Hugging Peers

YOLOv8-Segmentation

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by Qualcomm-AI-Hub image-segmentation agpl-3.0
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Model card

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® X2 Elite 3.84 ms 17 - 17 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® X Elite 7.123 ms 17 - 17 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 5.946 ms 17 - 240 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 12.494 ms 17 - 223 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-8275 9.339 ms 15 - 19 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.608 ms 1 - 119 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® QCS8450 12.494 ms 17 - 223 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 9.101 ms 15 - 18 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.123 ms 17 - 17 MB NPU
YOLOv8-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 4.724 ms 12 - 206 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® 8 Elite Mobile 4.724 ms 12 - 206 MB NPU
YOLOv8-Segmentation ONNX float Snapdragon® 8 Elite Gen 5 Mobile 4.258 ms 14 - 224 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.437 ms 9 - 9 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® X Elite 5.719 ms 7 - 7 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.322 ms 0 - 101 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.888 ms 8 - 108 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 18.723 ms 8 - 10 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.926 ms 8 - 11 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.42 ms 6 - 11 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® QCS8450 6.888 ms 8 - 108 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.901 ms 8 - 10 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.719 ms 7 - 7 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 31.925 ms 9 - 208 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.388 ms 8 - 199 MB NPU
YOLOv8-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.499 ms 0 - 78 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 8 Elite Mobile 2.499 ms 0 - 78 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.253 ms 0 - 83 MB NPU
YOLOv8-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.388 ms 8 - 199 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® X2 Elite 0.782 ms 3 - 3 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® X Elite 1.832 ms 1 - 1 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.202 ms 0 - 76 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 2.245 ms 0 - 78 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 7.206 ms 3 - 6 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.952 ms 0 - 4 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.776 ms 0 - 5 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® QCS8450 2.245 ms 0 - 78 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 2.084 ms 0 - 3 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.832 ms 1 - 1 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 11.957 ms 3 - 181 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 2.383 ms 0 - 172 MB NPU
YOLOv8-Segmentation ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.849 ms 0 - 53 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 8 Elite Mobile 0.849 ms 0 - 53 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.733 ms 0 - 58 MB NPU
YOLOv8-Segmentation ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 2.383 ms 0 - 172 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® X2 Elite 3.135 ms 5 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® X Elite 5.027 ms 5 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.441 ms 5 - 212 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 9.381 ms 5 - 199 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 6.406 ms 5 - 16 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.645 ms 5 - 6 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® SA8775P 6.528 ms 0 - 182 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® SA8650P 6.528 ms 0 - 182 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® SA8255P 6.528 ms 0 - 182 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® QCS8450 9.381 ms 5 - 199 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.257 ms 5 - 15 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.027 ms 5 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.804 ms 0 - 180 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® SA7255P 17.144 ms 1 - 181 MB NPU
YOLOv8-Segmentation QNN_DLC float Qualcomm® SA8295P 9.397 ms 0 - 166 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® 8 Elite Mobile 2.804 ms 0 - 180 MB NPU
YOLOv8-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.062 ms 5 - 200 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 1.995 ms 2 - 2 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 4.296 ms 2 - 2 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.545 ms 2 - 81 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 4.907 ms 2 - 83 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 14.729 ms 1 - 7 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.824 ms 2 - 9 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.792 ms 2 - 4 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 4.5 ms 1 - 59 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 4.907 ms 2 - 83 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.266 ms 0 - 6 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.296 ms 2 - 2 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 22.874 ms 2 - 176 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.552 ms 2 - 177 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.759 ms 0 - 58 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 7.848 ms 1 - 58 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Qualcomm® SA8295P 5.171 ms 0 - 55 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.759 ms 0 - 58 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.446 ms 2 - 66 MB NPU
YOLOv8-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.552 ms 2 - 177 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® X2 Elite 0.924 ms 1 - 1 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® X Elite 1.84 ms 1 - 1 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.093 ms 1 - 54 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 2.021 ms 1 - 60 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 5.508 ms 1 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.689 ms 1 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.586 ms 1 - 6 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® SA8775P 2.058 ms 0 - 43 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® SA8650P 2.058 ms 0 - 43 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® SA8255P 2.058 ms 0 - 43 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® QCS8450 2.021 ms 1 - 60 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.826 ms 1 - 5 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.84 ms 1 - 1 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 10.683 ms 1 - 163 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.842 ms 0 - 42 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.793 ms 0 - 38 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® SA7255P 3.802 ms 1 - 41 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Qualcomm® SA8295P 2.525 ms 1 - 39 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.793 ms 0 - 38 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.668 ms 1 - 40 MB NPU
YOLOv8-Segmentation QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.842 ms 0 - 42 MB NPU
YOLOv8-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 3.017 ms 0 - 109 MB NPU
YOLOv8-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 8.686 ms 4 - 90 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.915 ms 4 - 24 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.072 ms 4 - 6 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA8775P 5.995 ms 4 - 88 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA8650P 5.995 ms 4 - 88 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA8255P 5.995 ms 4 - 88 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® QCS8450 8.686 ms 4 - 90 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.737 ms 4 - 23 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 2.275 ms 0 - 94 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA7255P 16.245 ms 4 - 81 MB NPU
YOLOv8-Segmentation TFLITE float Qualcomm® SA8295P 8.549 ms 4 - 60 MB NPU
YOLOv8-Segmentation TFLITE float Snapdragon® 8 Elite Mobile 2.275 ms 0 - 94 MB NPU
YOLOv8-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.882 ms 0 - 93 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.051 ms 0 - 55 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.954 ms 0 - 58 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 5.545 ms 1 - 9 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.64 ms 0 - 9 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.506 ms 0 - 99 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA8775P 1.968 ms 0 - 43 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA8650P 1.968 ms 0 - 43 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA8255P 1.968 ms 0 - 43 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® QCS8450 1.954 ms 0 - 58 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.815 ms 0 - 8 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 10.774 ms 1 - 164 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.797 ms 0 - 39 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.756 ms 0 - 38 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA7255P 3.608 ms 1 - 41 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Qualcomm® SA8295P 2.449 ms 0 - 37 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.756 ms 0 - 38 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.662 ms 0 - 45 MB NPU
YOLOv8-Segmentation TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.797 ms 0 - 39 MB NPU

License

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

References

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