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Yolo-v6

Object Detection
PyTorch
real_time
android
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v0.55.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.55.0 for changelog.

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  1. README.md +54 -68
README.md CHANGED
@@ -44,74 +44,60 @@ See our repository for [Yolo-v6 on GitHub](https://github.com/qualcomm/ai-hub-mo
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | Yolo-v6 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.994 ms | 5 - 172 MB | NPU
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- | Yolo-v6 | ONNX | float | Snapdragon® 8 Elite Mobile | 4.307 ms | 0 - 170 MB | NPU
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- | Yolo-v6 | ONNX | float | Snapdragon® X2 Elite | 3.763 ms | 14 - 14 MB | NPU
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- | Yolo-v6 | ONNX | float | Snapdragon® X Elite | 8.303 ms | 14 - 14 MB | NPU
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- | Yolo-v6 | ONNX | float | Snapdragon® X Elite | 8.303 ms | 14 - 14 MB | NPU
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- | Yolo-v6 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.491 ms | 5 - 203 MB | NPU
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- | Yolo-v6 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 8.055 ms | 0 - 36 MB | NPU
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- | Yolo-v6 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.307 ms | 0 - 170 MB | NPU
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- | Yolo-v6 | ONNX | float | Qualcomm® QCS9075 | 9.667 ms | 5 - 8 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.838 ms | 0 - 187 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.083 ms | 0 - 181 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Snapdragon® X2 Elite | 2.0 ms | 4 - 4 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Snapdragon® X Elite | 4.473 ms | 3 - 3 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Snapdragon® X Elite | 4.473 ms | 3 - 3 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.655 ms | 0 - 225 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Qualcomm® QCS6490 | 285.768 ms | 40 - 45 MB | CPU
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- | Yolo-v6 | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 4.088 ms | 0 - 7 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Qualcomm® QCM6690 | 148.18 ms | 42 - 50 MB | CPU
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- | Yolo-v6 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 129.709 ms | 48 - 57 MB | CPU
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- | Yolo-v6 | ONNX | w8a16 | Qualcomm® QCS9075 | 4.863 ms | 2 - 5 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.083 ms | 0 - 181 MB | NPU
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- | Yolo-v6 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 129.709 ms | 48 - 57 MB | CPU
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- | Yolo-v6 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.373 ms | 5 - 161 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.762 ms | 5 - 162 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Snapdragon® X2 Elite | 3.497 ms | 5 - 5 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Snapdragon® X Elite | 6.486 ms | 5 - 5 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Snapdragon® X Elite | 6.486 ms | 5 - 5 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.411 ms | 5 - 185 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 6.301 ms | 5 - 6 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Qualcomm® SA8775P | 7.686 ms | 0 - 156 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Qualcomm® SA8775P | 7.686 ms | 0 - 156 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Qualcomm® SA8775P | 7.686 ms | 0 - 156 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.145 ms | 4 - 181 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Qualcomm® SA7255P | 16.21 ms | 1 - 155 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.762 ms | 5 - 162 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Qualcomm® SA8295P | 9.018 ms | 0 - 152 MB | NPU
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- | Yolo-v6 | QNN_DLC | float | Qualcomm® QCS9075 | 7.733 ms | 5 - 11 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.907 ms | 2 - 44 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.103 ms | 2 - 45 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.293 ms | 2 - 2 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® X Elite | 2.343 ms | 2 - 2 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® X Elite | 2.343 ms | 2 - 2 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.436 ms | 2 - 56 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.621 ms | 2 - 6 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.106 ms | 3 - 4 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.604 ms | 0 - 40 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.604 ms | 0 - 40 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.604 ms | 0 - 40 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 17.462 ms | 2 - 153 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 2.85 ms | 2 - 58 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.3 ms | 2 - 153 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.529 ms | 1 - 5 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 5.098 ms | 0 - 37 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.103 ms | 2 - 45 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 3.304 ms | 0 - 36 MB | NPU
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- | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.3 ms | 2 - 153 MB | NPU
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- | Yolo-v6 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.376 ms | 0 - 165 MB | NPU
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- | Yolo-v6 | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.731 ms | 0 - 162 MB | NPU
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- | Yolo-v6 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.439 ms | 0 - 188 MB | NPU
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- | Yolo-v6 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 6.341 ms | 0 - 64 MB | NPU
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- | Yolo-v6 | TFLITE | float | Qualcomm® SA8775P | 7.697 ms | 0 - 164 MB | NPU
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- | Yolo-v6 | TFLITE | float | Qualcomm® SA8775P | 7.697 ms | 0 - 164 MB | NPU
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- | Yolo-v6 | TFLITE | float | Qualcomm® SA8775P | 7.697 ms | 0 - 164 MB | NPU
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- | Yolo-v6 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 9.419 ms | 0 - 185 MB | NPU
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- | Yolo-v6 | TFLITE | float | Qualcomm® SA7255P | 16.262 ms | 0 - 162 MB | NPU
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- | Yolo-v6 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.731 ms | 0 - 162 MB | NPU
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- | Yolo-v6 | TFLITE | float | Qualcomm® SA8295P | 9.092 ms | 0 - 161 MB | NPU
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- | Yolo-v6 | TFLITE | float | Qualcomm® QCS9075 | 7.826 ms | 0 - 18 MB | NPU
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  ## License
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  * The license for the original implementation of Yolo-v6 can be found
 
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
+ | Yolo-v6 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.319 ms | 12 - 203 MB | NPU
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+ | Yolo-v6 | ONNX | float | Snapdragon® X2 Elite | 4.062 ms | 208 - 208 MB | NPU
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+ | Yolo-v6 | ONNX | float | Snapdragon® X Elite | 9.582 ms | 176 - 176 MB | NPU
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+ | Yolo-v6 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.996 ms | 5 - 239 MB | NPU
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+ | Yolo-v6 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 10.516 ms | 0 - 42 MB | NPU
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+ | Yolo-v6 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.569 ms | 1 - 190 MB | NPU
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+ | Yolo-v6 | ONNX | float | Qualcomm® QCS9075 | 10.531 ms | 5 - 50 MB | NPU
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+ | Yolo-v6 | ONNX | float | Qualcomm® QCS8750 | 5.569 ms | 1 - 190 MB | NPU
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+ | Yolo-v6 | ONNX | float | Qualcomm® QCS7181 | 9.582 ms | 176 - 176 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.738 ms | 5 - 184 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Snapdragon® X2 Elite | 3.978 ms | 5 - 5 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Snapdragon® X Elite | 7.14 ms | 5 - 5 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.88 ms | 5 - 210 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® QCS8275 | 18.358 ms | 2 - 176 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 6.795 ms | 5 - 6 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® SA8775P | 8.51 ms | 1 - 176 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® SA8650P | 8.51 ms | 1 - 176 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® SA8255P | 8.51 ms | 1 - 176 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 11.206 ms | 5 - 212 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® SA7255P | 18.358 ms | 2 - 176 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® SA8295P | 9.882 ms | 0 - 175 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.249 ms | 5 - 185 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® QCS9075 | 8.76 ms | 7 - 13 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® QCS8750 | 4.249 ms | 5 - 185 MB | NPU
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+ | Yolo-v6 | QNN_DLC | float | Qualcomm® QCS7181 | 7.14 ms | 5 - 5 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.349 ms | 2 - 72 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.876 ms | 2 - 2 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.928 ms | 2 - 2 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.275 ms | 2 - 91 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 7.216 ms | 1 - 65 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.574 ms | 2 - 4 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.202 ms | 0 - 67 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.202 ms | 0 - 67 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.202 ms | 0 - 67 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 7.216 ms | 1 - 65 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 5.612 ms | 0 - 63 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.728 ms | 0 - 65 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 4.132 ms | 4 - 8 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.851 ms | 2 - 89 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 1.728 ms | 0 - 65 MB | NPU
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+ | Yolo-v6 | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 3.928 ms | 2 - 2 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.718 ms | 0 - 189 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.892 ms | 0 - 213 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® QCS8275 | 18.455 ms | 5 - 189 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 6.885 ms | 0 - 4 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® SA8775P | 8.617 ms | 0 - 186 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® SA8650P | 8.617 ms | 0 - 186 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® SA8255P | 8.617 ms | 0 - 186 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 11.007 ms | 0 - 215 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® SA7255P | 18.455 ms | 5 - 189 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® SA8295P | 10.025 ms | 0 - 182 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.144 ms | 0 - 184 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® QCS9075 | 9.106 ms | 0 - 20 MB | NPU
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+ | Yolo-v6 | TFLITE | float | Qualcomm® QCS8750 | 4.144 ms | 0 - 184 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of Yolo-v6 can be found