ms | 2 - 2 MB | NPU
144
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 94.316 ms | 4 - 235 MB | NPU
145
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 11.643 ms | 0 - 179 MB | NPU
146
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 4.353 ms | 1 - 180 MB | NPU
147
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 21.993 ms | 2 - 182 MB | NPU
148
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 13.732 ms | 2 - 197 MB | NPU
149
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 4.353 ms | 1 - 180 MB | NPU
150
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.136 ms | 1 - 198 MB | NPU
151
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 11.643 ms | 0 - 179 MB | NPU
152
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.108 ms | 1 - 1 MB | NPU
153
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.629 ms | 1 - 1 MB | NPU
154
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.912 ms | 0 - 195 MB | NPU
155
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.653 ms | 1 - 196 MB | NPU
156
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.052 ms | 3 - 5 MB | NPU
157
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.222 ms | 0 - 3 MB | NPU
158
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.8 ms | 1 - 169 MB | NPU
159
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.171 ms | 1 - 3 MB | NPU
160
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.694 ms | 1 - 171 MB | NPU
161
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.694 ms | 1 - 171 MB | NPU
162
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.694 ms | 1 - 171 MB | NPU
163
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.653 ms | 1 - 196 MB | NPU
164
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.47 ms | 1 - 3 MB | NPU
165
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.629 ms | 1 - 1 MB | NPU
166
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 49.203 ms | 1 - 201 MB | NPU
167
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.278 ms | 1 - 177 MB | NPU
168
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.188 ms | 1 - 172 MB | NPU
169
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.8 ms | 1 - 169 MB | NPU
170
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 6.398 ms | 1 - 168 MB | NPU
171
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.188 ms | 1 - 172 MB | NPU
172
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.635 ms | 1 - 178 MB | NPU
173
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.278 ms | 1 - 177 MB | NPU
174
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.092 ms | 0 - 212 MB | NPU
175
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 19.843 ms | 0 - 212 MB | NPU
176
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 18.577 ms | 0 - 19 MB | NPU
177
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 58.651 ms | 0 - 168 MB | NPU
178
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.524 ms | 0 - 2 MB | NPU
179
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8775P | 17.553 ms | 0 - 171 MB | NPU
180
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8650P | 17.553 ms | 0 - 171 MB | NPU
181
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8255P | 17.553 ms | 0 - 171 MB | NPU
182
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8450 | 19.843 ms | 0 - 212 MB | NPU
183
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.362 ms | 0 - 18 MB | NPU
184
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 6.298 ms | 0 - 177 MB | NPU
185
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA7255P | 58.651 ms | 0 - 168 MB | NPU
186
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8295P | 19.636 ms | 0 - 169 MB | NPU
187
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.298 ms | 0 - 177 MB | NPU
188
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.393 ms | 0 - 183 MB | NPU
189
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.944 ms | 0 - 202 MB | NPU
190
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.771 ms | 0 - 201 MB | NPU
191
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.839 ms | 0 - 11 MB | NPU
192
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.405 ms | 0 - 10 MB | NPU
193
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.825 ms | 0 - 174 MB | NPU
194
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.323 ms | 0 - 3 MB | NPU
195
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8775P | 4.621 ms | 0 - 177 MB | NPU
196
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8650P | 4.621 ms | 0 - 177 MB | NPU
197
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8255P | 4.621 ms | 0 - 177 MB | NPU
198
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 5.771 ms | 0 - 201 MB | NPU
199
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.395 ms | 0 - 10 MB | NPU
200
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 50.346 ms | 0 - 195 MB | NPU
201
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.418 ms | 0 - 177 MB | NPU
202
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.082 ms | 0 - 175 MB | NPU
203
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA7255P | 10.825 ms | 0 - 174 MB | NPU
204
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8295P | 6.229 ms | 0 - 172 MB | NPU
205
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.082 ms | 0 - 175 MB | NPU
206
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.612 ms | 0 - 184 MB | NPU
207
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.418 ms | 0 - 177 MB | NPU
208
 
209
  ## License
210
  * The license for the original implementation of DeepLabV3-Plus-MobileNet can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.60.0/deeplabv3_plus_mobilenet-onnx-float.zip"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.60.0/deeplabv3_plus_mobilenet-qnn_dlc-float.zip"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.60.0/deeplabv3_plus_mobilenet-tflite-float.zip"
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@@ -31,13 +31,13 @@
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.60.0/deeplabv3_plus_mobilenet-onnx-w8a16.zip"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.60.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a16.zip"
41
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@@ -48,19 +48,19 @@
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.60.0/deeplabv3_plus_mobilenet-tflite-w8a8.zip"
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