Rethinking Atrous Convolution for Semantic Image Segmentation
Paper • 1706.05587 • Published
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. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.
Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up 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 |
| ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | Download |
| QNN_DLC | float | Universal | QAIRT 2.45 | Download |
| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | Download |
| QNN_DLC | w8a8 | Universal | QAIRT 2.45 | Download |
| TFLITE | float | Universal | QAIRT 2.45 | Download |
| TFLITE | w8a8 | Universal | QAIRT 2.45 | Download |
For more device-specific assets and performance metrics, visit DeepLabV3-Plus-MobileNet on Qualcomm® AI Hub.
Option 2: Export with Custom Configurations
Use the Qualcomm® AI Hub Models 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 for usage instructions.
Model Details
Model Type: Model_use_case.semantic_segmentation
Model Stats:
- Input resolution: 513x513
- Model checkpoint: VOC2012
- Model size (float): 22.2 MB
- Model size (w8a16): 6.67 MB
- Number of output classes: 21
- Number of parameters: 5.80M
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X2 Elite | 5.197 ms | 3 - 3 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X Elite | 10.83 ms | 10 - 10 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.988 ms | 4 - 203 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 17.996 ms | 4 - 209 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 17.373 ms | 3 - 7 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.281 ms | 0 - 13 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8450 | 17.996 ms | 4 - 209 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 17.295 ms | 3 - 6 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.83 ms | 10 - 10 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 5.983 ms | 1 - 168 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Mobile | 5.983 ms | 1 - 168 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.344 ms | 1 - 173 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X2 Elite | 3.45 ms | 2 - 2 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X Elite | 7.385 ms | 5 - 5 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 5.112 ms | 2 - 214 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 9.4 ms | 2 - 216 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 35.951 ms | 2 - 4 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 7.388 ms | 2 - 5 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.991 ms | 0 - 8 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8450 | 9.4 ms | 2 - 216 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.206 ms | 2 - 4 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 7.385 ms | 5 - 5 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 108.899 ms | 2 - 234 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 12.69 ms | 2 - 187 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.862 ms | 0 - 184 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.862 ms | 0 - 184 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.779 ms | 0 - 190 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.69 ms | 2 - 187 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X2 Elite | 1.586 ms | 2 - 2 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X Elite | 3.652 ms | 6 - 6 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.408 ms | 0 - 201 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.014 ms | 1 - 203 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16.378 ms | 1 - 4 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.58 ms | 0 - 4 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.465 ms | 0 - 8 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8450 | 5.014 ms | 1 - 203 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.423 ms | 1 - 4 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.652 ms | 6 - 6 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 47.308 ms | 1 - 203 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 5.62 ms | 1 - 183 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.904 ms | 0 - 179 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.904 ms | 0 - 179 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.409 ms | 0 - 182 MB | NPU |
| DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.62 ms | 1 - 183 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X2 Elite | 7.687 ms | 3 - 3 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X Elite | 12.473 ms | 3 - 3 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.086 ms | 0 - 206 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 19.897 ms | 3 - 208 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 18.791 ms | 3 - 9 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 58.602 ms | 2 - 167 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.557 ms | 3 - 5 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8775P | 17.521 ms | 1 - 169 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8650P | 17.521 ms | 1 - 169 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8255P | 17.521 ms | 1 - 169 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8450 | 19.897 ms | 3 - 208 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 18.053 ms | 3 - 8 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.473 ms | 3 - 3 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 6.285 ms | 3 - 180 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA7255P | 58.602 ms | 2 - 167 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8295P | 19.563 ms | 0 - 169 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.285 ms | 3 - 180 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.386 ms | 3 - 183 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 4.3 ms | 2 - 2 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.228 ms | 2 - 2 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.129 ms | 2 - 214 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.131 ms | 2 - 215 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 39.885 ms | 1 - 4 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 8.806 ms | 2 - 6 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 21.993 ms | 2 - 182 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.394 ms | 2 - 4 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.929 ms | 2 - 183 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.929 ms | 2 - 183 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.929 ms | 2 - 183 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.131 ms | 2 - 215 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 9.484 ms | 3 - 7 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.228 ms | 2 - 2 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 94.316 ms | 4 - 235 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 11.643 ms | 0 - 179 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 4.353 ms | 1 - 180 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 21.993 ms | 2 - 182 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 13.732 ms | 2 - 197 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 4.353 ms | 1 - 180 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.136 ms | 1 - 198 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 11.643 ms | 0 - 179 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.108 ms | 1 - 1 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.629 ms | 1 - 1 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.912 ms | 0 - 195 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.653 ms | 1 - 196 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.052 ms | 3 - 5 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.222 ms | 0 - 3 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.8 ms | 1 - 169 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.171 ms | 1 - 3 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.694 ms | 1 - 171 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.694 ms | 1 - 171 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.694 ms | 1 - 171 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.653 ms | 1 - 196 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.47 ms | 1 - 3 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.629 ms | 1 - 1 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 49.203 ms | 1 - 201 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.278 ms | 1 - 177 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.188 ms | 1 - 172 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.8 ms | 1 - 169 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 6.398 ms | 1 - 168 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.188 ms | 1 - 172 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.635 ms | 1 - 178 MB | NPU |
| DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.278 ms | 1 - 177 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.092 ms | 0 - 212 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 19.843 ms | 0 - 212 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 18.577 ms | 0 - 19 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 58.651 ms | 0 - 168 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.524 ms | 0 - 2 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8775P | 17.553 ms | 0 - 171 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8650P | 17.553 ms | 0 - 171 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8255P | 17.553 ms | 0 - 171 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8450 | 19.843 ms | 0 - 212 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.362 ms | 0 - 18 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 6.298 ms | 0 - 177 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA7255P | 58.651 ms | 0 - 168 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8295P | 19.636 ms | 0 - 169 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.298 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 | 5.771 ms | 0 - 201 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.839 ms | 0 - 11 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.405 ms | 0 - 10 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.825 ms | 0 - 174 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.323 ms | 0 - 3 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8775P | 4.621 ms | 0 - 177 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8650P | 4.621 ms | 0 - 177 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8255P | 4.621 ms | 0 - 177 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 5.771 ms | 0 - 201 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.395 ms | 0 - 10 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 50.346 ms | 0 - 195 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.418 ms | 0 - 177 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.082 ms | 0 - 175 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA7255P | 10.825 ms | 0 - 174 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8295P | 6.229 ms | 0 - 172 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.082 ms | 0 - 175 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.612 ms | 0 - 184 MB | NPU |
| DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.418 ms | 0 - 177 MB | NPU |
License
- The license for the original implementation of DeepLabV3-Plus-MobileNet can be found here.
References
Community
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