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YOLO26-Detection

Object Detection
PyTorch
real_time
android
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xet
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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® 8 Elite Gen 5 For Galaxy Mobile 3.461 ms 0 - 165 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.964 ms 1 - 169 MB NPU
YOLO26-Detection ONNX float Snapdragon® X2 Elite 3.5 ms 5 - 5 MB NPU
YOLO26-Detection ONNX float Snapdragon® X Elite 7.677 ms 8 - 8 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.597 ms 6 - 202 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 13.952 ms 5 - 215 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 8.462 ms 5 - 9 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.986 ms 0 - 106 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS8450 13.952 ms 5 - 215 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 9.285 ms 5 - 8 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.677 ms 8 - 8 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 3.964 ms 1 - 169 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.262 ms 1 - 90 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.557 ms 0 - 87 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X2 Elite 2.392 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X Elite 5.841 ms 1 - 1 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.505 ms 0 - 217 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.23 ms 3 - 219 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 21.078 ms 2 - 6 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 5.001 ms 2 - 6 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.566 ms 2 - 7 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS8450 7.23 ms 3 - 219 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.16 ms 2 - 6 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.841 ms 1 - 1 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 33.048 ms 0 - 194 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.26 ms 1 - 191 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.557 ms 0 - 87 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.26 ms 1 - 191 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.188 ms 0 - 152 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.587 ms 0 - 148 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X2 Elite 2.814 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X Elite 5.049 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.354 ms 0 - 170 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.695 ms 5 - 194 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.461 ms 5 - 12 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.54 ms 5 - 6 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8775P 5.913 ms 0 - 153 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8650P 5.913 ms 0 - 153 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8255P 5.913 ms 0 - 153 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8450 8.695 ms 5 - 194 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.751 ms 5 - 12 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.049 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.587 ms 0 - 148 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8295P 9.445 ms 0 - 163 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.939 ms 2 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.158 ms 2 - 174 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.329 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.926 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.97 ms 2 - 194 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.283 ms 2 - 7 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.427 ms 2 - 78 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8775P 5.112 ms 1 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8650P 5.112 ms 1 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8255P 5.112 ms 1 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.895 ms 1 - 5 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.926 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 17.973 ms 2 - 176 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.608 ms 2 - 175 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.158 ms 2 - 174 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA7255P 8.283 ms 1 - 173 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.608 ms 2 - 175 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.295 ms 0 - 154 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 3.079 ms 0 - 160 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 3.907 ms 0 - 181 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 10.282 ms 0 - 194 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 6.14 ms 0 - 18 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.542 ms 0 - 2 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8775P 6.925 ms 0 - 159 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8650P 6.925 ms 0 - 159 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8255P 6.925 ms 0 - 159 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8450 10.282 ms 0 - 194 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.809 ms 0 - 17 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 3.079 ms 0 - 160 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA7255P 38.994 ms 3 - 31 MB GPU
YOLO26-Detection TFLITE float Qualcomm® SA8295P 10.68 ms 0 - 168 MB NPU

License

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

References

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