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YOLO26-Detection

Object Detection
PyTorch
real_time
android
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xet
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YOLO26-Detection: Optimized for Qualcomm Devices

Ultralytics YOLO26 is a machine learning model that predicts bounding boxes and classes of objects in an image.

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

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Model checkpoint: YOLO26-N
  • Input resolution: 640x640
  • Number of parameters: 2.4M
  • Model size (float): 9.2 MB
  • Model size (w8a16): 3.2 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLO26-Detection ONNX float Snapdragon® X2 Elite 4.371 ms 5 - 5 MB NPU
YOLO26-Detection ONNX float Snapdragon® X Elite 9.726 ms 10 - 10 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 6.289 ms 5 - 204 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 16.751 ms 5 - 220 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.032 ms 0 - 11 MB NPU
YOLO26-Detection ONNX float Qualcomm® QCS8450 16.751 ms 5 - 220 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 10.521 ms 5 - 7 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 9.726 ms 10 - 10 MB NPU
YOLO26-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.224 ms 0 - 174 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite Mobile 4.224 ms 0 - 174 MB NPU
YOLO26-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 4.018 ms 1 - 176 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X2 Elite 2.439 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® X Elite 5.816 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.513 ms 0 - 223 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.587 ms 3 - 225 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 16.97 ms 2 - 5 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.486 ms 2 - 118 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® QCS8450 7.587 ms 3 - 225 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 7.128 ms 2 - 5 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.816 ms 2 - 2 MB NPU
YOLO26-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.596 ms 1 - 82 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.596 ms 1 - 82 MB NPU
YOLO26-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.284 ms 1 - 85 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X2 Elite 2.819 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® X Elite 4.848 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.355 ms 5 - 185 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.873 ms 5 - 198 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8275 13.112 ms 1 - 156 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.498 ms 5 - 13 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8775P 5.81 ms 0 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8650P 5.81 ms 0 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8255P 5.81 ms 0 - 157 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® QCS8450 8.873 ms 5 - 198 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.584 ms 5 - 11 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.848 ms 5 - 5 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.639 ms 0 - 160 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA7255P 13.112 ms 1 - 156 MB NPU
YOLO26-Detection QNN_DLC float Qualcomm® SA8295P 9.389 ms 0 - 168 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.639 ms 0 - 160 MB NPU
YOLO26-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.242 ms 0 - 158 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.315 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.781 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.001 ms 2 - 202 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8275 8.101 ms 0 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.379 ms 2 - 4 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8775P 5.007 ms 1 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8650P 5.007 ms 1 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA8255P 5.007 ms 1 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.759 ms 2 - 6 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.781 ms 2 - 2 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 18.782 ms 2 - 181 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.359 ms 2 - 183 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.244 ms 2 - 184 MB NPU
YOLO26-Detection QNN_DLC w8a16 Qualcomm® SA7255P 8.101 ms 0 - 177 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.244 ms 2 - 184 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.936 ms 2 - 186 MB NPU
YOLO26-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.359 ms 2 - 183 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 4.194 ms 0 - 193 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 10.954 ms 0 - 205 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ QCS8275 14.313 ms 0 - 165 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.77 ms 0 - 2 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8775P 7.137 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8650P 7.137 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8255P 7.137 ms 0 - 169 MB NPU
YOLO26-Detection TFLITE float Qualcomm® QCS8450 10.954 ms 0 - 205 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.806 ms 0 - 21 MB NPU
YOLO26-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 3.164 ms 0 - 161 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA7255P 14.313 ms 0 - 165 MB NPU
YOLO26-Detection TFLITE float Qualcomm® SA8295P 10.994 ms 0 - 177 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Mobile 3.164 ms 0 - 161 MB NPU
YOLO26-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.671 ms 0 - 168 MB NPU

License

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

References

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