v0.53.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.
README.md
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@@ -44,80 +44,104 @@ See our repository for [YOLOv11-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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| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.
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| YOLOv11-Detection | ONNX | float | Snapdragon®
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| YOLOv11-Detection | ONNX | float | Snapdragon®
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| YOLOv11-Detection | ONNX | float | Snapdragon®
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| YOLOv11-Detection | ONNX | float |
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| YOLOv11-Detection | ONNX | float |
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| YOLOv11-Detection | ONNX | float |
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| YOLOv11-Detection | ONNX |
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| YOLOv11-Detection | ONNX |
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon®
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8
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| YOLOv11-Detection | ONNX | w8a16 |
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| YOLOv11-Detection | ONNX | w8a16 |
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| YOLOv11-Detection | ONNX | w8a16 |
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| YOLOv11-Detection | ONNX | w8a16 |
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| YOLOv11-Detection | ONNX | w8a16 |
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| YOLOv11-Detection | ONNX | w8a16 |
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| YOLOv11-Detection | ONNX |
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| YOLOv11-Detection | ONNX |
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| YOLOv11-Detection | ONNX |
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| YOLOv11-Detection | ONNX |
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| YOLOv11-Detection | ONNX |
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 |
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 |
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 |
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon®
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon®
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| YOLOv11-Detection |
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| YOLOv11-Detection |
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| YOLOv11-Detection |
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| YOLOv11-Detection |
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| YOLOv11-Detection |
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| YOLOv11-Detection |
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| YOLOv11-Detection |
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| YOLOv11-Detection |
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| YOLOv11-Detection | QNN_DLC | float |
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| YOLOv11-Detection | QNN_DLC | float |
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| YOLOv11-Detection | QNN_DLC | float |
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| YOLOv11-Detection | QNN_DLC | float | Snapdragon®
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | QNN_DLC |
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| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.725 ms | 0 - 44 MB | NPU
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| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8
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| YOLOv11-Detection | TFLITE | w8a8 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm®
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm®
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm®
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm®
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm®
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm®
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm®
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm®
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| YOLOv11-Detection | TFLITE | w8a8 |
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| YOLOv11-Detection | TFLITE | w8a8 |
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## License
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* The license for the original implementation of YOLOv11-Detection can be found
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## Performance Summary
|
| 45 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 46 |
|---|---|---|---|---|---|---
|
| 47 |
+
| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.874 ms | 1 - 210 MB | NPU
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| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.331 ms | 0 - 210 MB | NPU
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| YOLOv11-Detection | ONNX | float | Snapdragon® X2 Elite | 3.21 ms | 3 - 3 MB | NPU
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| YOLOv11-Detection | ONNX | float | Snapdragon® X Elite | 6.785 ms | 5 - 5 MB | NPU
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| YOLOv11-Detection | ONNX | float | Snapdragon® X Elite | 6.785 ms | 5 - 5 MB | NPU
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| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.56 ms | 5 - 235 MB | NPU
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| YOLOv11-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.279 ms | 5 - 15 MB | NPU
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| YOLOv11-Detection | ONNX | float | Qualcomm® QCS9075 | 7.375 ms | 5 - 8 MB | NPU
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| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.331 ms | 0 - 210 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.259 ms | 0 - 82 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.504 ms | 0 - 73 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.429 ms | 0 - 0 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.865 ms | 2 - 2 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.865 ms | 2 - 2 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.331 ms | 2 - 222 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 321.686 ms | 94 - 99 MB | CPU
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| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.365 ms | 2 - 7 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 6.395 ms | 2 - 5 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 165.626 ms | 84 - 93 MB | CPU
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.504 ms | 0 - 73 MB | NPU
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 146.559 ms | 101 - 111 MB | CPU
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| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 146.559 ms | 101 - 111 MB | CPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.538 ms | 5 - 357 MB | NPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Mobile | 9.697 ms | 2 - 352 MB | NPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X2 Elite | 11.458 ms | 6 - 6 MB | NPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X Elite | 17.704 ms | 5 - 5 MB | NPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X Elite | 17.704 ms | 5 - 5 MB | NPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 11.718 ms | 5 - 653 MB | NPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS6490 | 144.565 ms | 62 - 71 MB | CPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 16.664 ms | 0 - 11 MB | NPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS9075 | 21.304 ms | 4 - 6 MB | NPU
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| 78 |
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCM6690 | 83.893 ms | 53 - 65 MB | CPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 9.697 ms | 2 - 352 MB | NPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 75.344 ms | 70 - 82 MB | CPU
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| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 75.344 ms | 70 - 82 MB | CPU
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| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.933 ms | 3 - 197 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.32 ms | 5 - 191 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.57 ms | 5 - 5 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.451 ms | 5 - 5 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.451 ms | 5 - 5 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.957 ms | 0 - 210 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 12.941 ms | 1 - 185 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 4.086 ms | 5 - 8 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.408 ms | 1 - 183 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.408 ms | 1 - 183 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.408 ms | 1 - 183 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 5.034 ms | 5 - 11 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 8.531 ms | 5 - 198 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA7255P | 12.941 ms | 1 - 185 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8295P | 8.794 ms | 0 - 168 MB | NPU
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| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.32 ms | 5 - 191 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.729 ms | 2 - 185 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.922 ms | 2 - 181 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.157 ms | 2 - 2 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.603 ms | 2 - 2 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.603 ms | 2 - 2 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.854 ms | 2 - 198 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 7.827 ms | 2 - 175 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 4.245 ms | 3 - 4 MB | NPU
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| 106 |
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| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.832 ms | 1 - 177 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.832 ms | 1 - 177 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.832 ms | 1 - 177 MB | NPU
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| 109 |
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| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 4.77 ms | 2 - 6 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 18.306 ms | 2 - 180 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 7.827 ms | 2 - 175 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.922 ms | 2 - 181 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.496 ms | 2 - 183 MB | NPU
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| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.496 ms | 2 - 183 MB | NPU
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| 115 |
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| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.612 ms | 0 - 89 MB | NPU
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| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.988 ms | 0 - 79 MB | NPU
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| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.691 ms | 0 - 108 MB | NPU
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| 118 |
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| YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.402 ms | 0 - 80 MB | NPU
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| 119 |
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| YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.754 ms | 0 - 2 MB | NPU
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| 120 |
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| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8775P | 5.196 ms | 0 - 87 MB | NPU
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| 121 |
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| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8775P | 5.196 ms | 0 - 87 MB | NPU
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| 122 |
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| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8775P | 5.196 ms | 0 - 87 MB | NPU
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| 123 |
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| YOLOv11-Detection | TFLITE | float | Qualcomm® QCS9075 | 4.761 ms | 0 - 13 MB | NPU
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| 124 |
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| YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.299 ms | 0 - 79 MB | NPU
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| 125 |
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| YOLOv11-Detection | TFLITE | float | Qualcomm® SA7255P | 12.402 ms | 0 - 80 MB | NPU
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| 126 |
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| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8295P | 8.095 ms | 0 - 54 MB | NPU
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| 127 |
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| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.988 ms | 0 - 79 MB | NPU
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| 128 |
| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.725 ms | 0 - 44 MB | NPU
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| 129 |
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| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.815 ms | 0 - 44 MB | NPU
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| 130 |
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| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.096 ms | 0 - 52 MB | NPU
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| 131 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS6490 | 3.709 ms | 0 - 6 MB | NPU
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| 132 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 3.395 ms | 0 - 39 MB | NPU
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| 133 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.641 ms | 0 - 9 MB | NPU
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| 134 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 2.062 ms | 0 - 43 MB | NPU
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| 135 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 2.062 ms | 0 - 43 MB | NPU
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| 136 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 2.062 ms | 0 - 43 MB | NPU
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| 137 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS9075 | 2.013 ms | 0 - 6 MB | NPU
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| 138 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCM6690 | 7.611 ms | 0 - 165 MB | NPU
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| 139 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.901 ms | 0 - 54 MB | NPU
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| 140 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 3.395 ms | 0 - 39 MB | NPU
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| 141 |
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| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 2.449 ms | 0 - 38 MB | NPU
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| 142 |
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| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.815 ms | 0 - 44 MB | NPU
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| 143 |
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| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.687 ms | 0 - 155 MB | NPU
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| 144 |
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| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.687 ms | 0 - 155 MB | NPU
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| 146 |
## License
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| 147 |
* The license for the original implementation of YOLOv11-Detection can be found
|