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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
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v0.44.0

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See https://github.com/quic/ai-hub-models/releases/v0.44.0 for changelog.

Files changed (2) hide show
  1. LICENSE +0 -1
  2. README.md +109 -104
LICENSE CHANGED
@@ -1,2 +1 @@
1
  The license of the original trained model can be found at https://github.com/ultralytics/ultralytics/blob/main/LICENSE.
2
- The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found at https://github.com/ultralytics/ultralytics/blob/main/LICENSE.
 
1
  The license of the original trained model can be found at https://github.com/ultralytics/ultralytics/blob/main/LICENSE.
 
README.md CHANGED
@@ -38,109 +38,115 @@ 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 | 13.519 ms | 0 - 83 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 13.053 ms | 4 - 126 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 6.131 ms | 0 - 45 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 6.898 ms | 5 - 45 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.49 ms | 0 - 80 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.292 ms | 5 - 80 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.361 ms | 0 - 73 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.013 ms | 0 - 82 MB | NPU | -- |
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- | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.944 ms | 1 - 106 MB | NPU | -- |
50
- | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 13.519 ms | 0 - 83 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 13.053 ms | 4 - 126 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.483 ms | 0 - 86 MB | NPU | -- |
53
- | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.298 ms | 3 - 78 MB | NPU | -- |
54
- | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 7.214 ms | 0 - 36 MB | NPU | -- |
55
- | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.161 ms | 3 - 36 MB | NPU | -- |
56
- | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.491 ms | 0 - 83 MB | NPU | -- |
57
- | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.306 ms | 0 - 72 MB | NPU | -- |
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- | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.013 ms | 0 - 82 MB | NPU | -- |
59
- | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.944 ms | 1 - 106 MB | NPU | -- |
60
- | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.586 ms | 0 - 166 MB | NPU | -- |
61
- | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.44 ms | 5 - 261 MB | NPU | -- |
62
- | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.469 ms | 3 - 105 MB | NPU | -- |
63
- | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.061 ms | 0 - 88 MB | NPU | -- |
64
- | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.903 ms | 3 - 108 MB | NPU | -- |
65
- | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.916 ms | 3 - 84 MB | NPU | -- |
66
- | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.57 ms | 0 - 79 MB | NPU | -- |
67
- | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.459 ms | 5 - 129 MB | NPU | -- |
68
- | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.458 ms | 1 - 69 MB | NPU | -- |
69
- | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.657 ms | 141 - 141 MB | NPU | -- |
70
- | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.632 ms | 5 - 5 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | QNN_DLC | 8.957 ms | 2 - 100 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 330.811 ms | 65 - 70 MB | CPU | -- |
73
- | YOLOv8-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.512 ms | 2 - 30 MB | NPU | -- |
74
- | YOLOv8-Detection | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.957 ms | 2 - 40 MB | NPU | -- |
75
- | YOLOv8-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.275 ms | 2 - 12 MB | NPU | -- |
76
- | YOLOv8-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 4.787 ms | 0 - 20 MB | NPU | -- |
77
- | YOLOv8-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.868 ms | 0 - 28 MB | NPU | -- |
78
- | YOLOv8-Detection | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 135.911 ms | 61 - 65 MB | CPU | -- |
79
- | YOLOv8-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.512 ms | 2 - 30 MB | NPU | -- |
80
- | YOLOv8-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.279 ms | 2 - 11 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.499 ms | 2 - 36 MB | NPU | -- |
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- | YOLOv8-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.282 ms | 2 - 11 MB | NPU | -- |
83
- | YOLOv8-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.868 ms | 0 - 28 MB | NPU | -- |
84
- | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.2 ms | 2 - 42 MB | NPU | -- |
85
- | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.891 ms | 0 - 45 MB | NPU | -- |
86
- | YOLOv8-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.511 ms | 2 - 40 MB | NPU | -- |
87
- | YOLOv8-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.28 ms | 0 - 39 MB | NPU | -- |
88
- | YOLOv8-Detection | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 3.77 ms | 2 - 41 MB | NPU | -- |
89
- | YOLOv8-Detection | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 155.207 ms | 68 - 84 MB | CPU | -- |
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- | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.257 ms | 2 - 41 MB | NPU | -- |
91
- | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.064 ms | 1 - 43 MB | NPU | -- |
92
- | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.634 ms | 0 - 0 MB | NPU | -- |
93
- | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.928 ms | 2 - 2 MB | NPU | -- |
94
- | YOLOv8-Detection | w8a8 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | TFLITE | 3.644 ms | 0 - 7 MB | NPU | -- |
95
- | YOLOv8-Detection | w8a8 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | QNN_DLC | 3.274 ms | 0 - 102 MB | NPU | -- |
96
- | YOLOv8-Detection | w8a8 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 58.189 ms | 21 - 30 MB | CPU | -- |
97
- | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.282 ms | 0 - 26 MB | NPU | -- |
98
- | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.109 ms | 1 - 28 MB | NPU | -- |
99
- | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.628 ms | 0 - 38 MB | NPU | -- |
100
- | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.588 ms | 1 - 42 MB | NPU | -- |
101
- | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.486 ms | 0 - 15 MB | NPU | -- |
102
- | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.337 ms | 1 - 16 MB | NPU | -- |
103
- | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1.84 ms | 0 - 19 MB | NPU | -- |
104
- | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.913 ms | 0 - 26 MB | NPU | -- |
105
- | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 6.821 ms | 1 - 28 MB | NPU | -- |
106
- | YOLOv8-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 45.596 ms | 2 - 11 MB | NPU | -- |
107
- | YOLOv8-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 37.684 ms | 19 - 25 MB | CPU | -- |
108
- | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.282 ms | 0 - 26 MB | NPU | -- |
109
- | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.109 ms | 1 - 28 MB | NPU | -- |
110
- | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.497 ms | 0 - 14 MB | NPU | -- |
111
- | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.341 ms | 0 - 15 MB | NPU | -- |
112
- | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.296 ms | 0 - 32 MB | NPU | -- |
113
- | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.115 ms | 1 - 34 MB | NPU | -- |
114
- | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.483 ms | 0 - 15 MB | NPU | -- |
115
- | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.341 ms | 1 - 15 MB | NPU | -- |
116
- | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.913 ms | 0 - 26 MB | NPU | -- |
117
- | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 6.821 ms | 1 - 28 MB | NPU | -- |
118
- | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.98 ms | 0 - 38 MB | NPU | -- |
119
- | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.921 ms | 1 - 36 MB | NPU | -- |
120
- | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.211 ms | 0 - 40 MB | NPU | -- |
121
- | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.747 ms | 0 - 34 MB | NPU | -- |
122
- | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.667 ms | 1 - 35 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 0.931 ms | 0 - 37 MB | NPU | -- |
124
- | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 1.521 ms | 0 - 32 MB | NPU | -- |
125
- | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 1.439 ms | 1 - 35 MB | NPU | -- |
126
- | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 39.512 ms | 21 - 39 MB | CPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.688 ms | 0 - 33 MB | NPU | -- |
128
- | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.601 ms | 1 - 35 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 0.85 ms | 1 - 52 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.554 ms | 2 - 2 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.767 ms | 2 - 2 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.53 ms | 1 - 28 MB | NPU | -- |
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- | YOLOv8-Detection | w8a8_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.11 ms | 2 - 11 MB | NPU | -- |
134
- | YOLOv8-Detection | w8a8_mixed_int16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.618 ms | 1 - 27 MB | NPU | -- |
135
- | YOLOv8-Detection | w8a8_mixed_int16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.53 ms | 1 - 28 MB | NPU | -- |
136
- | YOLOv8-Detection | w8a8_mixed_int16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.108 ms | 2 - 11 MB | NPU | -- |
137
- | YOLOv8-Detection | w8a8_mixed_int16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.114 ms | 2 - 11 MB | NPU | -- |
138
- | YOLOv8-Detection | w8a8_mixed_int16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.618 ms | 1 - 27 MB | NPU | -- |
139
- | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.429 ms | 2 - 42 MB | NPU | -- |
140
- | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.026 ms | 2 - 36 MB | NPU | -- |
141
- | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 2.546 ms | 2 - 36 MB | NPU | -- |
142
- | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.846 ms | 1 - 35 MB | NPU | -- |
143
- | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.412 ms | 2 - 2 MB | NPU | -- |
 
 
 
 
 
 
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@@ -317,7 +323,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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  * The license for the original implementation of YOLOv8-Detection can be found
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  [here](https://github.com/ultralytics/ultralytics/blob/main/LICENSE).
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- * The license for the compiled assets for on-device deployment can be found [here](https://github.com/ultralytics/ultralytics/blob/main/LICENSE)
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
41
+ | YOLOv8-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 13.032 ms | 0 - 227 MB | NPU | -- |
42
+ | YOLOv8-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 13.001 ms | 3 - 233 MB | NPU | -- |
43
+ | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 6.852 ms | 0 - 173 MB | NPU | -- |
44
+ | YOLOv8-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 6.899 ms | 5 - 175 MB | NPU | -- |
45
+ | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.356 ms | 0 - 3 MB | NPU | -- |
46
+ | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.282 ms | 3 - 5 MB | NPU | -- |
47
+ | YOLOv8-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.443 ms | 5 - 11 MB | NPU | -- |
48
+ | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.02 ms | 0 - 200 MB | NPU | -- |
49
+ | YOLOv8-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.95 ms | 1 - 214 MB | NPU | -- |
50
+ | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 13.032 ms | 0 - 227 MB | NPU | -- |
51
+ | YOLOv8-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 13.001 ms | 3 - 233 MB | NPU | -- |
52
+ | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.358 ms | 0 - 3 MB | NPU | -- |
53
+ | YOLOv8-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.311 ms | 1 - 3 MB | NPU | -- |
54
+ | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 7.09 ms | 0 - 151 MB | NPU | -- |
55
+ | YOLOv8-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.139 ms | 0 - 147 MB | NPU | -- |
56
+ | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.35 ms | 0 - 3 MB | NPU | -- |
57
+ | YOLOv8-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.314 ms | 3 - 5 MB | NPU | -- |
58
+ | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.02 ms | 0 - 200 MB | NPU | -- |
59
+ | YOLOv8-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.95 ms | 1 - 214 MB | NPU | -- |
60
+ | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.435 ms | 0 - 392 MB | NPU | -- |
61
+ | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.473 ms | 4 - 391 MB | NPU | -- |
62
+ | YOLOv8-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.459 ms | 3 - 210 MB | NPU | -- |
63
+ | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 1.896 ms | 0 - 225 MB | NPU | -- |
64
+ | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.863 ms | 5 - 213 MB | NPU | -- |
65
+ | YOLOv8-Detection | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.905 ms | 1 - 166 MB | NPU | -- |
66
+ | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.434 ms | 0 - 227 MB | NPU | -- |
67
+ | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.463 ms | 4 - 235 MB | NPU | -- |
68
+ | YOLOv8-Detection | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.424 ms | 1 - 151 MB | NPU | -- |
69
+ | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.735 ms | 5 - 5 MB | NPU | -- |
70
+ | YOLOv8-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.654 ms | 5 - 5 MB | NPU | -- |
71
+ | YOLOv8-Detection | w8a16 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | QNN_DLC | 20.135 ms | 2 - 151 MB | NPU | -- |
72
+ | YOLOv8-Detection | w8a16 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | ONNX | 168.676 ms | 65 - 80 MB | CPU | -- |
73
+ | YOLOv8-Detection | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | QNN_DLC | 8.823 ms | 2 - 6 MB | NPU | -- |
74
+ | YOLOv8-Detection | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 334.433 ms | 63 - 69 MB | CPU | -- |
75
+ | YOLOv8-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.543 ms | 1 - 143 MB | NPU | -- |
76
+ | YOLOv8-Detection | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.955 ms | 2 - 173 MB | NPU | -- |
77
+ | YOLOv8-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.269 ms | 2 - 5 MB | NPU | -- |
78
+ | YOLOv8-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 4.848 ms | 2 - 6 MB | NPU | -- |
79
+ | YOLOv8-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 16.107 ms | 0 - 143 MB | NPU | -- |
80
+ | YOLOv8-Detection | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 167.306 ms | 59 - 64 MB | CPU | -- |
81
+ | YOLOv8-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.543 ms | 1 - 143 MB | NPU | -- |
82
+ | YOLOv8-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.257 ms | 2 - 4 MB | NPU | -- |
83
+ | YOLOv8-Detection | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.501 ms | 0 - 149 MB | NPU | -- |
84
+ | YOLOv8-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.255 ms | 2 - 4 MB | NPU | -- |
85
+ | YOLOv8-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 16.107 ms | 0 - 143 MB | NPU | -- |
86
+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.198 ms | 0 - 170 MB | NPU | -- |
87
+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.889 ms | 0 - 158 MB | NPU | -- |
88
+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.513 ms | 0 - 148 MB | NPU | -- |
89
+ | YOLOv8-Detection | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.275 ms | 0 - 133 MB | NPU | -- |
90
+ | YOLOv8-Detection | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 3.846 ms | 2 - 153 MB | NPU | -- |
91
+ | YOLOv8-Detection | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 158.455 ms | 70 - 87 MB | CPU | -- |
92
+ | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.268 ms | 2 - 152 MB | NPU | -- |
93
+ | YOLOv8-Detection | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.075 ms | 0 - 136 MB | NPU | -- |
94
+ | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.612 ms | 2 - 2 MB | NPU | -- |
95
+ | YOLOv8-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.944 ms | 2 - 2 MB | NPU | -- |
96
+ | YOLOv8-Detection | w8a8 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | TFLITE | 8.619 ms | 0 - 137 MB | NPU | -- |
97
+ | YOLOv8-Detection | w8a8 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | QNN_DLC | 8.474 ms | 1 - 136 MB | NPU | -- |
98
+ | YOLOv8-Detection | w8a8 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | ONNX | 42.014 ms | 21 - 37 MB | CPU | -- |
99
+ | YOLOv8-Detection | w8a8 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | TFLITE | 3.621 ms | 0 - 7 MB | NPU | -- |
100
+ | YOLOv8-Detection | w8a8 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | QNN_DLC | 3.575 ms | 0 - 3 MB | NPU | -- |
101
+ | YOLOv8-Detection | w8a8 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 58.059 ms | 21 - 31 MB | CPU | -- |
102
+ | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.188 ms | 0 - 129 MB | NPU | -- |
103
+ | YOLOv8-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.059 ms | 1 - 130 MB | NPU | -- |
104
+ | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.662 ms | 0 - 152 MB | NPU | -- |
105
+ | YOLOv8-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.614 ms | 1 - 151 MB | NPU | -- |
106
+ | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.351 ms | 0 - 3 MB | NPU | -- |
107
+ | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.342 ms | 1 - 3 MB | NPU | -- |
108
+ | YOLOv8-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1.814 ms | 0 - 5 MB | NPU | -- |
109
+ | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.792 ms | 0 - 129 MB | NPU | -- |
110
+ | YOLOv8-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.761 ms | 1 - 130 MB | NPU | -- |
111
+ | YOLOv8-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 35.455 ms | 6 - 28 MB | GPU | -- |
112
+ | YOLOv8-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 38.32 ms | 15 - 21 MB | CPU | -- |
113
+ | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.188 ms | 0 - 129 MB | NPU | -- |
114
+ | YOLOv8-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.059 ms | 1 - 130 MB | NPU | -- |
115
+ | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.347 ms | 0 - 2 MB | NPU | -- |
116
+ | YOLOv8-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.343 ms | 1 - 3 MB | NPU | -- |
117
+ | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.194 ms | 0 - 136 MB | NPU | -- |
118
+ | YOLOv8-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.159 ms | 0 - 135 MB | NPU | -- |
119
+ | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.364 ms | 0 - 3 MB | NPU | -- |
120
+ | YOLOv8-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.347 ms | 1 - 3 MB | NPU | -- |
121
+ | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.792 ms | 0 - 129 MB | NPU | -- |
122
+ | YOLOv8-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.761 ms | 1 - 130 MB | NPU | -- |
123
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.93 ms | 0 - 151 MB | NPU | -- |
124
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.919 ms | 1 - 152 MB | NPU | -- |
125
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.212 ms | 0 - 139 MB | NPU | -- |
126
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.689 ms | 0 - 134 MB | NPU | -- |
127
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.665 ms | 1 - 135 MB | NPU | -- |
128
+ | YOLOv8-Detection | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 0.924 ms | 0 - 117 MB | NPU | -- |
129
+ | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 1.526 ms | 0 - 131 MB | NPU | -- |
130
+ | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 1.482 ms | 1 - 136 MB | NPU | -- |
131
+ | YOLOv8-Detection | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 39.254 ms | 21 - 40 MB | CPU | -- |
132
+ | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.626 ms | 0 - 136 MB | NPU | -- |
133
+ | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.606 ms | 1 - 136 MB | NPU | -- |
134
+ | YOLOv8-Detection | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 0.846 ms | 0 - 134 MB | NPU | -- |
135
+ | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.558 ms | 1 - 1 MB | NPU | -- |
136
+ | YOLOv8-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.77 ms | 2 - 2 MB | NPU | -- |
137
+ | YOLOv8-Detection | w8a8_mixed_int16 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | QNN_DLC | 12.183 ms | 2 - 146 MB | NPU | -- |
138
+ | YOLOv8-Detection | w8a8_mixed_int16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.392 ms | 1 - 135 MB | NPU | -- |
139
+ | YOLOv8-Detection | w8a8_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.126 ms | 2 - 4 MB | NPU | -- |
140
+ | YOLOv8-Detection | w8a8_mixed_int16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.66 ms | 1 - 135 MB | NPU | -- |
141
+ | YOLOv8-Detection | w8a8_mixed_int16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.392 ms | 1 - 135 MB | NPU | -- |
142
+ | YOLOv8-Detection | w8a8_mixed_int16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.123 ms | 4 - 6 MB | NPU | -- |
143
+ | YOLOv8-Detection | w8a8_mixed_int16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.131 ms | 2 - 4 MB | NPU | -- |
144
+ | YOLOv8-Detection | w8a8_mixed_int16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.66 ms | 1 - 135 MB | NPU | -- |
145
+ | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.422 ms | 2 - 161 MB | NPU | -- |
146
+ | YOLOv8-Detection | w8a8_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.019 ms | 2 - 139 MB | NPU | -- |
147
+ | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 2.536 ms | 2 - 140 MB | NPU | -- |
148
+ | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.852 ms | 2 - 141 MB | NPU | -- |
149
+ | YOLOv8-Detection | w8a8_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.424 ms | 2 - 2 MB | NPU | -- |
150
 
151
 
152
 
 
323
  ## License
324
  * The license for the original implementation of YOLOv8-Detection can be found
325
  [here](https://github.com/ultralytics/ultralytics/blob/main/LICENSE).
 
326
 
327
 
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