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YOLOv10-Detection

Object Detection
PyTorch
real_time
android
Model card Files
xet
 Community
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v0.50.2

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See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

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  1. README.md +58 -60
README.md CHANGED
@@ -44,67 +44,65 @@ See our repository for [YOLOv10-Detection on GitHub](https://github.com/qualcomm
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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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- | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.721 ms | 1 - 220 MB | NPU
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  | YOLOv10-Detection | ONNX | float | Snapdragon® X2 Elite | 3.092 ms | 3 - 3 MB | NPU
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- | YOLOv10-Detection | ONNX | float | Snapdragon® X Elite | 6.69 ms | 5 - 5 MB | NPU
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- | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.834 ms | 2 - 275 MB | NPU
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- | YOLOv10-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.129 ms | 5 - 11 MB | NPU
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- | YOLOv10-Detection | ONNX | float | Qualcomm® QCS9075 | 7.015 ms | 5 - 7 MB | NPU
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- | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.056 ms | 1 - 224 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.074 ms | 0 - 79 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.242 ms | 0 - 0 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.548 ms | 2 - 2 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.158 ms | 0 - 105 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 328.145 ms | 66 - 71 MB | CPU
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- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.068 ms | 2 - 7 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 6.097 ms | 2 - 5 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 168.745 ms | 58 - 67 MB | CPU
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- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.297 ms | 0 - 72 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 149.11 ms | 68 - 77 MB | CPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.353 ms | 9 - 323 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X2 Elite | 6.739 ms | 10 - 10 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X Elite | 14.143 ms | 8 - 8 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 8.525 ms | 9 - 242 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS6490 | 142.78 ms | 60 - 71 MB | CPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 11.826 ms | 7 - 12 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS9075 | 16.348 ms | 7 - 10 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCM6690 | 81.311 ms | 63 - 74 MB | CPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.446 ms | 6 - 193 MB | NPU
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- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 71.621 ms | 62 - 73 MB | CPU
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- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.875 ms | 3 - 190 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.54 ms | 5 - 5 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.383 ms | 5 - 5 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.951 ms | 0 - 210 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 13.092 ms | 1 - 183 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.96 ms | 5 - 103 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.425 ms | 0 - 183 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 5.105 ms | 5 - 11 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.151 ms | 4 - 197 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA7255P | 13.092 ms | 1 - 183 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8295P | 8.883 ms | 0 - 167 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.203 ms | 5 - 186 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.8 ms | 2 - 183 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.194 ms | 2 - 2 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.678 ms | 2 - 2 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.006 ms | 0 - 199 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 8.172 ms | 0 - 173 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 4.299 ms | 2 - 4 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.92 ms | 1 - 176 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 4.826 ms | 0 - 4 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 19.461 ms | 2 - 183 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 8.172 ms | 0 - 173 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.123 ms | 2 - 178 MB | NPU
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- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.532 ms | 2 - 177 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.582 ms | 0 - 91 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.647 ms | 0 - 114 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.567 ms | 0 - 81 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.58 ms | 0 - 2 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8775P | 20.919 ms | 0 - 83 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS9075 | 4.828 ms | 0 - 13 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.759 ms | 0 - 196 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Qualcomm® SA7255P | 12.567 ms | 0 - 81 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8295P | 8.154 ms | 0 - 170 MB | NPU
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- | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.982 ms | 0 - 94 MB | NPU
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  ## License
110
  * The license for the original implementation of YOLOv10-Detection can be found
 
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
+ | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.724 ms | 1 - 220 MB | NPU
48
  | YOLOv10-Detection | ONNX | float | Snapdragon® X2 Elite | 3.092 ms | 3 - 3 MB | NPU
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+ | YOLOv10-Detection | ONNX | float | Snapdragon® X Elite | 6.641 ms | 5 - 5 MB | NPU
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+ | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.827 ms | 0 - 273 MB | NPU
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+ | YOLOv10-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.129 ms | 5 - 9 MB | NPU
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+ | YOLOv10-Detection | ONNX | float | Qualcomm® QCS9075 | 6.995 ms | 5 - 7 MB | NPU
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+ | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.065 ms | 0 - 223 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.101 ms | 0 - 80 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.241 ms | 0 - 0 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.577 ms | 2 - 2 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.159 ms | 0 - 105 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 334.821 ms | 66 - 71 MB | CPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.08 ms | 2 - 6 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 5.896 ms | 2 - 5 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 168.921 ms | 57 - 66 MB | CPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.302 ms | 0 - 79 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 149.95 ms | 70 - 79 MB | CPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.216 ms | 8 - 320 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X2 Elite | 6.664 ms | 10 - 10 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X Elite | 14.842 ms | 8 - 8 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 8.453 ms | 8 - 239 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS6490 | 142.685 ms | 58 - 69 MB | CPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 11.741 ms | 5 - 43 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS9075 | 16.499 ms | 7 - 10 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCM6690 | 79.556 ms | 53 - 64 MB | CPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.378 ms | 6 - 192 MB | NPU
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+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 71.336 ms | 69 - 80 MB | CPU
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+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.869 ms | 0 - 185 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.559 ms | 5 - 5 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.367 ms | 5 - 5 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.952 ms | 0 - 211 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.984 ms | 5 - 7 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.442 ms | 0 - 184 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 5.129 ms | 5 - 11 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.199 ms | 3 - 200 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8295P | 8.881 ms | 0 - 167 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.199 ms | 0 - 186 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.767 ms | 2 - 184 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.188 ms | 2 - 2 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.664 ms | 2 - 2 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.022 ms | 2 - 202 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 8.182 ms | 2 - 176 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 4.29 ms | 0 - 5 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.919 ms | 0 - 177 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 4.922 ms | 0 - 4 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 18.813 ms | 2 - 183 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 8.182 ms | 2 - 176 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.109 ms | 2 - 180 MB | NPU
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+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.52 ms | 2 - 180 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.579 ms | 0 - 91 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.647 ms | 0 - 116 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.57 ms | 0 - 81 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.578 ms | 0 - 2 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8775P | 5.102 ms | 0 - 84 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS9075 | 4.817 ms | 0 - 13 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.707 ms | 0 - 197 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Qualcomm® SA7255P | 12.57 ms | 0 - 81 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8295P | 8.136 ms | 0 - 170 MB | NPU
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+ | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.99 ms | 0 - 83 MB | NPU
 
 
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  ## License
108
  * The license for the original implementation of YOLOv10-Detection can be found