Hugging Face's logo

qualcomm
/
Segformer-Base

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
 Community

Segformer-Base: Optimized for Qualcomm Devices

Segformer Base is a machine learning model that predicts masks and classes of objects in an image.

This is based on the implementation of Segformer-Base 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 2.50, ONNX Runtime 1.30.0 Download
ONNX w8a16 Universal QAIRT 2.50, ONNX Runtime 1.30.0 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.30.0 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a16 Universal QAIRT 2.50 Download
QNN_DLC w8a8 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download
TFLITE w8a8 Universal QAIRT 2.50 Download

For more device-specific assets and performance metrics, visit Segformer-Base 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 Segformer-Base on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

  • Input resolution: 512x512
  • Model checkpoint: nvidia/segformer-b0-finetuned-ade-512-512
  • Model size (float): 14.4 MB
  • Model size (w8a16): 4.57 MB
  • Model size (w8a8): 3.90 MB
  • Number of output classes: 150
  • Number of parameters: 3.75M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Segformer-Base ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 13.07 ms 21 - 567 MB NPU
Segformer-Base ONNX float Snapdragon® 8 Elite For Galaxy Mobile 14.769 ms 21 - 562 MB NPU
Segformer-Base ONNX float Snapdragon® X2 Elite 13.576 ms 35 - 35 MB NPU
Segformer-Base ONNX float Snapdragon® X Elite 26.023 ms 35 - 35 MB NPU
Segformer-Base ONNX float Snapdragon® 8 Gen 3 Mobile 17.846 ms 23 - 631 MB NPU
Segformer-Base ONNX float Snapdragon® 8 Gen 1 Mobile 27.312 ms 13 - 619 MB NPU
Segformer-Base ONNX float Qualcomm® Dragonwing™ IQ-8275 27.293 ms 22 - 26 MB NPU
Segformer-Base ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 25.19 ms 19 - 28 MB NPU
Segformer-Base ONNX float Qualcomm® QCS8450 27.312 ms 13 - 619 MB NPU
Segformer-Base ONNX float Qualcomm® Dragonwing™ IQ-9075 30.133 ms 23 - 27 MB NPU
Segformer-Base ONNX float Qualcomm® Dragonwing™ IQ-X7181 26.023 ms 35 - 35 MB NPU
Segformer-Base ONNX float Qualcomm® Dragonwing™ Q-8750 14.769 ms 21 - 562 MB NPU
Segformer-Base ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 7.357 ms 12 - 211 MB NPU
Segformer-Base ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 8.656 ms 13 - 203 MB NPU
Segformer-Base ONNX w8a16 Snapdragon® X2 Elite 6.68 ms 18 - 18 MB NPU
Segformer-Base ONNX w8a16 Snapdragon® X Elite 15.863 ms 17 - 17 MB NPU
Segformer-Base ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 11.163 ms 12 - 239 MB NPU
Segformer-Base ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 18.956 ms 12 - 237 MB NPU
Segformer-Base ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 60.557 ms 14 - 17 MB NPU
Segformer-Base ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 14.901 ms 11 - 15 MB NPU
Segformer-Base ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 15.883 ms 9 - 15 MB NPU
Segformer-Base ONNX w8a16 Qualcomm® QCS8450 18.956 ms 12 - 237 MB NPU
Segformer-Base ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 16.461 ms 14 - 18 MB NPU
Segformer-Base ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 15.863 ms 17 - 17 MB NPU
Segformer-Base ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 169.358 ms 3 - 230 MB NPU
Segformer-Base ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 24.442 ms 12 - 221 MB NPU
Segformer-Base ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 8.656 ms 13 - 203 MB NPU
Segformer-Base ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 24.442 ms 12 - 221 MB NPU
Segformer-Base ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.972 ms 0 - 191 MB NPU
Segformer-Base ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 2.433 ms 0 - 182 MB NPU
Segformer-Base ONNX w8a8 Snapdragon® X2 Elite 2.098 ms 9 - 9 MB NPU
Segformer-Base ONNX w8a8 Snapdragon® X Elite 5.066 ms 5 - 5 MB NPU
Segformer-Base ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 3.296 ms 0 - 209 MB NPU
Segformer-Base ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 5.843 ms 6 - 218 MB NPU
Segformer-Base ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 17.078 ms 9 - 12 MB NPU
Segformer-Base ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 4.717 ms 5 - 10 MB NPU
Segformer-Base ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.827 ms 5 - 12 MB NPU
Segformer-Base ONNX w8a8 Qualcomm® QCS8450 5.843 ms 6 - 218 MB NPU
Segformer-Base ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 5.256 ms 7 - 10 MB NPU
Segformer-Base ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 5.066 ms 5 - 5 MB NPU
Segformer-Base ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 32.247 ms 0 - 197 MB NPU
Segformer-Base ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 5.92 ms 8 - 201 MB NPU
Segformer-Base ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 2.433 ms 0 - 182 MB NPU
Segformer-Base ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 5.92 ms 8 - 201 MB NPU
Segformer-Base QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 11.626 ms 3 - 187 MB NPU
Segformer-Base QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 13.051 ms 0 - 176 MB NPU
Segformer-Base QNN_DLC float Snapdragon® X2 Elite 12.22 ms 3 - 3 MB NPU
Segformer-Base QNN_DLC float Snapdragon® X Elite 23.652 ms 3 - 3 MB NPU
Segformer-Base QNN_DLC float Snapdragon® 8 Gen 3 Mobile 16.35 ms 0 - 211 MB NPU
Segformer-Base QNN_DLC float Snapdragon® 8 Gen 1 Mobile 26.857 ms 3 - 214 MB NPU
Segformer-Base QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 23.383 ms 3 - 18 MB NPU
Segformer-Base QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 22.619 ms 3 - 5 MB NPU
Segformer-Base QNN_DLC float Qualcomm® SA8650P 24.435 ms 0 - 193 MB NPU
Segformer-Base QNN_DLC float Qualcomm® SA8255P 24.435 ms 0 - 193 MB NPU
Segformer-Base QNN_DLC float Qualcomm® QCS8450 26.857 ms 3 - 214 MB NPU
Segformer-Base QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 25.489 ms 3 - 17 MB NPU
Segformer-Base QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 23.652 ms 3 - 3 MB NPU
Segformer-Base QNN_DLC float Qualcomm® Dragonwing™ Q-8750 13.051 ms 0 - 176 MB NPU
Segformer-Base QNN_DLC float Qualcomm® SA7255P 49.156 ms 0 - 172 MB NPU
Segformer-Base QNN_DLC float Qualcomm® SA8295P 30.32 ms 0 - 171 MB NPU
Segformer-Base QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 5.689 ms 2 - 189 MB NPU
Segformer-Base QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 7.562 ms 2 - 185 MB NPU
Segformer-Base QNN_DLC w8a16 Snapdragon® X2 Elite 6.394 ms 2 - 2 MB NPU
Segformer-Base QNN_DLC w8a16 Snapdragon® X Elite 15.203 ms 2 - 2 MB NPU
Segformer-Base QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 10.516 ms 2 - 213 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 14.411 ms 2 - 11 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 14.658 ms 2 - 3 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® SA8650P 20.163 ms 2 - 206 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® SA8255P 20.163 ms 2 - 206 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 15.462 ms 1 - 9 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 15.203 ms 2 - 2 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 101.75 ms 0 - 213 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 17.315 ms 2 - 198 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 7.562 ms 2 - 185 MB NPU
Segformer-Base QNN_DLC w8a16 Qualcomm® SA7255P 26.172 ms 2 - 180 MB NPU
Segformer-Base QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 17.315 ms 2 - 198 MB NPU
Segformer-Base QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.246 ms 1 - 179 MB NPU
Segformer-Base QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 2.823 ms 1 - 170 MB NPU
Segformer-Base QNN_DLC w8a8 Snapdragon® X2 Elite 2.606 ms 1 - 1 MB NPU
Segformer-Base QNN_DLC w8a8 Snapdragon® X Elite 6.421 ms 1 - 1 MB NPU
Segformer-Base QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 3.964 ms 0 - 191 MB NPU
Segformer-Base QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 7.072 ms 0 - 195 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 17.181 ms 2 - 7 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 5.53 ms 0 - 6 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.788 ms 1 - 3 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® SA8775P 6.413 ms 1 - 172 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® SA8650P 6.413 ms 1 - 172 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® SA8255P 6.413 ms 1 - 172 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® QCS8450 7.072 ms 0 - 195 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 6.196 ms 3 - 8 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 6.421 ms 1 - 1 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 27.81 ms 1 - 183 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 6.288 ms 1 - 175 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 2.823 ms 1 - 170 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® SA7255P 10.847 ms 1 - 170 MB NPU
Segformer-Base QNN_DLC w8a8 Qualcomm® SA8295P 7.627 ms 1 - 175 MB NPU
Segformer-Base QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 6.288 ms 1 - 175 MB NPU
Segformer-Base TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 13.728 ms 8 - 193 MB NPU
Segformer-Base TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 15.17 ms 9 - 195 MB NPU
Segformer-Base TFLITE float Snapdragon® 8 Gen 3 Mobile 18.017 ms 8 - 225 MB NPU
Segformer-Base TFLITE float Snapdragon® 8 Gen 1 Mobile 31.811 ms 9 - 227 MB NPU
Segformer-Base TFLITE float Qualcomm® Dragonwing™ IQ-8275 25.248 ms 9 - 33 MB NPU
Segformer-Base TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 25.193 ms 9 - 14 MB NPU
Segformer-Base TFLITE float Qualcomm® SA8650P 24.464 ms 9 - 202 MB NPU
Segformer-Base TFLITE float Qualcomm® SA8255P 24.464 ms 9 - 202 MB NPU
Segformer-Base TFLITE float Qualcomm® QCS8450 31.811 ms 9 - 227 MB NPU
Segformer-Base TFLITE float Qualcomm® Dragonwing™ IQ-9075 27.519 ms 8 - 31 MB NPU
Segformer-Base TFLITE float Qualcomm® Dragonwing™ Q-8750 15.17 ms 9 - 195 MB NPU
Segformer-Base TFLITE float Qualcomm® SA7255P 52.079 ms 10 - 187 MB NPU
Segformer-Base TFLITE float Qualcomm® SA8295P 30.787 ms 9 - 190 MB NPU
Segformer-Base TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 4.64 ms 2 - 188 MB NPU
Segformer-Base TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 5.454 ms 2 - 195 MB NPU
Segformer-Base TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 6.706 ms 2 - 202 MB NPU
Segformer-Base TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 10.313 ms 2 - 213 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 128.061 ms 13 - 49 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 9.111 ms 2 - 13 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.305 ms 2 - 11 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® SA8775P 10.058 ms 2 - 188 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® SA8650P 10.058 ms 2 - 188 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® SA8255P 10.058 ms 2 - 188 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® QCS8450 10.313 ms 2 - 213 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.748 ms 2 - 13 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 98.048 ms 13 - 187 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 39.687 ms 15 - 184 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 5.454 ms 2 - 195 MB NPU
Segformer-Base TFLITE w8a8 Qualcomm® SA8295P 11.843 ms 2 - 191 MB NPU
Segformer-Base TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 39.687 ms 15 - 184 MB NPU

License

  • The license for the original implementation of Segformer-Base can be found here.

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Image Segmentation
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Paper for qualcomm/Segformer-Base