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SESR-M5

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SESR-M5: Optimized for Qualcomm Devices

SESR M5 performs efficient on-device upscaling of images.

This is based on the implementation of SESR-M5 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 w8a8 Universal QAIRT 2.45, ONNX Runtime 1.27.1 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 SESR-M5 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 SESR-M5 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.super_resolution

Model Stats:

  • Model checkpoint: sesr_m5_3x_checkpoint
  • Input resolution: 128x128
  • Number of parameters: 343K
  • Model size (float): 1.32 MB
  • Model size (w8a8): 395 KB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
SESR-M5 ONNX float Snapdragon® X2 Elite 1.136 ms 8 - 8 MB NPU
SESR-M5 ONNX float Snapdragon® X Elite 2.011 ms 8 - 8 MB NPU
SESR-M5 ONNX float Snapdragon® 8 Gen 3 Mobile 1.379 ms 0 - 35 MB NPU
SESR-M5 ONNX float Snapdragon® 8 Gen 1 Mobile 3.008 ms 0 - 39 MB NPU
SESR-M5 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.965 ms 0 - 2 MB NPU
SESR-M5 ONNX float Qualcomm® QCS8450 3.008 ms 0 - 39 MB NPU
SESR-M5 ONNX float Qualcomm® Dragonwing™ IQ-9075 3.308 ms 8 - 10 MB NPU
SESR-M5 ONNX float Qualcomm® Dragonwing™ IQ-X7181 2.011 ms 8 - 8 MB NPU
SESR-M5 ONNX float Qualcomm® Dragonwing™ Q-8750 1.164 ms 0 - 23 MB NPU
SESR-M5 ONNX float Snapdragon® 8 Elite Mobile 1.164 ms 0 - 23 MB NPU
SESR-M5 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.981 ms 0 - 22 MB NPU
SESR-M5 ONNX w8a8 Snapdragon® X2 Elite 0.393 ms 3 - 3 MB NPU
SESR-M5 ONNX w8a8 Snapdragon® X Elite 0.789 ms 3 - 3 MB NPU
SESR-M5 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.528 ms 0 - 35 MB NPU
SESR-M5 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.021 ms 1 - 39 MB NPU
SESR-M5 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 3.674 ms 2 - 4 MB NPU
SESR-M5 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.775 ms 0 - 4 MB NPU
SESR-M5 ONNX w8a8 Qualcomm® QCS8450 1.021 ms 1 - 39 MB NPU
SESR-M5 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.935 ms 0 - 3 MB NPU
SESR-M5 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.789 ms 3 - 3 MB NPU
SESR-M5 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.423 ms 0 - 29 MB NPU
SESR-M5 ONNX w8a8 Snapdragon® 8 Elite Mobile 0.423 ms 0 - 29 MB NPU
SESR-M5 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.378 ms 0 - 23 MB NPU
SESR-M5 QNN_DLC float Snapdragon® X2 Elite 1.173 ms 0 - 0 MB NPU
SESR-M5 QNN_DLC float Snapdragon® X Elite 2.033 ms 0 - 0 MB NPU
SESR-M5 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 1.271 ms 0 - 35 MB NPU
SESR-M5 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.821 ms 0 - 41 MB NPU
SESR-M5 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.872 ms 0 - 2 MB NPU
SESR-M5 QNN_DLC float Qualcomm® SA8775P 3.058 ms 0 - 25 MB NPU
SESR-M5 QNN_DLC float Qualcomm® SA8650P 3.058 ms 0 - 25 MB NPU
SESR-M5 QNN_DLC float Qualcomm® SA8255P 3.058 ms 0 - 25 MB NPU
SESR-M5 QNN_DLC float Qualcomm® QCS8450 2.821 ms 0 - 41 MB NPU
SESR-M5 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 2.874 ms 0 - 5 MB NPU
SESR-M5 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 2.033 ms 0 - 0 MB NPU
SESR-M5 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.036 ms 0 - 29 MB NPU
SESR-M5 QNN_DLC float Qualcomm® SA8295P 3.488 ms 0 - 21 MB NPU
SESR-M5 QNN_DLC float Snapdragon® 8 Elite Mobile 1.036 ms 0 - 29 MB NPU
SESR-M5 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.902 ms 0 - 26 MB NPU
SESR-M5 QNN_DLC w8a8 Snapdragon® X2 Elite 0.443 ms 0 - 0 MB NPU
SESR-M5 QNN_DLC w8a8 Snapdragon® X Elite 0.731 ms 0 - 0 MB NPU
SESR-M5 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.437 ms 0 - 31 MB NPU
SESR-M5 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.854 ms 0 - 34 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 3.088 ms 0 - 2 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 1.963 ms 0 - 23 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.608 ms 0 - 2 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® SA8775P 0.83 ms 0 - 25 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® SA8650P 0.83 ms 0 - 25 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® SA8255P 0.83 ms 0 - 25 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® QCS8450 0.854 ms 0 - 34 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.733 ms 0 - 2 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.731 ms 0 - 0 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 6.812 ms 0 - 134 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.786 ms 0 - 22 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.384 ms 0 - 24 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® SA7255P 1.963 ms 0 - 23 MB NPU
SESR-M5 QNN_DLC w8a8 Qualcomm® SA8295P 1.331 ms 0 - 22 MB NPU
SESR-M5 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.384 ms 0 - 24 MB NPU
SESR-M5 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.309 ms 0 - 25 MB NPU
SESR-M5 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.786 ms 0 - 22 MB NPU
SESR-M5 TFLITE float Snapdragon® 8 Gen 3 Mobile 1.275 ms 0 - 35 MB NPU
SESR-M5 TFLITE float Snapdragon® 8 Gen 1 Mobile 2.795 ms 0 - 41 MB NPU
SESR-M5 TFLITE float Qualcomm® Dragonwing™ QCS8275 10.576 ms 3 - 27 MB NPU
SESR-M5 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.885 ms 0 - 4 MB NPU
SESR-M5 TFLITE float Qualcomm® SA8775P 3.06 ms 0 - 26 MB NPU
SESR-M5 TFLITE float Qualcomm® SA8650P 3.06 ms 0 - 26 MB NPU
SESR-M5 TFLITE float Qualcomm® SA8255P 3.06 ms 0 - 26 MB NPU
SESR-M5 TFLITE float Qualcomm® QCS8450 2.795 ms 0 - 41 MB NPU
SESR-M5 TFLITE float Qualcomm® Dragonwing™ IQ-9075 3.238 ms 0 - 6 MB NPU
SESR-M5 TFLITE float Qualcomm® Dragonwing™ Q-8750 1.047 ms 0 - 30 MB NPU
SESR-M5 TFLITE float Qualcomm® SA7255P 10.576 ms 3 - 27 MB NPU
SESR-M5 TFLITE float Qualcomm® SA8295P 3.485 ms 0 - 22 MB NPU
SESR-M5 TFLITE float Snapdragon® 8 Elite Mobile 1.047 ms 0 - 30 MB NPU
SESR-M5 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.902 ms 0 - 26 MB NPU
SESR-M5 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.458 ms 0 - 31 MB NPU
SESR-M5 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.861 ms 0 - 38 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 2.986 ms 0 - 3 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 2.029 ms 0 - 23 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.617 ms 0 - 38 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® SA8775P 0.853 ms 0 - 26 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® SA8650P 0.853 ms 0 - 26 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® SA8255P 0.853 ms 0 - 26 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® QCS8450 0.861 ms 0 - 38 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.755 ms 0 - 3 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 6.833 ms 3 - 137 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.79 ms 0 - 22 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.381 ms 0 - 22 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® SA7255P 2.029 ms 0 - 23 MB NPU
SESR-M5 TFLITE w8a8 Qualcomm® SA8295P 1.316 ms 0 - 22 MB NPU
SESR-M5 TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.381 ms 0 - 22 MB NPU
SESR-M5 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.312 ms 0 - 24 MB NPU
SESR-M5 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.79 ms 0 - 22 MB NPU

License

  • The license for the original implementation of SESR-M5 can be found here.

References

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Paper for qualcomm/SESR-M5