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YOLOv9-Detection

Object Detection
PyTorch
real_time
android
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v0.58.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.58.0 for changelog.

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  1. README.md +135 -126
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: object-detection
15
  Ultralytics YOLOv9 is a machine learning model that predicts bounding boxes and classes of objects in an image.
16
 
17
  This is based on the implementation of YOLOv9-Detection found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/detect).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/yolov9_det) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/yolov9_det) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
- See our repository for [YOLOv9-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/yolov9_det) for usage instructions.
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31
 
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  ## Model Details
@@ -44,129 +44,138 @@ See our repository for [YOLOv9-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
46
  |---|---|---|---|---|---|---
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- | YOLOv9-Detection | ONNX | float | Snapdragon® X2 Elite | 3.828 ms | 208 - 208 MB | NPU
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- | YOLOv9-Detection | ONNX | float | Snapdragon® X Elite | 10.795 ms | 144 - 144 MB | NPU
49
- | YOLOv9-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 7.549 ms | 0 - 251 MB | NPU
50
- | YOLOv9-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 17.044 ms | 5 - 241 MB | NPU
51
- | YOLOv9-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 10.599 ms | 5 - 15 MB | NPU
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- | YOLOv9-Detection | ONNX | float | Qualcomm® QCS8450 | 17.044 ms | 5 - 241 MB | NPU
53
- | YOLOv9-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.391 ms | 0 - 210 MB | NPU
54
- | YOLOv9-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.478 ms | 1 - 223 MB | NPU
55
- | YOLOv9-Detection | ONNX | float | Qualcomm® QCS9075 | 10.103 ms | 2 - 50 MB | NPU
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- | YOLOv9-Detection | ONNX | float | Qualcomm® QCS8750 | 4.391 ms | 0 - 210 MB | NPU
57
- | YOLOv9-Detection | ONNX | float | Qualcomm® QCS7181 | 10.795 ms | 144 - 144 MB | NPU
58
- | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 91.211 ms | 210 - 210 MB | NPU
59
- | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® X Elite | 315.113 ms | 178 - 178 MB | NPU
60
- | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 228.221 ms | 3 - 155 MB | NPU
61
- | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 390.408 ms | 3 - 153 MB | NPU
62
- | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 393.423 ms | 1 - 48 MB | NPU
63
- | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 300.103 ms | 2 - 7 MB | NPU
64
- | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 390.408 ms | 3 - 153 MB | NPU
65
- | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 91.361 ms | 1 - 133 MB | NPU
66
- | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 115.271 ms | 1 - 132 MB | NPU
67
- | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 174.637 ms | 1 - 48 MB | NPU
68
- | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 273.03 ms | 3 - 253 MB | NPU
69
- | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 647.528 ms | 3 - 237 MB | NPU
70
- | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® QCS7790 | 273.03 ms | 3 - 253 MB | NPU
71
- | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® QCS8750 | 115.271 ms | 1 - 132 MB | NPU
72
- | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® QCS7181 | 315.113 ms | 178 - 178 MB | NPU
73
- | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® X2 Elite | 110.891 ms | 212 - 212 MB | NPU
74
- | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® X Elite | 188.596 ms | 178 - 178 MB | NPU
75
- | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 136.469 ms | 2 - 115 MB | NPU
76
- | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 237.933 ms | 0 - 111 MB | NPU
77
- | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® QCS6490 | 372.037 ms | 0 - 47 MB | NPU
78
- | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 179.069 ms | 0 - 8 MB | NPU
79
- | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® QCS8450 | 237.933 ms | 0 - 111 MB | NPU
80
- | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® QCS9075 | 190.413 ms | 0 - 47 MB | NPU
81
- | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® QCM6690 | 512.891 ms | 1 - 221 MB | NPU
82
- | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 171.706 ms | 1 - 213 MB | NPU
83
- | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 110.358 ms | 1 - 99 MB | NPU
84
- | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 143.677 ms | 2 - 102 MB | NPU
85
- | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® QCS7790 | 171.706 ms | 1 - 213 MB | NPU
86
- | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® QCS8750 | 143.677 ms | 2 - 102 MB | NPU
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- | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® QCS7181 | 188.596 ms | 178 - 178 MB | NPU
88
- | YOLOv9-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 7.579 ms | 5 - 5 MB | NPU
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- | YOLOv9-Detection | QNN_DLC | float | Snapdragon® X Elite | 8.786 ms | 5 - 5 MB | NPU
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- | YOLOv9-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.937 ms | 0 - 232 MB | NPU
91
- | YOLOv9-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 13.846 ms | 5 - 234 MB | NPU
92
- | YOLOv9-Detection | QNN_DLC | float | Qualcomm® QCS8275 | 21.605 ms | 0 - 203 MB | NPU
93
- | YOLOv9-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 8.116 ms | 5 - 10 MB | NPU
94
- | YOLOv9-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 13.846 ms | 5 - 234 MB | NPU
95
- | YOLOv9-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.157 ms | 5 - 212 MB | NPU
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- | YOLOv9-Detection | QNN_DLC | float | Qualcomm® SA7255P | 21.605 ms | 0 - 203 MB | NPU
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- | YOLOv9-Detection | QNN_DLC | float | Qualcomm® SA8295P | 13.375 ms | 1 - 202 MB | NPU
98
- | YOLOv9-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.787 ms | 5 - 213 MB | NPU
99
- | YOLOv9-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 8.929 ms | 5 - 11 MB | NPU
100
- | YOLOv9-Detection | QNN_DLC | float | Qualcomm® QCS8750 | 3.157 ms | 5 - 212 MB | NPU
101
- | YOLOv9-Detection | QNN_DLC | float | Qualcomm® QCS7181 | 8.786 ms | 5 - 5 MB | NPU
102
- | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 80.299 ms | 2 - 2 MB | NPU
103
- | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 224.398 ms | 2 - 2 MB | NPU
104
- | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 165.603 ms | 2 - 121 MB | NPU
105
- | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 357.739 ms | 2 - 124 MB | NPU
106
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 405.118 ms | 1 - 5 MB | NPU
107
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 447.676 ms | 2 - 93 MB | NPU
108
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 214.155 ms | 3 - 143 MB | NPU
109
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 357.739 ms | 2 - 124 MB | NPU
110
- | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 79.701 ms | 2 - 102 MB | NPU
111
- | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 114.649 ms | 2 - 97 MB | NPU
112
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 183.186 ms | 3 - 7 MB | NPU
113
- | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 286.232 ms | 3 - 216 MB | NPU
114
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 562.057 ms | 1 - 202 MB | NPU
115
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 301.373 ms | 0 - 91 MB | NPU
116
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 447.676 ms | 2 - 93 MB | NPU
117
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS7790 | 286.232 ms | 3 - 216 MB | NPU
118
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 114.649 ms | 2 - 97 MB | NPU
119
- | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 224.398 ms | 2 - 2 MB | NPU
120
- | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 100.713 ms | 1 - 1 MB | NPU
121
- | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® X Elite | 175.759 ms | 1 - 1 MB | NPU
122
- | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 136.131 ms | 1 - 80 MB | NPU
123
- | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 237.878 ms | 1 - 82 MB | NPU
124
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 407.295 ms | 3 - 6 MB | NPU
125
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 347.63 ms | 2 - 63 MB | NPU
126
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 167.226 ms | 1 - 3 MB | NPU
127
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 237.878 ms | 1 - 82 MB | NPU
128
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 189.461 ms | 1 - 4 MB | NPU
129
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® SA7255P | 347.63 ms | 2 - 63 MB | NPU
130
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 510.416 ms | 2 - 187 MB | NPU
131
- | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 175.68 ms | 0 - 62 MB | NPU
132
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® SA8295P | 202.955 ms | 0 - 61 MB | NPU
133
- | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 110.471 ms | 1 - 67 MB | NPU
134
- | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 133.346 ms | 2 - 68 MB | NPU
135
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS7790 | 175.68 ms | 0 - 62 MB | NPU
136
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8750 | 133.346 ms | 2 - 68 MB | NPU
137
- | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS7181 | 175.759 ms | 1 - 1 MB | NPU
138
- | YOLOv9-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.591 ms | 0 - 123 MB | NPU
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- | YOLOv9-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 11.972 ms | 0 - 110 MB | NPU
140
- | YOLOv9-Detection | TFLITE | float | Qualcomm® QCS8275 | 21.018 ms | 0 - 95 MB | NPU
141
- | YOLOv9-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.7 ms | 0 - 2 MB | NPU
142
- | YOLOv9-Detection | TFLITE | float | Qualcomm® SA8775P | 25.681 ms | 3 - 39 MB | GPU
143
- | YOLOv9-Detection | TFLITE | float | Qualcomm® SA8650P | 25.681 ms | 3 - 39 MB | GPU
144
- | YOLOv9-Detection | TFLITE | float | Qualcomm® SA8255P | 25.681 ms | 3 - 39 MB | GPU
145
- | YOLOv9-Detection | TFLITE | float | Qualcomm® QCS8450 | 11.972 ms | 0 - 110 MB | NPU
146
- | YOLOv9-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.972 ms | 0 - 102 MB | NPU
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- | YOLOv9-Detection | TFLITE | float | Qualcomm® SA7255P | 21.018 ms | 0 - 95 MB | NPU
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- | YOLOv9-Detection | TFLITE | float | Qualcomm® SA8295P | 12.899 ms | 0 - 76 MB | NPU
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- | YOLOv9-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.296 ms | 0 - 116 MB | NPU
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- | YOLOv9-Detection | TFLITE | float | Qualcomm® QCS9075 | 8.507 ms | 0 - 14 MB | NPU
151
- | YOLOv9-Detection | TFLITE | float | Qualcomm® QCS8750 | 2.972 ms | 0 - 102 MB | NPU
152
- | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 136.354 ms | 0 - 81 MB | NPU
153
- | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 237.672 ms | 0 - 81 MB | NPU
154
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCS6490 | 391.49 ms | 0 - 7 MB | NPU
155
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 | 347.903 ms | 0 - 60 MB | NPU
156
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 167.006 ms | 0 - 95 MB | NPU
157
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 29.719 ms | 8 - 46 MB | GPU
158
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA8650P | 29.719 ms | 8 - 46 MB | GPU
159
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA8255P | 29.719 ms | 8 - 46 MB | GPU
160
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 | 237.672 ms | 0 - 81 MB | NPU
161
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCS9075 | 190.285 ms | 0 - 7 MB | NPU
162
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 347.903 ms | 0 - 60 MB | NPU
163
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCM6690 | 499.952 ms | 0 - 186 MB | NPU
164
- | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 178.635 ms | 0 - 59 MB | NPU
165
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 202.717 ms | 0 - 57 MB | NPU
166
- | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 110.334 ms | 0 - 65 MB | NPU
167
- | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 133.603 ms | 1 - 66 MB | NPU
168
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCS7790 | 178.635 ms | 0 - 59 MB | NPU
169
- | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCS8750 | 133.603 ms | 1 - 66 MB | NPU
 
 
 
 
 
 
 
 
 
170
 
171
  ## License
172
  * The license for the original implementation of YOLOv9-Detection can be found
 
15
  Ultralytics YOLOv9 is a machine learning model that predicts bounding boxes and classes of objects in an image.
16
 
17
  This is based on the implementation of YOLOv9-Detection found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/detect).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/yolov9_det) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/yolov9_det) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
+ See our repository for [YOLOv9-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/yolov9_det) for usage instructions.
30
 
31
 
32
  ## Model Details
 
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
+ | YOLOv9-Detection | ONNX | float | Snapdragon® X2 Elite | 3.829 ms | 5 - 5 MB | NPU
48
+ | YOLOv9-Detection | ONNX | float | Snapdragon® X Elite | 10.795 ms | 5 - 5 MB | NPU
49
+ | YOLOv9-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 7.534 ms | 5 - 267 MB | NPU
50
+ | YOLOv9-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 17.165 ms | 5 - 252 MB | NPU
51
+ | YOLOv9-Detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.474 ms | 5 - 10 MB | NPU
52
+ | YOLOv9-Detection | ONNX | float | Qualcomm® QCS8450 | 17.165 ms | 5 - 252 MB | NPU
53
+ | YOLOv9-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.512 ms | 1 - 226 MB | NPU
54
+ | YOLOv9-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.399 ms | 0 - 211 MB | NPU
55
+ | YOLOv9-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 12.573 ms | 5 - 7 MB | NPU
56
+ | YOLOv9-Detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.399 ms | 0 - 211 MB | NPU
57
+ | YOLOv9-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.795 ms | 5 - 5 MB | NPU
58
+ | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 91.228 ms | 2 - 2 MB | NPU
59
+ | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® X Elite | 315.06 ms | 1 - 1 MB | NPU
60
+ | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 228.271 ms | 3 - 167 MB | NPU
61
+ | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 390.756 ms | 3 - 165 MB | NPU
62
+ | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 605.283 ms | 2 - 5 MB | NPU
63
+ | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 300.172 ms | 3 - 7 MB | NPU
64
+ | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 390.756 ms | 3 - 165 MB | NPU
65
+ | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 115.319 ms | 1 - 132 MB | NPU
66
+ | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 304.182 ms | 2 - 5 MB | NPU
67
+ | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 272.744 ms | 3 - 257 MB | NPU
68
+ | YOLOv9-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 91.363 ms | 2 - 138 MB | NPU
69
+ | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 646.023 ms | 2 - 240 MB | NPU
70
+ | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 272.744 ms | 3 - 257 MB | NPU
71
+ | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 115.319 ms | 1 - 132 MB | NPU
72
+ | YOLOv9-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 315.06 ms | 1 - 1 MB | NPU
73
+ | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® X2 Elite | 110.788 ms | 1 - 1 MB | NPU
74
+ | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® X Elite | 188.65 ms | 0 - 0 MB | NPU
75
+ | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 136.581 ms | 2 - 124 MB | NPU
76
+ | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 237.83 ms | 2 - 124 MB | NPU
77
+ | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 532.325 ms | 1 - 4 MB | NPU
78
+ | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 178.96 ms | 0 - 5 MB | NPU
79
+ | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® QCS8450 | 237.83 ms | 2 - 124 MB | NPU
80
+ | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 143.121 ms | 2 - 104 MB | NPU
81
+ | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 171.431 ms | 1 - 218 MB | NPU
82
+ | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 182.194 ms | 1 - 4 MB | NPU
83
+ | YOLOv9-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 110.396 ms | 0 - 102 MB | NPU
84
+ | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 512.156 ms | 1 - 225 MB | NPU
85
+ | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 171.431 ms | 1 - 218 MB | NPU
86
+ | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 143.121 ms | 2 - 104 MB | NPU
87
+ | YOLOv9-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 188.65 ms | 0 - 0 MB | NPU
88
+ | YOLOv9-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 3.452 ms | 5 - 5 MB | NPU
89
+ | YOLOv9-Detection | QNN_DLC | float | Snapdragon® X Elite | 8.695 ms | 5 - 5 MB | NPU
90
+ | YOLOv9-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.923 ms | 5 - 239 MB | NPU
91
+ | YOLOv9-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 13.924 ms | 3 - 234 MB | NPU
92
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® QCS8275 | 21.626 ms | 1 - 204 MB | NPU
93
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.101 ms | 5 - 40 MB | NPU
94
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® SA8775P | 10.444 ms | 0 - 206 MB | NPU
95
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® SA8650P | 10.444 ms | 0 - 206 MB | NPU
96
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® SA8255P | 10.444 ms | 0 - 206 MB | NPU
97
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 13.924 ms | 3 - 234 MB | NPU
98
+ | YOLOv9-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.82 ms | 5 - 212 MB | NPU
99
+ | YOLOv9-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.142 ms | 0 - 205 MB | NPU
100
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 13.814 ms | 5 - 11 MB | NPU
101
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® SA7255P | 21.626 ms | 1 - 204 MB | NPU
102
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® SA8295P | 13.404 ms | 0 - 203 MB | NPU
103
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.142 ms | 0 - 205 MB | NPU
104
+ | YOLOv9-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.695 ms | 5 - 5 MB | NPU
105
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 80.188 ms | 2 - 2 MB | NPU
106
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 224.345 ms | 2 - 2 MB | NPU
107
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 165.605 ms | 2 - 119 MB | NPU
108
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 357.638 ms | 2 - 120 MB | NPU
109
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 604.762 ms | 4 - 8 MB | NPU
110
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 447.263 ms | 1 - 91 MB | NPU
111
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 214.255 ms | 2 - 138 MB | NPU
112
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 235.288 ms | 0 - 95 MB | NPU
113
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 235.288 ms | 0 - 95 MB | NPU
114
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 235.288 ms | 0 - 95 MB | NPU
115
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 357.638 ms | 2 - 120 MB | NPU
116
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 114.646 ms | 2 - 96 MB | NPU
117
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 235.566 ms | 0 - 4 MB | NPU
118
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 447.263 ms | 1 - 91 MB | NPU
119
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 301.459 ms | 0 - 96 MB | NPU
120
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 286.124 ms | 3 - 216 MB | NPU
121
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 79.638 ms | 2 - 101 MB | NPU
122
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 562.349 ms | 2 - 204 MB | NPU
123
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 286.124 ms | 3 - 216 MB | NPU
124
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 114.646 ms | 2 - 96 MB | NPU
125
+ | YOLOv9-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 224.345 ms | 2 - 2 MB | NPU
126
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 100.851 ms | 1 - 1 MB | NPU
127
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® X Elite | 175.996 ms | 1 - 1 MB | NPU
128
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 136.175 ms | 1 - 84 MB | NPU
129
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 237.872 ms | 1 - 83 MB | NPU
130
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 585.99 ms | 1 - 4 MB | NPU
131
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 347.827 ms | 2 - 63 MB | NPU
132
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 167.155 ms | 2 - 4 MB | NPU
133
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® SA8775P | 170.799 ms | 1 - 64 MB | NPU
134
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® SA8650P | 170.799 ms | 1 - 64 MB | NPU
135
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® SA8255P | 170.799 ms | 1 - 64 MB | NPU
136
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 237.872 ms | 1 - 83 MB | NPU
137
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 132.783 ms | 2 - 63 MB | NPU
138
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 175.996 ms | 1 - 63 MB | NPU
139
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 192.609 ms | 0 - 3 MB | NPU
140
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® SA7255P | 347.827 ms | 2 - 63 MB | NPU
141
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® SA8295P | 203.095 ms | 1 - 62 MB | NPU
142
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 110.386 ms | 1 - 67 MB | NPU
143
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 510.94 ms | 1 - 185 MB | NPU
144
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 175.996 ms | 1 - 63 MB | NPU
145
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 132.783 ms | 2 - 63 MB | NPU
146
+ | YOLOv9-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 175.996 ms | 1 - 1 MB | NPU
147
+ | YOLOv9-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.584 ms | 0 - 121 MB | NPU
148
+ | YOLOv9-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 11.913 ms | 0 - 110 MB | NPU
149
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® QCS8275 | 21.017 ms | 0 - 95 MB | NPU
150
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.729 ms | 0 - 5 MB | NPU
151
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® SA8775P | 10.195 ms | 0 - 107 MB | NPU
152
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® SA8650P | 10.195 ms | 0 - 107 MB | NPU
153
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® SA8255P | 10.195 ms | 0 - 107 MB | NPU
154
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® QCS8450 | 11.913 ms | 0 - 110 MB | NPU
155
+ | YOLOv9-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.335 ms | 0 - 115 MB | NPU
156
+ | YOLOv9-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.952 ms | 0 - 103 MB | NPU
157
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 9.909 ms | 0 - 14 MB | NPU
158
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® SA7255P | 21.017 ms | 0 - 95 MB | NPU
159
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® SA8295P | 12.87 ms | 0 - 77 MB | NPU
160
+ | YOLOv9-Detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.952 ms | 0 - 103 MB | NPU
161
+ | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 136.568 ms | 0 - 86 MB | NPU
162
+ | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 237.918 ms | 1 - 84 MB | NPU
163
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 566.756 ms | 0 - 7 MB | NPU
164
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 | 347.372 ms | 0 - 60 MB | NPU
165
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 167.331 ms | 0 - 2 MB | NPU
166
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 182.686 ms | 0 - 63 MB | NPU
167
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA8650P | 182.686 ms | 0 - 63 MB | NPU
168
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA8255P | 182.686 ms | 0 - 63 MB | NPU
169
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 | 237.918 ms | 1 - 84 MB | NPU
170
+ | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 133.514 ms | 1 - 66 MB | NPU
171
+ | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 179.21 ms | 0 - 59 MB | NPU
172
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 182.252 ms | 0 - 7 MB | NPU
173
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 347.372 ms | 0 - 60 MB | NPU
174
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 202.898 ms | 0 - 57 MB | NPU
175
+ | YOLOv9-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 110.271 ms | 0 - 64 MB | NPU
176
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 500.253 ms | 0 - 185 MB | NPU
177
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 179.21 ms | 0 - 59 MB | NPU
178
+ | YOLOv9-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 133.514 ms | 1 - 66 MB | NPU
179
 
180
  ## License
181
  * The license for the original implementation of YOLOv9-Detection can be found