Hugging Face's logo

qualcomm
/
QuickSRNetSmall

Image-to-Image
PyTorch
android
Model card Files
xet
 Community
QuickSRNetSmall / README.md
qaihm-bot's picture
qaihm-bot
v0.58.0
c3dc8f5 verified
preview code
|
Raw
History Blame Contribute Delete
13.4 kB
metadata 
library_name: pytorch
license: other
tags:
  - android
pipeline_tag: image-to-image

QuickSRNetSmall: Optimized for Qualcomm Devices

QuickSRNet Small is designed for upscaling images on mobile platforms to sharpen in real-time.

This is based on the implementation of QuickSRNetSmall 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 1.25.0 Download
ONNX w8a8 Universal QAIRT 2.45, ONNX Runtime 1.25.0 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 QuickSRNetSmall 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 QuickSRNetSmall on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.super_resolution

Model Stats:

  • Model checkpoint: quicksrnet_small_3x_checkpoint
  • Input resolution: 128x128
  • Number of parameters: 33.3K
  • Model size (float): 133 KB
  • Model size (w8a8): 41.7 KB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
QuickSRNetSmall ONNX float Snapdragon® X2 Elite 0.408 ms 8 - 8 MB NPU
QuickSRNetSmall ONNX float Snapdragon® X Elite 0.849 ms 8 - 8 MB NPU
QuickSRNetSmall ONNX float Snapdragon® 8 Gen 3 Mobile 0.544 ms 0 - 28 MB NPU
QuickSRNetSmall ONNX float Snapdragon® 8 Gen 1 Mobile 1.201 ms 0 - 34 MB NPU
QuickSRNetSmall ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.838 ms 0 - 7 MB NPU
QuickSRNetSmall ONNX float Qualcomm® QCS8450 1.201 ms 0 - 34 MB NPU
QuickSRNetSmall ONNX float Qualcomm® Dragonwing™ IQ-9075 1.107 ms 8 - 11 MB NPU
QuickSRNetSmall ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.398 ms 0 - 19 MB NPU
QuickSRNetSmall ONNX float Snapdragon® 8 Elite Mobile 0.434 ms 0 - 17 MB NPU
QuickSRNetSmall ONNX float Qualcomm® Dragonwing™ Q-8750 0.434 ms 0 - 17 MB NPU
QuickSRNetSmall ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.849 ms 8 - 8 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® X2 Elite 0.19 ms 3 - 3 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® X Elite 0.493 ms 3 - 3 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.332 ms 0 - 28 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.572 ms 0 - 29 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 2.113 ms 0 - 3 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.496 ms 0 - 4 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® QCS8450 0.572 ms 0 - 29 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 8 Elite Mobile 0.236 ms 0 - 19 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.51 ms 0 - 18 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.211 ms 0 - 20 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.665 ms 0 - 3 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 1.795 ms 0 - 132 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.51 ms 0 - 18 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.236 ms 0 - 19 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.493 ms 3 - 3 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® X2 Elite 0.461 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® X Elite 0.832 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.444 ms 0 - 28 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.044 ms 0 - 34 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® QCS8275 1.924 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.736 ms 0 - 1 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA8775P 1.062 ms 0 - 22 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA8650P 1.062 ms 0 - 22 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA8255P 1.062 ms 0 - 22 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® QCS8450 1.044 ms 0 - 34 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 0.956 ms 2 - 7 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.328 ms 0 - 22 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA7255P 1.924 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® 8 Elite Mobile 0.349 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA8295P 1.4 ms 0 - 17 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.349 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.832 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® X2 Elite 0.239 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® X Elite 0.46 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.222 ms 0 - 28 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.425 ms 0 - 32 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.3 ms 0 - 2 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® QCS8275 0.837 ms 0 - 19 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.349 ms 0 - 2 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA8775P 0.537 ms 0 - 21 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA8650P 0.537 ms 0 - 21 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA8255P 0.537 ms 0 - 21 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® QCS8450 0.425 ms 0 - 32 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.208 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.362 ms 0 - 18 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.163 ms 0 - 21 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.474 ms 2 - 4 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 1.261 ms 0 - 16 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA7255P 0.837 ms 0 - 19 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA8295P 0.711 ms 0 - 17 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.362 ms 0 - 18 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.208 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.46 ms 0 - 0 MB NPU
QuickSRNetSmall TFLITE float Snapdragon® 8 Gen 3 Mobile 0.611 ms 0 - 28 MB NPU
QuickSRNetSmall TFLITE float Snapdragon® 8 Gen 1 Mobile 1.316 ms 0 - 29 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® QCS8275 2.376 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.004 ms 0 - 2 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA8775P 1.412 ms 0 - 22 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA8650P 1.412 ms 0 - 22 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA8255P 1.412 ms 0 - 22 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® QCS8450 1.316 ms 0 - 29 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.272 ms 3 - 8 MB NPU
QuickSRNetSmall TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.395 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA7255P 2.376 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE float Snapdragon® 8 Elite Mobile 0.445 ms 0 - 20 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA8295P 1.655 ms 0 - 17 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® Dragonwing™ Q-8750 0.445 ms 0 - 20 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.275 ms 0 - 28 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.468 ms 0 - 33 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.19 ms 0 - 2 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® QCS8275 0.909 ms 0 - 19 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.412 ms 0 - 4 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA8775P 0.611 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA8650P 0.611 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA8255P 0.611 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® QCS8450 0.468 ms 0 - 33 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.216 ms 0 - 24 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.436 ms 0 - 18 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.179 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.543 ms 0 - 3 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1.504 ms 0 - 17 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA7255P 0.909 ms 0 - 19 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA8295P 0.802 ms 0 - 17 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.436 ms 0 - 18 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.216 ms 0 - 24 MB NPU

License

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

References

Community