YOLO26-Pose: Optimized for Qualcomm Devices

Ultralytics YOLO26-Pose is a machine learning model that predicts human body keypoints and bounding boxes in an image.

This is based on the implementation of YOLO26-Pose 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-Pose on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.pose_estimation

Model Stats:

  • Model checkpoint: YOLO26-N-Pose
  • Input resolution: 640x640
  • Number of parameters: 2.97M
  • Model size (float): 11.4 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLO26-Pose ONNX float Snapdragon® X2 Elite 4.745 ms 208 - 208 MB NPU
YOLO26-Pose ONNX float Snapdragon® X Elite 10.151 ms 145 - 145 MB NPU
YOLO26-Pose ONNX float Snapdragon® 8 Gen 3 Mobile 6.894 ms 9 - 204 MB NPU
YOLO26-Pose ONNX float Snapdragon® 8 Gen 1 Mobile 18.053 ms 1 - 212 MB NPU
YOLO26-Pose ONNX float Qualcomm® QCS8550 (Proxy) 9.892 ms 6 - 10 MB NPU
YOLO26-Pose ONNX float Qualcomm® QCS8450 18.053 ms 1 - 212 MB NPU
YOLO26-Pose ONNX float Snapdragon® 8 Elite Mobile 4.763 ms 6 - 187 MB NPU
YOLO26-Pose ONNX float Snapdragon® 8 Elite Gen 5 Mobile 4.362 ms 5 - 184 MB NPU
YOLO26-Pose ONNX float Qualcomm® QCS9075 15.466 ms 7 - 53 MB NPU
YOLO26-Pose ONNX float Qualcomm® QCS8750 4.763 ms 6 - 187 MB NPU
YOLO26-Pose ONNX float Qualcomm® QCS7181 10.151 ms 145 - 145 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® X2 Elite 2.633 ms 210 - 210 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® X Elite 6.658 ms 179 - 179 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.838 ms 0 - 223 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.955 ms 4 - 225 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® QCS6490 19.36 ms 1 - 48 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® QCS8550 (Proxy) 6.287 ms 2 - 15 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® QCS8450 7.955 ms 4 - 225 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® QCS9075 6.9 ms 2 - 48 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.472 ms 0 - 90 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 8 Elite Mobile 2.821 ms 0 - 93 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 10.248 ms 4 - 213 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® QCM6690 31.862 ms 4 - 210 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® QCS7790 10.248 ms 4 - 213 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® QCS8750 2.821 ms 0 - 93 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® QCS7181 6.658 ms 179 - 179 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® X2 Elite 3.364 ms 5 - 5 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® X Elite 6.398 ms 5 - 5 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® 8 Gen 3 Mobile 4.127 ms 5 - 197 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® 8 Gen 1 Mobile 10.262 ms 4 - 214 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® QCS8275 16.752 ms 1 - 167 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® QCS8550 (Proxy) 5.764 ms 5 - 6 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® QCS8450 10.262 ms 4 - 214 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® 8 Elite Mobile 3.081 ms 0 - 163 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® SA8295P 10.509 ms 0 - 185 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.595 ms 5 - 193 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® SA7255P 16.752 ms 1 - 167 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® QCS9075 7.707 ms 5 - 13 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® QCS8750 3.081 ms 0 - 163 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® QCS7181 6.398 ms 5 - 5 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® X2 Elite 2.74 ms 2 - 2 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® X Elite 5.429 ms 2 - 2 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.226 ms 2 - 215 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® QCS8275 9.155 ms 1 - 186 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.952 ms 0 - 17 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® QCS9075 6.049 ms 0 - 5 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.328 ms 2 - 199 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.592 ms 2 - 189 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 6.061 ms 2 - 196 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® QCM6690 23.849 ms 2 - 189 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® SA7255P 9.155 ms 1 - 186 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® QCS7790 6.061 ms 2 - 196 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® QCS8750 2.592 ms 2 - 189 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® QCS7181 5.429 ms 2 - 2 MB NPU
YOLO26-Pose TFLITE float Snapdragon® 8 Gen 3 Mobile 5.36 ms 2 - 225 MB NPU
YOLO26-Pose TFLITE float Snapdragon® 8 Gen 1 Mobile 14.425 ms 2 - 234 MB NPU
YOLO26-Pose TFLITE float Qualcomm® QCS8275 18.524 ms 2 - 190 MB NPU
YOLO26-Pose TFLITE float Qualcomm® QCS8550 (Proxy) 7.715 ms 0 - 3 MB NPU
YOLO26-Pose TFLITE float Qualcomm® SA8775P 24.215 ms 0 - 32 MB GPU
YOLO26-Pose TFLITE float Qualcomm® SA8650P 24.215 ms 0 - 32 MB GPU
YOLO26-Pose TFLITE float Qualcomm® SA8255P 24.215 ms 0 - 32 MB GPU
YOLO26-Pose TFLITE float Qualcomm® QCS8450 14.425 ms 2 - 234 MB NPU
YOLO26-Pose TFLITE float Snapdragon® 8 Elite Mobile 3.842 ms 0 - 181 MB NPU
YOLO26-Pose TFLITE float Qualcomm® SA8295P 12.614 ms 0 - 204 MB NPU
YOLO26-Pose TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 3.229 ms 0 - 189 MB NPU
YOLO26-Pose TFLITE float Qualcomm® SA7255P 18.524 ms 2 - 190 MB NPU
YOLO26-Pose TFLITE float Qualcomm® QCS9075 9.303 ms 1 - 18 MB NPU
YOLO26-Pose TFLITE float Qualcomm® QCS8750 3.842 ms 0 - 181 MB NPU

License

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

References

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