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YOLOv8-Segmentation

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
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YOLOv8-Segmentation: Optimized for Qualcomm Devices

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

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

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

  • Input resolution: 640x640
  • Model checkpoint: YOLOv8N-Seg
  • Model size (float): 13.2 MB
  • Model size (w8a16): 3.91 MB
  • Number of output classes: 80
  • Number of parameters: 3.43M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv8-Segmentation ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.908 ms 1 - 188 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.279 ms 0 - 172 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® X2 Elite 3.111 ms 17 - 17 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® X Elite 6.706 ms 17 - 17 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 3.959 ms 2 - 210 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 10.561 ms 17 - 217 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-8275 7.769 ms 15 - 19 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.497 ms 12 - 19 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® QCS8450 10.561 ms 17 - 217 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 8.103 ms 15 - 18 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.706 ms 17 - 17 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 3.279 ms 0 - 172 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.224 ms 0 - 84 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.442 ms 0 - 82 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.373 ms 9 - 9 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® X Elite 5.65 ms 7 - 7 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.31 ms 2 - 107 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.728 ms 8 - 111 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 20.35 ms 8 - 11 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.86 ms 8 - 12 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.338 ms 6 - 11 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® QCS8450 6.728 ms 8 - 111 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.833 ms 8 - 11 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.65 ms 7 - 7 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 45.862 ms 8 - 198 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.384 ms 8 - 192 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.442 ms 0 - 82 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.384 ms 8 - 192 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.73 ms 0 - 58 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.834 ms 0 - 57 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® X2 Elite 0.766 ms 3 - 3 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® X Elite 1.838 ms 1 - 1 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.193 ms 0 - 77 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 2.195 ms 0 - 80 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 5.229 ms 3 - 7 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.897 ms 0 - 4 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.773 ms 0 - 5 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® QCS8450 2.195 ms 0 - 80 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 2.075 ms 0 - 3 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.838 ms 1 - 1 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 12.136 ms 0 - 170 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 2.353 ms 0 - 164 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.834 ms 0 - 57 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 2.353 ms 0 - 164 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.084 ms 4 - 175 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.901 ms 5 - 174 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® X2 Elite 2.894 ms 5 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® X Elite 5.128 ms 5 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.36 ms 5 - 200 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.699 ms 5 - 194 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 6.356 ms 5 - 17 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.589 ms 5 - 7 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® QCS8450 8.699 ms 5 - 194 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.298 ms 5 - 16 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.128 ms 5 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.901 ms 5 - 174 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® SA8295P 9.181 ms 0 - 160 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.478 ms 2 - 65 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.739 ms 2 - 64 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 1.947 ms 2 - 2 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 4.26 ms 2 - 2 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.542 ms 2 - 81 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 4.728 ms 2 - 86 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 11.803 ms 1 - 7 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.807 ms 1 - 9 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.82 ms 2 - 4 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® SA8650P 4.5 ms 1 - 59 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® SA8255P 4.5 ms 1 - 59 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® QCS8450 4.728 ms 2 - 86 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.244 ms 2 - 9 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.26 ms 2 - 2 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 23.377 ms 2 - 174 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.537 ms 2 - 170 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.739 ms 2 - 64 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® SA8295P 5.049 ms 0 - 59 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.537 ms 2 - 170 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.662 ms 1 - 46 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.796 ms 1 - 43 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® X2 Elite 0.909 ms 1 - 1 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® X Elite 1.839 ms 1 - 1 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.082 ms 1 - 60 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.949 ms 1 - 63 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 4.619 ms 1 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.684 ms 1 - 6 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.581 ms 1 - 3 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® QCS8450 1.949 ms 1 - 63 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.815 ms 0 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.839 ms 1 - 1 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 10.846 ms 1 - 157 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.819 ms 1 - 44 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.796 ms 1 - 43 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® SA8295P 2.399 ms 1 - 43 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.819 ms 1 - 44 MB NPU
YOLOv8-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.891 ms 0 - 77 MB NPU
YOLOv8-Segmentation TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 2.204 ms 0 - 64 MB NPU
YOLOv8-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 2.925 ms 0 - 96 MB NPU
YOLOv8-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 7.962 ms 4 - 92 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.864 ms 4 - 25 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.106 ms 4 - 15 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA8775P 33.835 ms 7 - 39 MB GPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA8650P 33.835 ms 7 - 39 MB GPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA8255P 33.835 ms 7 - 39 MB GPU
YOLOv8-Segmentation TFLITE float Qualcomm® QCS8450 7.962 ms 4 - 92 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.717 ms 4 - 24 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 2.204 ms 0 - 64 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA7255P 71.894 ms 7 - 36 MB GPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA8295P 8.475 ms 4 - 61 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.666 ms 0 - 43 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.759 ms 0 - 41 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.037 ms 0 - 57 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.896 ms 0 - 63 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4.497 ms 1 - 9 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.633 ms 0 - 9 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.518 ms 0 - 9 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA8775P 36.102 ms 14 - 47 MB GPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA8650P 36.102 ms 14 - 47 MB GPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA8255P 36.102 ms 14 - 47 MB GPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® QCS8450 1.896 ms 0 - 63 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.764 ms 0 - 9 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 10.722 ms 1 - 157 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.786 ms 0 - 41 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.759 ms 0 - 41 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA7255P 77.827 ms 14 - 44 MB GPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA8295P 2.312 ms 0 - 40 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.786 ms 0 - 41 MB NPU

License

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

References

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