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YOLO26-Detection

Object Detection
PyTorch
real_time
android
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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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLO26-Detection ONNX float Snapdragon® X2 Elite 4.475 ms 5 - 5 MB NPU
YOLO26-Detection ONNX float Snapdragon® X Elite 9.277 ms 10 - 10 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 6.293 ms 5 - 206 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 16.83 ms 5 - 222 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 9.279 ms 5 - 8 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.036 ms 0 - 42 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS8450 16.83 ms 5 - 222 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 12.831 ms 5 - 8 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 9.277 ms 10 - 10 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.246 ms 0 - 175 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite Mobile 4.246 ms 0 - 175 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 4.029 ms 3 - 181 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X2 Elite 2.441 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X Elite 5.806 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.497 ms 0 - 221 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.57 ms 3 - 224 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 16.798 ms 2 - 5 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.981 ms 2 - 6 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.47 ms 2 - 6 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS8450 7.57 ms 3 - 224 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.973 ms 2 - 5 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.806 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 27.42 ms 3 - 204 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 6.821 ms 3 - 197 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.584 ms 0 - 83 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.584 ms 0 - 83 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.289 ms 0 - 83 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.821 ms 3 - 197 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X2 Elite 2.856 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X Elite 4.881 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.346 ms 0 - 177 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.888 ms 3 - 197 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.41 ms 5 - 12 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 13.097 ms 1 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.499 ms 5 - 6 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8775P 5.82 ms 1 - 156 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8650P 5.82 ms 1 - 156 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8255P 5.82 ms 1 - 156 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8450 8.888 ms 3 - 197 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.602 ms 7 - 13 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.881 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.611 ms 0 - 159 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA7255P 13.097 ms 1 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8295P 9.353 ms 0 - 169 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.611 ms 0 - 159 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.237 ms 5 - 162 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.317 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.797 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.009 ms 0 - 199 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.215 ms 2 - 7 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 8.107 ms 1 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.389 ms 2 - 109 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8775P 5.025 ms 1 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8650P 5.025 ms 1 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8255P 5.025 ms 1 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.769 ms 1 - 5 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.797 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 17.794 ms 2 - 181 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.229 ms 2 - 183 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.257 ms 0 - 183 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA7255P 8.107 ms 1 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.257 ms 0 - 183 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.938 ms 2 - 186 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.229 ms 2 - 183 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 4.191 ms 0 - 193 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 10.91 ms 0 - 205 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 6.399 ms 0 - 21 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 14.275 ms 0 - 165 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.826 ms 0 - 74 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8775P 7.124 ms 0 - 170 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8650P 7.124 ms 0 - 170 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8255P 7.124 ms 0 - 170 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8450 10.91 ms 0 - 205 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.838 ms 0 - 21 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 3.161 ms 0 - 168 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA7255P 14.275 ms 0 - 165 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8295P 10.922 ms 0 - 177 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Mobile 3.161 ms 0 - 168 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.701 ms 0 - 169 MB NPU

License

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

References

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