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Yolo-v7

Object Detection
PyTorch
bu_auto
real_time
android
Model card Files
xet
 Community

Yolo-v7: Optimized for Qualcomm Devices

YoloV7 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This is based on the implementation of Yolo-v7 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 Yolo-v7 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Model checkpoint: YoloV7 Tiny
  • Input resolution: 640x640
  • Number of parameters: 6.24M
  • Model size (float): 23.8 MB
  • Model size (w8a8): 6.23 MB
  • Model size (w8a16): 6.66 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Yolo-v7 ONNX float Snapdragon® X2 Elite 5.878 ms 5 - 5 MB NPU
Yolo-v7 ONNX float Snapdragon® X Elite 10.79 ms 8 - 8 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 3 Mobile 7.656 ms 6 - 191 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 1 Mobile 17.653 ms 6 - 196 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.555 ms 5 - 22 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS8450 17.653 ms 6 - 196 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 5.93 ms 1 - 172 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite Mobile 6.545 ms 6 - 175 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-9075 12.379 ms 5 - 7 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ Q-8750 6.545 ms 6 - 175 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-X7181 10.79 ms 8 - 8 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X2 Elite 2.005 ms 2 - 2 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X Elite 4.702 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.926 ms 0 - 213 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.265 ms 3 - 221 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 17.674 ms 2 - 5 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.504 ms 0 - 7 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS8450 7.265 ms 3 - 221 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Mobile 2.216 ms 1 - 190 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 4.883 ms 2 - 5 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 5.573 ms 3 - 188 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.742 ms 0 - 197 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 35.506 ms 3 - 221 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 5.573 ms 3 - 188 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.216 ms 1 - 190 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.702 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X2 Elite 1.065 ms 1 - 1 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X Elite 2.449 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.518 ms 0 - 80 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 3.233 ms 0 - 80 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 8.579 ms 1 - 4 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.332 ms 0 - 8 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS8450 3.233 ms 0 - 80 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Mobile 1.229 ms 0 - 60 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 3.457 ms 2 - 172 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 2.57 ms 0 - 3 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.984 ms 0 - 62 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 15.365 ms 2 - 175 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 3.457 ms 2 - 172 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 1.229 ms 0 - 60 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 2.449 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X2 Elite 6.288 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X Elite 10.096 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 6.932 ms 5 - 184 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 16.116 ms 5 - 183 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8275 23.377 ms 0 - 156 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.412 ms 5 - 6 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8775P 11.512 ms 1 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8650P 11.512 ms 1 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8255P 11.512 ms 1 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8450 16.116 ms 5 - 183 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 5.649 ms 5 - 165 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Mobile 6.346 ms 0 - 155 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 11.366 ms 5 - 11 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA7255P 23.377 ms 0 - 156 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8295P 13.304 ms 0 - 152 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 6.346 ms 0 - 155 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 10.096 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X2 Elite 1.994 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X Elite 4.001 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.53 ms 2 - 195 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 5.739 ms 2 - 202 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 15.154 ms 3 - 7 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8275 8.587 ms 1 - 165 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.593 ms 2 - 89 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8775P 4.282 ms 0 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8650P 4.282 ms 0 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8255P 4.282 ms 0 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8450 5.739 ms 2 - 202 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.895 ms 2 - 167 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 3.949 ms 1 - 5 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8295P 5.269 ms 2 - 171 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.85 ms 1 - 171 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.562 ms 2 - 175 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 32.38 ms 3 - 170 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.85 ms 1 - 171 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.895 ms 2 - 167 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.001 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA7255P 8.587 ms 1 - 165 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X2 Elite 0.981 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X Elite 2.299 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.329 ms 1 - 58 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 2.836 ms 1 - 62 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 8.42 ms 3 - 6 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8275 4.323 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.047 ms 1 - 3 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8775P 2.407 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8650P 2.407 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8255P 2.407 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8450 2.836 ms 1 - 62 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 1.026 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.348 ms 1 - 158 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 2.142 ms 0 - 3 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8295P 3.335 ms 1 - 38 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA7255P 4.323 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.775 ms 1 - 40 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 14.317 ms 1 - 160 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 3.348 ms 1 - 158 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 1.026 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 2.299 ms 1 - 1 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 3 Mobile 6.956 ms 0 - 187 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 1 Mobile 16.297 ms 1 - 187 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8275 23.526 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.36 ms 1 - 3 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8775P 11.556 ms 1 - 163 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8650P 11.556 ms 1 - 163 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8255P 11.556 ms 1 - 163 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8450 16.297 ms 1 - 187 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.712 ms 1 - 167 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Mobile 6.31 ms 1 - 161 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ IQ-9075 11.288 ms 1 - 20 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA7255P 23.526 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8295P 13.328 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ Q-8750 6.31 ms 1 - 161 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.403 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 3.014 ms 0 - 67 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 8.252 ms 0 - 10 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8275 4.594 ms 0 - 43 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.061 ms 0 - 52 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8775P 2.55 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8650P 2.55 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8255P 2.55 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8450 3.014 ms 0 - 67 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Mobile 1.106 ms 0 - 73 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 3.488 ms 0 - 164 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 2.324 ms 0 - 9 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8295P 3.631 ms 0 - 42 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA7255P 4.594 ms 0 - 43 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.89 ms 0 - 85 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 13.939 ms 0 - 157 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 3.488 ms 0 - 164 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 1.106 ms 0 - 73 MB NPU

License

  • The license for the original implementation of Yolo-v7 can be found here.

References

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Paper for qualcomm/Yolo-v7