| --- |
| library_name: pytorch |
| license: other |
| tags: |
| - android |
| pipeline_tag: image-segmentation |
|
|
| --- |
| |
|  |
|
|
| # DeepLabV3-Plus-MobileNet: Optimized for Qualcomm Devices |
|
|
| DeepLabV3 is designed for semantic segmentation at multiple scales, trained on the various datasets. It uses MobileNet as a backbone. |
|
|
| This is based on the implementation of DeepLabV3-Plus-MobileNet found [here](https://github.com/jfzhang95/pytorch-deeplab-xception). |
| 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). |
|
|
| Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device. |
|
|
| ## Getting Started |
| There are two ways to deploy this model on your device: |
|
|
| ### Option 1: Download Pre-Exported Models |
|
|
| Below are pre-exported model assets ready for deployment. |
|
|
| | Runtime | Precision | Chipset | SDK Versions | Download | |
| |---|---|---|---|---| |
| | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-onnx-float.zip) |
| | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-onnx-w8a16.zip) |
| | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-onnx-w8a8.zip) |
| | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-qnn_dlc-float.zip) |
| | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.59.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a16.zip) |
| | 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) |
| | 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) |
| | 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) |
| |
| For more device-specific assets and performance metrics, visit **[DeepLabV3-Plus-MobileNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deeplabv3_plus_mobilenet)**. |
| |
| |
| ### Option 2: Export with Custom Configurations |
| |
| Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/deeplabv3_plus_mobilenet) Python library to compile and export the model with your own: |
| - Custom weights (e.g., fine-tuned checkpoints) |
| - Custom input shapes |
| - Target device and runtime configurations |
| |
| This option is ideal if you need to customize the model beyond the default configuration provided here. |
| |
| See our repository for [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. |
| |
| ## Model Details |
| |
| **Model Type:** Model_use_case.semantic_segmentation |
|
|
| **Model Stats:** |
| - Model checkpoint: VOC2012 |
| - Input resolution: 513x513 |
| - Number of output classes: 21 |
| - Number of parameters: 5.80M |
| - Model size (float): 22.2 MB |
| - Model size (w8a16): 6.67 MB |
|
|
| ## Performance Summary |
| | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
| |---|---|---|---|---|---|--- |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X2 Elite | 5.211 ms | 3 - 3 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X Elite | 10.876 ms | 11 - 11 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.981 ms | 4 - 204 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 18.03 ms | 4 - 209 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.285 ms | 0 - 13 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8450 | 18.03 ms | 4 - 209 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 16.619 ms | 3 - 6 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.876 ms | 11 - 11 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 5.986 ms | 1 - 170 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Mobile | 5.986 ms | 1 - 170 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.352 ms | 1 - 174 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X2 Elite | 3.448 ms | 2 - 2 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X Elite | 7.343 ms | 5 - 5 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 5.109 ms | 2 - 215 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 9.575 ms | 0 - 215 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 35.798 ms | 2 - 4 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.995 ms | 0 - 8 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8450 | 9.575 ms | 0 - 215 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.166 ms | 2 - 4 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 7.343 ms | 5 - 5 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.875 ms | 0 - 188 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.875 ms | 0 - 188 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.782 ms | 0 - 187 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X2 Elite | 1.587 ms | 2 - 2 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X Elite | 3.654 ms | 6 - 6 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.403 ms | 0 - 201 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 4.818 ms | 1 - 205 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16.427 ms | 1 - 4 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.465 ms | 0 - 9 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8450 | 4.818 ms | 1 - 205 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3.847 ms | 1 - 4 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.654 ms | 6 - 6 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.906 ms | 0 - 180 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.906 ms | 0 - 180 MB | NPU |
| | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.413 ms | 0 - 182 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X2 Elite | 5.55 ms | 3 - 3 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X Elite | 12.316 ms | 3 - 3 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.078 ms | 0 - 208 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 19.799 ms | 3 - 208 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 58.593 ms | 1 - 166 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.575 ms | 3 - 5 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8775P | 17.495 ms | 1 - 167 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8650P | 17.495 ms | 1 - 167 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8255P | 17.495 ms | 1 - 167 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8450 | 19.799 ms | 3 - 208 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 17.872 ms | 3 - 8 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.316 ms | 3 - 3 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 6.276 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA7255P | 58.593 ms | 1 - 166 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8295P | 19.577 ms | 0 - 169 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.276 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.385 ms | 3 - 183 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 4.247 ms | 2 - 2 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.199 ms | 2 - 2 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.122 ms | 0 - 213 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.117 ms | 2 - 215 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 39.642 ms | 3 - 6 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 21.986 ms | 2 - 182 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.396 ms | 2 - 3 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.911 ms | 2 - 182 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.911 ms | 2 - 182 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.911 ms | 2 - 182 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.117 ms | 2 - 215 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.637 ms | 2 - 5 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.199 ms | 2 - 2 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 110.006 ms | 2 - 232 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 12.054 ms | 2 - 180 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 4.346 ms | 2 - 182 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 21.986 ms | 2 - 182 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 13.756 ms | 2 - 197 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 4.346 ms | 2 - 182 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.134 ms | 2 - 196 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.054 ms | 2 - 180 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.093 ms | 1 - 1 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.618 ms | 1 - 1 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.917 ms | 1 - 194 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.659 ms | 1 - 197 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 17.861 ms | 3 - 5 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 10.82 ms | 1 - 169 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.163 ms | 1 - 3 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.71 ms | 1 - 171 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.71 ms | 1 - 171 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.71 ms | 1 - 171 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.659 ms | 1 - 197 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.46 ms | 0 - 3 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.618 ms | 1 - 1 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 50.731 ms | 1 - 201 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.284 ms | 1 - 176 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.187 ms | 1 - 173 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.82 ms | 1 - 169 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 6.415 ms | 1 - 168 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.187 ms | 1 - 173 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.639 ms | 1 - 178 MB | NPU |
| | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.284 ms | 1 - 176 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.08 ms | 0 - 213 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 19.844 ms | 0 - 212 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 58.675 ms | 0 - 168 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.523 ms | 0 - 2 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8775P | 17.546 ms | 0 - 173 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8650P | 17.546 ms | 0 - 173 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8255P | 17.546 ms | 0 - 173 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8450 | 19.844 ms | 0 - 212 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.352 ms | 0 - 18 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 6.28 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA7255P | 58.675 ms | 0 - 168 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8295P | 19.614 ms | 0 - 169 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.28 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.393 ms | 0 - 183 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.944 ms | 0 - 202 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.789 ms | 0 - 203 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.845 ms | 0 - 11 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 10.834 ms | 0 - 174 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.329 ms | 0 - 2 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8775P | 4.619 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8650P | 4.619 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8255P | 4.619 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 5.789 ms | 0 - 203 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.371 ms | 0 - 9 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 52.286 ms | 0 - 196 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.32 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.08 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA7255P | 10.834 ms | 0 - 174 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8295P | 6.228 ms | 0 - 172 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.08 ms | 0 - 177 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.609 ms | 0 - 184 MB | NPU |
| | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.32 ms | 0 - 177 MB | NPU |
| |
| ## License |
| * The license for the original implementation of DeepLabV3-Plus-MobileNet can be found |
| [here](https://github.com/jfzhang95/pytorch-deeplab-xception/blob/master/LICENSE). |
| |
| ## References |
| * [Rethinking Atrous Convolution for Semantic Image Segmentation](https://arxiv.org/abs/1706.05587) |
| * [Source Model Implementation](https://github.com/jfzhang95/pytorch-deeplab-xception) |
| |
| ## Community |
| * Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI. |
| * For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com). |
| |