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metadata 
library_name: pytorch
license: other
tags:
  - bu_auto
  - android
pipeline_tag: image-segmentation

DeepLabXception: Optimized for Qualcomm Devices

DeepLabXception is a semantic segmentation model supporting multiple backbones like ResNet-101 and Xception, with flexible dataset compatibility including COCO, VOC, and Cityscapes.

This is based on the implementation of DeepLabXception 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 2.42, ONNX Runtime 1.24.3 Download
ONNX w8a8 Universal QAIRT 2.42, ONNX Runtime 1.24.3 Download
QNN_DLC float 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 DeepLabXception 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 DeepLabXception on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

  • Model checkpoint: COCO_WITH_VOC_LABELS_V1
  • Input resolution: 480x520
  • Number of output classes: 21
  • Number of parameters: 41.26M
  • Model size (float): 158 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
DeepLabXception ONNX float Snapdragon® 8 Elite Gen 5 Mobile 8.903 ms 3 - 255 MB NPU
DeepLabXception ONNX float Snapdragon® 8 Elite Mobile 13.513 ms 1 - 253 MB NPU
DeepLabXception ONNX float Snapdragon® X2 Elite 10.393 ms 86 - 86 MB NPU
DeepLabXception ONNX float Snapdragon® X Elite 22.933 ms 85 - 85 MB NPU
DeepLabXception ONNX float Snapdragon® X Elite 22.933 ms 85 - 85 MB NPU
DeepLabXception ONNX float Snapdragon® 8 Gen 3 Mobile 17.152 ms 0 - 366 MB NPU
DeepLabXception ONNX float Qualcomm® QCS8550 (Proxy) 22.673 ms 3 - 6 MB NPU
DeepLabXception ONNX float Snapdragon® 8 Elite For Galaxy Mobile 13.513 ms 1 - 253 MB NPU
DeepLabXception ONNX float Qualcomm® QCS9075 33.606 ms 3 - 8 MB NPU
DeepLabXception ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.056 ms 0 - 293 MB NPU
DeepLabXception ONNX w8a8 Snapdragon® 8 Elite Mobile 4.23 ms 0 - 288 MB NPU
DeepLabXception ONNX w8a8 Snapdragon® X2 Elite 3.356 ms 44 - 44 MB NPU
DeepLabXception ONNX w8a8 Snapdragon® X Elite 8.017 ms 44 - 44 MB NPU
DeepLabXception ONNX w8a8 Snapdragon® X Elite 8.017 ms 44 - 44 MB NPU
DeepLabXception ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 5.274 ms 0 - 389 MB NPU
DeepLabXception ONNX w8a8 Qualcomm® QCS6490 309.047 ms 93 - 117 MB CPU
DeepLabXception ONNX w8a8 Qualcomm® QCS8550 (Proxy) 7.442 ms 0 - 100 MB NPU
DeepLabXception ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 229.65 ms 87 - 101 MB CPU
DeepLabXception ONNX w8a8 Qualcomm® QCM6690 243.888 ms 90 - 103 MB CPU
DeepLabXception ONNX w8a8 Qualcomm® QCS9075 7.6 ms 0 - 4 MB NPU
DeepLabXception ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 4.23 ms 0 - 288 MB NPU
DeepLabXception ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 229.65 ms 87 - 101 MB CPU
DeepLabXception QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 9.544 ms 3 - 257 MB NPU
DeepLabXception QNN_DLC float Snapdragon® 8 Elite Mobile 12.192 ms 2 - 250 MB NPU
DeepLabXception QNN_DLC float Snapdragon® X2 Elite 11.611 ms 3 - 3 MB NPU
DeepLabXception QNN_DLC float Snapdragon® X Elite 22.836 ms 3 - 3 MB NPU
DeepLabXception QNN_DLC float Snapdragon® X Elite 22.836 ms 3 - 3 MB NPU
DeepLabXception QNN_DLC float Snapdragon® 8 Gen 3 Mobile 16.111 ms 3 - 361 MB NPU
DeepLabXception QNN_DLC float Qualcomm® QCS8550 (Proxy) 21.927 ms 3 - 370 MB NPU
DeepLabXception QNN_DLC float Qualcomm® SA8775P 30.63 ms 2 - 245 MB NPU
DeepLabXception QNN_DLC float Qualcomm® SA8775P 30.63 ms 2 - 245 MB NPU
DeepLabXception QNN_DLC float Qualcomm® SA8775P 30.63 ms 2 - 245 MB NPU
DeepLabXception QNN_DLC float Qualcomm® SA7255P 112.991 ms 2 - 245 MB NPU
DeepLabXception QNN_DLC float Qualcomm® QCS8450 (Proxy) 45.726 ms 0 - 351 MB NPU
DeepLabXception QNN_DLC float Qualcomm® SA8295P 39.113 ms 0 - 239 MB NPU
DeepLabXception QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 12.192 ms 2 - 250 MB NPU
DeepLabXception QNN_DLC float Qualcomm® QCS9075 35.951 ms 3 - 8 MB NPU
DeepLabXception QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.252 ms 1 - 280 MB NPU
DeepLabXception QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 4.39 ms 1 - 289 MB NPU
DeepLabXception QNN_DLC w8a8 Snapdragon® X2 Elite 3.842 ms 1 - 1 MB NPU
DeepLabXception QNN_DLC w8a8 Snapdragon® X Elite 8.551 ms 1 - 1 MB NPU
DeepLabXception QNN_DLC w8a8 Snapdragon® X Elite 8.551 ms 1 - 1 MB NPU
DeepLabXception QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 5.586 ms 1 - 371 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® QCS6490 33.767 ms 1 - 3 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 7.862 ms 1 - 3 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® SA8775P 8.045 ms 1 - 285 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® SA8775P 8.045 ms 1 - 285 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® SA8775P 8.045 ms 1 - 285 MB NPU
DeepLabXception QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 12.446 ms 1 - 278 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® QCM6690 100.654 ms 1 - 304 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® QCS9075 8.619 ms 1 - 3 MB NPU
DeepLabXception QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 4.39 ms 1 - 289 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 13.685 ms 1 - 366 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® SA7255P 20.345 ms 1 - 283 MB NPU
DeepLabXception QNN_DLC w8a8 Qualcomm® SA8295P 12.697 ms 0 - 279 MB NPU
DeepLabXception QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 12.446 ms 1 - 278 MB NPU
DeepLabXception TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 9.193 ms 0 - 356 MB NPU
DeepLabXception TFLITE float Snapdragon® 8 Elite Mobile 12.379 ms 0 - 355 MB NPU
DeepLabXception TFLITE float Snapdragon® 8 Gen 3 Mobile 16.177 ms 0 - 455 MB NPU
DeepLabXception TFLITE float Qualcomm® QCS8550 (Proxy) 21.918 ms 0 - 3 MB NPU
DeepLabXception TFLITE float Qualcomm® SA8775P 30.651 ms 0 - 343 MB NPU
DeepLabXception TFLITE float Qualcomm® SA8775P 30.651 ms 0 - 343 MB NPU
DeepLabXception TFLITE float Qualcomm® SA8775P 30.651 ms 0 - 343 MB NPU
DeepLabXception TFLITE float Qualcomm® SA7255P 113.155 ms 0 - 344 MB NPU
DeepLabXception TFLITE float Qualcomm® QCS8450 (Proxy) 46.117 ms 0 - 452 MB NPU
DeepLabXception TFLITE float Qualcomm® SA8295P 38.739 ms 0 - 336 MB NPU
DeepLabXception TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 12.379 ms 0 - 355 MB NPU
DeepLabXception TFLITE float Qualcomm® QCS9075 35.101 ms 0 - 93 MB NPU
DeepLabXception TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 2.88 ms 0 - 283 MB NPU
DeepLabXception TFLITE w8a8 Snapdragon® 8 Elite Mobile 3.939 ms 0 - 270 MB NPU
DeepLabXception TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 4.96 ms 0 - 367 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® QCS6490 31.95 ms 0 - 58 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 6.976 ms 0 - 4 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® SA8775P 7.281 ms 0 - 285 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® SA8775P 7.281 ms 0 - 285 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® SA8775P 7.281 ms 0 - 285 MB NPU
DeepLabXception TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 11.223 ms 0 - 265 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® QCM6690 123.747 ms 0 - 292 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® QCS9075 7.486 ms 0 - 47 MB NPU
DeepLabXception TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 3.939 ms 0 - 270 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 12.283 ms 0 - 353 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® SA7255P 19.018 ms 0 - 283 MB NPU
DeepLabXception TFLITE w8a8 Qualcomm® SA8295P 11.647 ms 0 - 275 MB NPU
DeepLabXception TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 11.223 ms 0 - 265 MB NPU

License

  • The license for the original implementation of DeepLabXception can be found here.

References

Community