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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 3.351 ms 0 - 172 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite Mobile 3.59 ms 0 - 179 MB NPU
YOLO26-Detection ONNX float Snapdragon® X2 Elite 3.511 ms 6 - 6 MB NPU
YOLO26-Detection ONNX float Snapdragon® X Elite 8.132 ms 6 - 6 MB NPU
YOLO26-Detection ONNX float Snapdragon® X Elite 8.132 ms 6 - 6 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.478 ms 5 - 206 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS8550 (Proxy) 7.788 ms 0 - 10 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS9075 14.402 ms 5 - 7 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.59 ms 0 - 179 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.277 ms 0 - 81 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.593 ms 0 - 74 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X2 Elite 2.435 ms 0 - 0 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X Elite 5.993 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X Elite 5.993 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.451 ms 0 - 225 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS6490 323.542 ms 99 - 104 MB CPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 5.479 ms 2 - 7 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS9075 6.307 ms 2 - 5 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCM6690 153.855 ms 100 - 110 MB CPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.593 ms 0 - 74 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 134.749 ms 103 - 114 MB CPU
YOLO26-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 134.749 ms 103 - 114 MB CPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.19 ms 2 - 161 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.624 ms 0 - 155 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X2 Elite 2.812 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X Elite 4.889 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X Elite 4.889 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.343 ms 5 - 186 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.534 ms 5 - 6 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8775P 5.837 ms 0 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8775P 5.837 ms 0 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8775P 5.837 ms 0 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS9075 6.182 ms 5 - 11 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.904 ms 3 - 198 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8295P 9.363 ms 0 - 168 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.624 ms 0 - 155 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.917 ms 2 - 186 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.242 ms 0 - 182 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.36 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.817 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.817 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.989 ms 2 - 202 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 8.077 ms 1 - 179 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.382 ms 2 - 4 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8775P 5.028 ms 0 - 180 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8775P 5.028 ms 0 - 180 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8775P 5.028 ms 0 - 180 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCS9075 5.072 ms 2 - 6 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® QCM6690 18.402 ms 2 - 181 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA7255P 8.077 ms 1 - 179 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.242 ms 0 - 182 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.243 ms 0 - 181 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.243 ms 0 - 181 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.642 ms 0 - 167 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Mobile 3.138 ms 0 - 168 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 4.219 ms 0 - 189 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 14.329 ms 0 - 165 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 5.759 ms 0 - 5 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8775P 7.123 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8775P 7.123 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8775P 7.123 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS9075 6.641 ms 0 - 14 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 10.893 ms 0 - 208 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA7255P 14.329 ms 0 - 165 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8295P 10.994 ms 0 - 178 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 3.138 ms 0 - 168 MB NPU

License

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

References

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