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YOLO26-Detection

Object Detection
PyTorch
real_time
android
Model card Files
xet
 Community

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® 8 Elite Gen 5 Mobile 3.356 ms 1 - 173 MB NPU
YOLO26-Detection ONNX float Snapdragon® X2 Elite 3.505 ms 208 - 208 MB NPU
YOLO26-Detection ONNX float Snapdragon® X Elite 7.942 ms 145 - 145 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.469 ms 5 - 207 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS8550 (Proxy) 7.792 ms 0 - 62 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.589 ms 0 - 175 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS9075 14.38 ms 5 - 50 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS8750 3.589 ms 0 - 175 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS7181 7.942 ms 145 - 145 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.278 ms 0 - 85 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X2 Elite 2.44 ms 210 - 210 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X Elite 5.797 ms 178 - 178 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.42 ms 0 - 225 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS6490 320.443 ms 100 - 105 MB CPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 5.48 ms 2 - 24 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCM6690 154.356 ms 101 - 110 MB CPU
YOLO26-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 135.744 ms 108 - 118 MB CPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.597 ms 1 - 83 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS9075 6.314 ms 1 - 47 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS7790 135.744 ms 108 - 118 MB CPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS8750 2.597 ms 1 - 83 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS7181 5.797 ms 178 - 178 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.193 ms 1 - 160 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X2 Elite 2.805 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X Elite 4.917 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.354 ms 5 - 182 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8275 13.103 ms 2 - 158 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.494 ms 5 - 7 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8775P 5.854 ms 1 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8650P 5.854 ms 1 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8255P 5.854 ms 1 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.893 ms 2 - 197 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA7255P 13.103 ms 2 - 158 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8295P 9.379 ms 0 - 168 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.627 ms 0 - 154 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS9075 6.163 ms 5 - 11 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8750 2.627 ms 0 - 154 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS7181 4.917 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.919 ms 2 - 185 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.349 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.781 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.983 ms 0 - 199 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS8275 8.068 ms 1 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.362 ms 2 - 4 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8775P 5.037 ms 0 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8650P 5.037 ms 0 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8255P 5.037 ms 0 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCM6690 19.297 ms 2 - 181 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA7255P 8.068 ms 1 - 178 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.294 ms 0 - 181 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.248 ms 2 - 182 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS9075 5.058 ms 2 - 6 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS7790 5.294 ms 0 - 181 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS8750 2.248 ms 2 - 182 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS7181 4.781 ms 2 - 2 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.642 ms 0 - 170 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 4.207 ms 0 - 193 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8275 14.32 ms 0 - 166 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 5.761 ms 0 - 2 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8775P 7.137 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8650P 7.137 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8255P 7.137 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 10.911 ms 0 - 208 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA7255P 14.32 ms 0 - 166 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8295P 10.997 ms 0 - 177 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 3.145 ms 0 - 161 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS9075 6.597 ms 0 - 14 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8750 3.145 ms 0 - 161 MB NPU

License

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

References

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