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YOLO26-Detection

Object Detection
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real_time
android
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metadata 
library_name: pytorch
license: other
tags:
  - real_time
  - android
pipeline_tag: object-detection

YOLO26-Detection: Optimized for Qualcomm Devices

Ultralytics YOLO26 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This is based on the implementation of YOLO26-Detection 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

Due to licensing restrictions, we cannot distribute pre-exported model assets for this model. 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

See our repository for YOLO26-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Model checkpoint: YOLO26-N
  • Input resolution: 640x640
  • Number of parameters: 2.4M
  • Model size (float): 9.2 MB
  • Model size (w8a16): 3.2 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLO26-Detection ONNX float Snapdragon® X2 Elite 4.417 ms 5 - 5 MB NPU
YOLO26-Detection ONNX float Snapdragon® X Elite 9.329 ms 9 - 9 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 6.251 ms 5 - 207 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 16.73 ms 5 - 221 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.033 ms 0 - 143 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS8450 16.73 ms 5 - 221 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 10.468 ms 5 - 7 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 4.024 ms 2 - 178 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite Mobile 4.235 ms 0 - 176 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.235 ms 0 - 176 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 9.329 ms 9 - 9 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X2 Elite 2.44 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X Elite 5.804 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.499 ms 2 - 223 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.556 ms 3 - 225 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 17.421 ms 2 - 5 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.482 ms 2 - 116 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS8450 7.556 ms 3 - 225 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 7.149 ms 2 - 5 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.763 ms 3 - 199 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.303 ms 0 - 86 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 26.256 ms 3 - 206 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.581 ms 1 - 82 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 6.763 ms 3 - 199 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.581 ms 1 - 82 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.804 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X2 Elite 2.735 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X Elite 4.829 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.359 ms 0 - 177 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.882 ms 4 - 196 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8275 13.124 ms 1 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.504 ms 5 - 6 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8775P 5.856 ms 0 - 158 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8650P 5.856 ms 0 - 158 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8255P 5.856 ms 0 - 158 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8450 8.882 ms 4 - 196 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.637 ms 5 - 11 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.247 ms 5 - 166 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA7255P 13.124 ms 1 - 157 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.619 ms 0 - 154 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8295P 9.362 ms 1 - 169 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.619 ms 0 - 154 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.829 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.313 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.858 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.991 ms 2 - 202 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS8275 8.084 ms 0 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.381 ms 0 - 10 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8775P 5.036 ms 0 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8650P 5.036 ms 0 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8255P 5.036 ms 0 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.771 ms 2 - 6 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.307 ms 2 - 184 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.938 ms 2 - 188 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 19.777 ms 2 - 181 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA7255P 8.084 ms 0 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.248 ms 2 - 185 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.307 ms 2 - 184 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.248 ms 2 - 185 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.858 ms 2 - 2 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 4.219 ms 0 - 191 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 10.915 ms 0 - 206 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8275 14.315 ms 0 - 165 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.815 ms 0 - 17 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8775P 7.12 ms 0 - 170 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8650P 7.12 ms 0 - 170 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8255P 7.12 ms 0 - 170 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8450 10.915 ms 0 - 206 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.772 ms 0 - 20 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.701 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA7255P 14.315 ms 0 - 165 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Mobile 3.133 ms 0 - 161 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8295P 10.972 ms 0 - 177 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 3.133 ms 0 - 161 MB NPU

License

  • The license for the original implementation of YOLO26-Detection can be found here.

References

Community