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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
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xet
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YOLOv8-Detection: Optimized for Qualcomm Devices

Ultralytics YOLOv8 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This is based on the implementation of YOLOv8-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 YOLOv8-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Input resolution: 640x640
  • Model checkpoint: YOLOv8-N
  • Model size (float): 12.2 MB
  • Model size (w8a16): 3.60 MB
  • Model size (w8a8): 3.25 MB
  • Number of parameters: 3.18M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv8-Detection ONNX float Snapdragon® X2 Elite 3.124 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® X Elite 6.544 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.368 ms 5 - 225 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 13.539 ms 5 - 202 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 8.268 ms 5 - 8 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.877 ms 0 - 13 MB NPU
YOLOv8-Detection ONNX float Qualcomm® QCS8450 13.539 ms 5 - 202 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 8.051 ms 5 - 7 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.544 ms 5 - 5 MB NPU
YOLOv8-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.236 ms 0 - 197 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Mobile 4.236 ms 0 - 197 MB NPU
YOLOv8-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.814 ms 1 - 216 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X2 Elite 2.166 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® X Elite 5.032 ms 1 - 1 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.918 ms 0 - 94 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.18 ms 3 - 94 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 16.068 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.265 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.793 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® QCS8450 6.18 ms 3 - 94 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.223 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.032 ms 1 - 1 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 25.57 ms 3 - 194 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 6.578 ms 3 - 184 MB NPU
YOLOv8-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.231 ms 1 - 70 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.231 ms 1 - 70 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.027 ms 0 - 73 MB NPU
YOLOv8-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.578 ms 3 - 184 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X2 Elite 0.67 ms 1 - 1 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® X Elite 1.581 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.017 ms 0 - 72 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.836 ms 0 - 70 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 10.423 ms 1 - 4 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.578 ms 0 - 4 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.532 ms 0 - 21 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® QCS8450 1.836 ms 0 - 70 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.713 ms 0 - 3 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.581 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 10.132 ms 1 - 171 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.917 ms 0 - 164 MB NPU
YOLOv8-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.721 ms 0 - 51 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.721 ms 0 - 51 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.628 ms 0 - 54 MB NPU
YOLOv8-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.917 ms 0 - 164 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 2.817 ms 2 - 2 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 6.61 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 4.267 ms 3 - 132 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 6.096 ms 2 - 6 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.269 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 6.837 ms 2 - 5 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 6.61 ms 0 - 0 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 2.987 ms 0 - 100 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 2.987 ms 0 - 100 MB NPU
YOLOv8-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 2.68 ms 0 - 116 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X2 Elite 2.459 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® X Elite 4.224 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.775 ms 5 - 215 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 7.714 ms 5 - 191 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.09 ms 5 - 12 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 13.668 ms 1 - 186 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.792 ms 5 - 6 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8775P 5.313 ms 1 - 188 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8650P 5.313 ms 1 - 188 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8255P 5.313 ms 1 - 188 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® QCS8450 7.714 ms 5 - 191 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.096 ms 5 - 11 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.224 ms 5 - 5 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.09 ms 5 - 196 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA7255P 13.668 ms 1 - 186 MB NPU
YOLOv8-Detection QNN_DLC float Qualcomm® SA8295P 7.888 ms 0 - 161 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.09 ms 5 - 196 MB NPU
YOLOv8-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.849 ms 5 - 198 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 1.635 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.69 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.245 ms 0 - 73 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 4.087 ms 0 - 72 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 12.636 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.258 ms 1 - 6 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 6.718 ms 0 - 50 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.336 ms 2 - 102 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.905 ms 0 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8650P 3.905 ms 0 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8255P 3.905 ms 0 - 53 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® QCS8450 4.087 ms 0 - 72 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 3.673 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 3.69 ms 2 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 22.147 ms 2 - 172 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.572 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.547 ms 0 - 56 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA7255P 6.718 ms 0 - 50 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Qualcomm® SA8295P 4.584 ms 0 - 48 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.547 ms 0 - 56 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.246 ms 2 - 58 MB NPU
YOLOv8-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.572 ms 2 - 169 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.804 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.588 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.946 ms 1 - 51 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.649 ms 1 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 4.431 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.443 ms 1 - 5 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 3.253 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.373 ms 1 - 2 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.767 ms 0 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8650P 1.767 ms 0 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA8255P 1.767 ms 0 - 39 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® QCS8450 1.649 ms 1 - 55 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.569 ms 1 - 4 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.588 ms 1 - 1 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 8.496 ms 1 - 156 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.513 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.68 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.253 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.68 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.586 ms 1 - 37 MB NPU
YOLOv8-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.513 ms 1 - 37 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.475 ms 0 - 104 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 6.461 ms 0 - 80 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.71 ms 0 - 15 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 13.072 ms 0 - 75 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.362 ms 0 - 5 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8775P 5.0 ms 0 - 85 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8650P 5.0 ms 0 - 85 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8255P 5.0 ms 0 - 85 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® QCS8450 6.461 ms 0 - 80 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.455 ms 0 - 14 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 1.861 ms 0 - 90 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA7255P 13.072 ms 0 - 75 MB NPU
YOLOv8-Detection TFLITE float Qualcomm® SA8295P 7.33 ms 0 - 53 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Mobile 1.861 ms 0 - 90 MB NPU
YOLOv8-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.501 ms 0 - 88 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.894 ms 0 - 50 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.594 ms 0 - 54 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4.16 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.389 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 3.049 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.309 ms 0 - 2 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8775P 1.705 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8650P 1.705 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8255P 1.705 ms 0 - 39 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® QCS8450 1.594 ms 0 - 54 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.523 ms 0 - 7 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 8.393 ms 0 - 151 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.452 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.65 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA7255P 3.049 ms 0 - 36 MB NPU
YOLOv8-Detection TFLITE w8a8 Qualcomm® SA8295P 2.128 ms 0 - 34 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.65 ms 0 - 35 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.576 ms 0 - 37 MB NPU
YOLOv8-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.452 ms 0 - 35 MB NPU

License

  • The license for the original implementation of YOLOv8-Detection can be found here.

References

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