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YOLOE-Segmentation

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

YOLOE-Segmentation: Optimized for Qualcomm Devices

Ultralytics YOLOE 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 YOLOE-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 YOLOE-Segmentation on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

  • Input resolution: 640x640
  • Model checkpoint: YOLOE-v8L-SEG
  • Model size (float): 103 MB
  • Number of parameters: 53.47M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOE-Segmentation ONNX float Snapdragon® X2 Elite 15.738 ms 17 - 17 MB NPU
YOLOE-Segmentation ONNX float Snapdragon® X Elite 31.128 ms 88 - 88 MB NPU
YOLOE-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 24.667 ms 3 - 286 MB NPU
YOLOE-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 66.86 ms 17 - 345 MB NPU
YOLOE-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-8275 55.253 ms 9 - 17 MB NPU
YOLOE-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 31.86 ms 0 - 221 MB NPU
YOLOE-Segmentation ONNX float Qualcomm® QCS8450 66.86 ms 17 - 345 MB NPU
YOLOE-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 47.416 ms 13 - 20 MB NPU
YOLOE-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 31.128 ms 88 - 88 MB NPU
YOLOE-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 18.368 ms 13 - 232 MB NPU
YOLOE-Segmentation ONNX float Snapdragon® 8 Elite Mobile 18.368 ms 13 - 232 MB NPU
YOLOE-Segmentation ONNX float Snapdragon® 8 Elite Gen 5 Mobile 12.371 ms 12 - 249 MB NPU
YOLOE-Segmentation QNN_DLC float Snapdragon® X2 Elite 15.565 ms 5 - 5 MB NPU
YOLOE-Segmentation QNN_DLC float Snapdragon® X Elite 29.2 ms 5 - 5 MB NPU
YOLOE-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 21.739 ms 5 - 274 MB NPU
YOLOE-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 62.692 ms 0 - 309 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 51.952 ms 5 - 16 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 28.147 ms 5 - 7 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® SA8775P 44.242 ms 1 - 208 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® SA8650P 44.242 ms 1 - 208 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® SA8255P 44.242 ms 1 - 208 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® QCS8450 62.692 ms 0 - 309 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 44.525 ms 7 - 17 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 29.2 ms 5 - 5 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 17.211 ms 0 - 213 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® SA7255P 178.394 ms 0 - 207 MB NPU
YOLOE-Segmentation QNN_DLC float Qualcomm® SA8295P 49.911 ms 0 - 248 MB NPU
YOLOE-Segmentation QNN_DLC float Snapdragon® 8 Elite Mobile 17.211 ms 0 - 213 MB NPU
YOLOE-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 11.649 ms 5 - 216 MB NPU
YOLOE-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 21.129 ms 4 - 348 MB NPU
YOLOE-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 62.613 ms 5 - 395 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-8275 51.243 ms 4 - 107 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 27.771 ms 4 - 36 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® SA8775P 43.578 ms 4 - 236 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® SA8650P 43.578 ms 4 - 236 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® SA8255P 43.578 ms 4 - 236 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® QCS8450 62.613 ms 5 - 395 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 43.956 ms 4 - 106 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 16.432 ms 4 - 241 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® SA7255P 177.518 ms 5 - 238 MB NPU
YOLOE-Segmentation TFLITE float Qualcomm® SA8295P 48.52 ms 5 - 277 MB NPU
YOLOE-Segmentation TFLITE float Snapdragon® 8 Elite Mobile 16.432 ms 4 - 241 MB NPU
YOLOE-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 11.328 ms 4 - 247 MB NPU
YOLOE-Segmentation TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 6.034 ms 1 - 302 MB NPU
YOLOE-Segmentation TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 12.967 ms 1 - 306 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 46.38 ms 1 - 51 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 8.508 ms 1 - 51 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.893 ms 1 - 32 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® SA8775P 8.092 ms 1 - 232 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® SA8650P 8.092 ms 1 - 232 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® SA8255P 8.092 ms 1 - 232 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® QCS8450 12.967 ms 1 - 306 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 7.802 ms 1 - 51 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 148.261 ms 1 - 248 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 13.644 ms 1 - 229 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 4.883 ms 1 - 230 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® SA7255P 26.74 ms 1 - 230 MB NPU
YOLOE-Segmentation TFLITE w8a8 Qualcomm® SA8295P 14.205 ms 1 - 233 MB NPU
YOLOE-Segmentation TFLITE w8a8 Snapdragon® 8 Elite Mobile 4.883 ms 1 - 230 MB NPU
YOLOE-Segmentation TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.402 ms 0 - 242 MB NPU
YOLOE-Segmentation TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 13.644 ms 1 - 229 MB NPU

License

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

References

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