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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
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v0.40.0

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See https://github.com/quic/ai-hub-models/releases/v0.40.0 for changelog.

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  1. README.md +102 -111
README.md CHANGED
@@ -38,117 +38,108 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | YOLOv8-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 13.395 ms | 0 - 66 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 12.977 ms | 0 - 95 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 6.2 ms | 0 - 41 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 7.663 ms | 5 - 41 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.453 ms | 0 - 38 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.312 ms | 3 - 83 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.416 ms | 0 - 105 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.956 ms | 0 - 65 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.953 ms | 2 - 101 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 13.395 ms | 0 - 66 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 12.977 ms | 0 - 95 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.439 ms | 0 - 38 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.314 ms | 0 - 78 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 7.217 ms | 0 - 34 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.161 ms | 4 - 35 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.442 ms | 0 - 38 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.305 ms | 5 - 86 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.956 ms | 0 - 65 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.953 ms | 2 - 101 MB | NPU | -- |
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- | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.545 ms | 0 - 88 MB | NPU | -- |
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- | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.446 ms | 5 - 229 MB | NPU | -- |
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- | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.566 ms | 5 - 189 MB | NPU | -- |
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- | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 1.999 ms | 0 - 73 MB | NPU | -- |
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- | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.849 ms | 5 - 136 MB | NPU | -- |
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- | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 3.484 ms | 1 - 90 MB | NPU | -- |
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- | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.621 ms | 0 - 66 MB | NPU | -- |
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- | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.435 ms | 5 - 121 MB | NPU | -- |
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- | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.413 ms | 5 - 97 MB | NPU | -- |
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- | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.715 ms | 168 - 168 MB | NPU | -- |
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- | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.505 ms | 5 - 5 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.4 ms | 1 - 30 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.051 ms | 2 - 43 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.194 ms | 2 - 17 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 43.133 ms | 12 - 160 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.778 ms | 1 - 31 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 11.46 ms | 0 - 34 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 164.237 ms | 61 - 76 MB | CPU | -- |
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- | YOLOv8-Detection | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 137.605 ms | 57 - 64 MB | CPU | -- |
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- | YOLOv8-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.4 ms | 1 - 30 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.178 ms | 2 - 12 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.347 ms | 2 - 38 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.196 ms | 2 - 16 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.778 ms | 1 - 31 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.119 ms | 2 - 41 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 36.347 ms | 2 - 1809 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.477 ms | 2 - 35 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 33.012 ms | 23 - 769 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | QNN_DLC | 4.364 ms | 2 - 43 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | ONNX | 155.254 ms | 63 - 80 MB | CPU | -- |
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- | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.213 ms | 2 - 35 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 31.622 ms | 6 - 732 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.581 ms | 1 - 1 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 46.234 ms | 25 - 25 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.104 ms | 0 - 24 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.069 ms | 1 - 26 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.605 ms | 0 - 39 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.572 ms | 1 - 36 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.417 ms | 0 - 15 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.324 ms | 1 - 16 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 2.481 ms | 0 - 20 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.827 ms | 0 - 24 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.708 ms | 1 - 25 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.739 ms | 0 - 32 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 4.316 ms | 0 - 33 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 41.382 ms | 20 - 38 MB | CPU | -- |
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- | YOLOv8-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 45.015 ms | 3 - 12 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 50.731 ms | 14 - 19 MB | CPU | -- |
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- | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.104 ms | 0 - 24 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.069 ms | 1 - 26 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.403 ms | 0 - 15 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.323 ms | 1 - 17 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.242 ms | 0 - 30 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.153 ms | 1 - 31 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.403 ms | 0 - 15 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.328 ms | 0 - 15 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.827 ms | 0 - 24 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.708 ms | 1 - 25 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.919 ms | 0 - 34 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.911 ms | 1 - 43 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.709 ms | 0 - 89 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.721 ms | 0 - 28 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.657 ms | 1 - 33 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 1.352 ms | 0 - 74 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | TFLITE | 1.459 ms | 0 - 32 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | QNN_DLC | 1.484 ms | 1 - 34 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | ONNX | 38.4 ms | 22 - 40 MB | CPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.657 ms | 0 - 32 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.58 ms | 1 - 34 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 1.22 ms | 0 - 74 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.564 ms | 6 - 6 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.569 ms | 2 - 2 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.352 ms | 0 - 25 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.058 ms | 2 - 11 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 47.916 ms | 20 - 153 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.6 ms | 1 - 26 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 128.231 ms | 50 - 65 MB | CPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 113.583 ms | 55 - 62 MB | CPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.352 ms | 0 - 25 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.06 ms | 2 - 12 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.053 ms | 2 - 13 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.6 ms | 1 - 26 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.382 ms | 2 - 40 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 36.427 ms | 2 - 1563 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.996 ms | 2 - 36 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 29.66 ms | 26 - 765 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | QNN_DLC | 2.439 ms | 2 - 34 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | ONNX | 133.137 ms | 56 - 75 MB | CPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.821 ms | 2 - 35 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 30.635 ms | 6 - 736 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.342 ms | 2 - 2 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 45.628 ms | 25 - 25 MB | NPU | -- |
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
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+ | YOLOv8-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 13.467 ms | 0 - 81 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 13.009 ms | 0 - 120 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 6.131 ms | 0 - 40 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 7.56 ms | 5 - 41 MB | NPU | -- |
45
+ | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.473 ms | 0 - 82 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.301 ms | 0 - 66 MB | NPU | -- |
47
+ | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.338 ms | 0 - 59 MB | NPU | -- |
48
+ | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 20.509 ms | 0 - 81 MB | NPU | -- |
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+ | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.904 ms | 1 - 105 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 13.467 ms | 0 - 81 MB | NPU | -- |
51
+ | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 13.009 ms | 0 - 120 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.488 ms | 0 - 88 MB | NPU | -- |
53
+ | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.287 ms | 5 - 83 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 7.219 ms | 0 - 34 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.175 ms | 0 - 32 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.484 ms | 0 - 87 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.296 ms | 5 - 79 MB | NPU | -- |
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+ | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 20.509 ms | 0 - 81 MB | NPU | -- |
59
+ | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.904 ms | 1 - 105 MB | NPU | -- |
60
+ | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.586 ms | 0 - 162 MB | NPU | -- |
61
+ | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.453 ms | 5 - 261 MB | NPU | -- |
62
+ | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.454 ms | 0 - 102 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.039 ms | 0 - 87 MB | NPU | -- |
64
+ | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.862 ms | 5 - 107 MB | NPU | -- |
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+ | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.905 ms | 2 - 85 MB | NPU | -- |
66
+ | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.565 ms | 0 - 82 MB | NPU | -- |
67
+ | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.461 ms | 5 - 128 MB | NPU | -- |
68
+ | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.422 ms | 1 - 69 MB | NPU | -- |
69
+ | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.702 ms | 141 - 141 MB | NPU | -- |
70
+ | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.607 ms | 5 - 5 MB | NPU | -- |
71
+ | YOLOv8-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.289 ms | 2 - 32 MB | NPU | -- |
72
+ | YOLOv8-Detection | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.948 ms | 2 - 43 MB | NPU | -- |
73
+ | YOLOv8-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.173 ms | 2 - 13 MB | NPU | -- |
74
+ | YOLOv8-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.112 ms | 1 - 56 MB | NPU | -- |
75
+ | YOLOv8-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.762 ms | 2 - 31 MB | NPU | -- |
76
+ | YOLOv8-Detection | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 164.771 ms | 65 - 79 MB | CPU | -- |
77
+ | YOLOv8-Detection | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 136.502 ms | 62 - 66 MB | CPU | -- |
78
+ | YOLOv8-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.289 ms | 2 - 32 MB | NPU | -- |
79
+ | YOLOv8-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.18 ms | 1 - 13 MB | NPU | -- |
80
+ | YOLOv8-Detection | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.345 ms | 2 - 41 MB | NPU | -- |
81
+ | YOLOv8-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.185 ms | 2 - 13 MB | NPU | -- |
82
+ | YOLOv8-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.762 ms | 2 - 31 MB | NPU | -- |
83
+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.105 ms | 2 - 38 MB | NPU | -- |
84
+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.068 ms | 0 - 106 MB | NPU | -- |
85
+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.476 ms | 2 - 38 MB | NPU | -- |
86
+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.392 ms | 0 - 76 MB | NPU | -- |
87
+ | YOLOv8-Detection | w8a16 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | QNN_DLC | 3.763 ms | 2 - 41 MB | NPU | -- |
88
+ | YOLOv8-Detection | w8a16 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | ONNX | 155.884 ms | 67 - 84 MB | CPU | -- |
89
+ | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.201 ms | 2 - 40 MB | NPU | -- |
90
+ | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.147 ms | 1 - 78 MB | NPU | -- |
91
+ | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.568 ms | 5 - 5 MB | NPU | -- |
92
+ | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.257 ms | 2 - 2 MB | NPU | -- |
93
+ | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.182 ms | 0 - 24 MB | NPU | -- |
94
+ | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.047 ms | 1 - 25 MB | NPU | -- |
95
+ | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.585 ms | 0 - 35 MB | NPU | -- |
96
+ | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.595 ms | 1 - 33 MB | NPU | -- |
97
+ | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.416 ms | 0 - 14 MB | NPU | -- |
98
+ | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.308 ms | 1 - 15 MB | NPU | -- |
99
+ | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 2.196 ms | 0 - 45 MB | NPU | -- |
100
+ | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.865 ms | 0 - 24 MB | NPU | -- |
101
+ | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.678 ms | 1 - 25 MB | NPU | -- |
102
+ | YOLOv8-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.697 ms | 0 - 32 MB | NPU | -- |
103
+ | YOLOv8-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 4.409 ms | 0 - 33 MB | NPU | -- |
104
+ | YOLOv8-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 40.749 ms | 22 - 38 MB | CPU | -- |
105
+ | YOLOv8-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 43.901 ms | 3 - 11 MB | NPU | -- |
106
+ | YOLOv8-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 36.395 ms | 21 - 27 MB | CPU | -- |
107
+ | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.182 ms | 0 - 24 MB | NPU | -- |
108
+ | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.047 ms | 1 - 25 MB | NPU | -- |
109
+ | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.41 ms | 0 - 15 MB | NPU | -- |
110
+ | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.311 ms | 1 - 16 MB | NPU | -- |
111
+ | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.245 ms | 0 - 31 MB | NPU | -- |
112
+ | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.073 ms | 1 - 31 MB | NPU | -- |
113
+ | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.412 ms | 0 - 15 MB | NPU | -- |
114
+ | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.311 ms | 1 - 16 MB | NPU | -- |
115
+ | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.865 ms | 0 - 24 MB | NPU | -- |
116
+ | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.678 ms | 1 - 25 MB | NPU | -- |
117
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.935 ms | 0 - 36 MB | NPU | -- |
118
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.899 ms | 1 - 32 MB | NPU | -- |
119
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.465 ms | 0 - 147 MB | NPU | -- |
120
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.729 ms | 0 - 28 MB | NPU | -- |
121
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.644 ms | 1 - 29 MB | NPU | -- |
122
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 1.09 ms | 0 - 81 MB | NPU | -- |
123
+ | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | TFLITE | 1.475 ms | 0 - 33 MB | NPU | -- |
124
+ | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | QNN_DLC | 1.426 ms | 1 - 34 MB | NPU | -- |
125
+ | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | ONNX | 38.457 ms | 23 - 41 MB | CPU | -- |
126
+ | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.652 ms | 0 - 29 MB | NPU | -- |
127
+ | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.583 ms | 1 - 35 MB | NPU | -- |
128
+ | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 0.956 ms | 0 - 85 MB | NPU | -- |
129
+ | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.546 ms | 2 - 2 MB | NPU | -- |
130
+ | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.192 ms | 2 - 2 MB | NPU | -- |
131
+ | YOLOv8-Detection | w8a8_mixed_int16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.367 ms | 1 - 25 MB | NPU | -- |
132
+ | YOLOv8-Detection | w8a8_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.035 ms | 2 - 12 MB | NPU | -- |
133
+ | YOLOv8-Detection | w8a8_mixed_int16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.544 ms | 1 - 25 MB | NPU | -- |
134
+ | YOLOv8-Detection | w8a8_mixed_int16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.367 ms | 1 - 25 MB | NPU | -- |
135
+ | YOLOv8-Detection | w8a8_mixed_int16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.037 ms | 2 - 12 MB | NPU | -- |
136
+ | YOLOv8-Detection | w8a8_mixed_int16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.04 ms | 2 - 12 MB | NPU | -- |
137
+ | YOLOv8-Detection | w8a8_mixed_int16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.544 ms | 1 - 25 MB | NPU | -- |
138
+ | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.369 ms | 2 - 38 MB | NPU | -- |
139
+ | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.984 ms | 2 - 36 MB | NPU | -- |
140
+ | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | QNN_DLC | 2.339 ms | 2 - 36 MB | NPU | -- |
141
+ | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.819 ms | 2 - 32 MB | NPU | -- |
142
+ | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.318 ms | 2 - 2 MB | NPU | -- |
 
 
 
 
 
 
 
 
 
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144
 
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