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Yolo-v7

Object Detection
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v0.59.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

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  1. README.md +128 -134
README.md CHANGED
@@ -16,18 +16,18 @@ pipeline_tag: object-detection
16
  YoloV7 is a machine learning model that predicts bounding boxes and classes of objects in an image.
17
 
18
  This is based on the implementation of Yolo-v7 found [here](https://github.com/WongKinYiu/yolov7/).
19
- 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/yolov7) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
23
  ## Getting Started
24
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
25
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/yolov7) Python library to compile and export the model with your own:
26
  - Custom weights (e.g., fine-tuned checkpoints)
27
  - Custom input shapes
28
  - Target device and runtime configurations
29
 
30
- See our repository for [Yolo-v7 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/yolov7) for usage instructions.
31
 
32
 
33
  ## Model Details
@@ -45,138 +45,132 @@ See our repository for [Yolo-v7 on GitHub](https://github.com/qualcomm/ai-hub-mo
45
  ## Performance Summary
46
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
47
  |---|---|---|---|---|---|---
48
- | Yolo-v7 | ONNX | float | Snapdragon® X2 Elite | 5.878 ms | 5 - 5 MB | NPU
49
- | Yolo-v7 | ONNX | float | Snapdragon® X Elite | 10.79 ms | 8 - 8 MB | NPU
50
- | Yolo-v7 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 7.656 ms | 6 - 191 MB | NPU
51
- | Yolo-v7 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 17.653 ms | 6 - 196 MB | NPU
52
- | Yolo-v7 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.555 ms | 5 - 22 MB | NPU
53
- | Yolo-v7 | ONNX | float | Qualcomm® QCS8450 | 17.653 ms | 6 - 196 MB | NPU
54
- | Yolo-v7 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.93 ms | 1 - 172 MB | NPU
55
- | Yolo-v7 | ONNX | float | Snapdragon® 8 Elite Mobile | 6.545 ms | 6 - 175 MB | NPU
56
- | Yolo-v7 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 12.379 ms | 5 - 7 MB | NPU
57
- | Yolo-v7 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 6.545 ms | 6 - 175 MB | NPU
58
- | Yolo-v7 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.79 ms | 8 - 8 MB | NPU
59
- | Yolo-v7 | ONNX | w8a16 | Snapdragon® X2 Elite | 2.005 ms | 2 - 2 MB | NPU
60
- | Yolo-v7 | ONNX | w8a16 | Snapdragon® X Elite | 4.702 ms | 5 - 5 MB | NPU
61
- | Yolo-v7 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.926 ms | 0 - 213 MB | NPU
62
- | Yolo-v7 | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 7.265 ms | 3 - 221 MB | NPU
63
- | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 17.674 ms | 2 - 5 MB | NPU
64
- | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.504 ms | 0 - 7 MB | NPU
65
- | Yolo-v7 | ONNX | w8a16 | Qualcomm® QCS8450 | 7.265 ms | 3 - 221 MB | NPU
66
- | Yolo-v7 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.216 ms | 1 - 190 MB | NPU
67
- | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.883 ms | 2 - 5 MB | NPU
68
- | Yolo-v7 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.573 ms | 3 - 188 MB | NPU
69
- | Yolo-v7 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.742 ms | 0 - 197 MB | NPU
70
- | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 35.506 ms | 3 - 221 MB | NPU
71
- | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 5.573 ms | 3 - 188 MB | NPU
72
- | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.216 ms | 1 - 190 MB | NPU
73
- | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.702 ms | 5 - 5 MB | NPU
74
- | Yolo-v7 | ONNX | w8a8 | Snapdragon® X2 Elite | 1.065 ms | 1 - 1 MB | NPU
75
- | Yolo-v7 | ONNX | w8a8 | Snapdragon® X Elite | 2.449 ms | 5 - 5 MB | NPU
76
- | Yolo-v7 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.518 ms | 0 - 80 MB | NPU
77
- | Yolo-v7 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3.233 ms | 0 - 80 MB | NPU
78
- | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.579 ms | 1 - 4 MB | NPU
79
- | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.332 ms | 0 - 8 MB | NPU
80
- | Yolo-v7 | ONNX | w8a8 | Qualcomm® QCS8450 | 3.233 ms | 0 - 80 MB | NPU
81
- | Yolo-v7 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.229 ms | 0 - 60 MB | NPU
82
- | Yolo-v7 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.457 ms | 2 - 172 MB | NPU
83
- | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.57 ms | 0 - 3 MB | NPU
84
- | Yolo-v7 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.984 ms | 0 - 62 MB | NPU
85
- | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 15.365 ms | 2 - 175 MB | NPU
86
- | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.457 ms | 2 - 172 MB | NPU
87
- | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.229 ms | 0 - 60 MB | NPU
88
- | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 2.449 ms | 5 - 5 MB | NPU
89
- | Yolo-v7 | QNN_DLC | float | Snapdragon® X2 Elite | 6.288 ms | 5 - 5 MB | NPU
90
- | Yolo-v7 | QNN_DLC | float | Snapdragon® X Elite | 10.096 ms | 5 - 5 MB | NPU
91
- | Yolo-v7 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 6.932 ms | 5 - 184 MB | NPU
92
- | Yolo-v7 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 16.116 ms | 5 - 183 MB | NPU
93
- | Yolo-v7 | QNN_DLC | float | Qualcomm® QCS8275 | 23.377 ms | 0 - 156 MB | NPU
94
- | Yolo-v7 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.412 ms | 5 - 6 MB | NPU
95
- | Yolo-v7 | QNN_DLC | float | Qualcomm® SA8775P | 11.512 ms | 1 - 159 MB | NPU
96
- | Yolo-v7 | QNN_DLC | float | Qualcomm® SA8650P | 11.512 ms | 1 - 159 MB | NPU
97
- | Yolo-v7 | QNN_DLC | float | Qualcomm® SA8255P | 11.512 ms | 1 - 159 MB | NPU
98
- | Yolo-v7 | QNN_DLC | float | Qualcomm® QCS8450 | 16.116 ms | 5 - 183 MB | NPU
99
- | Yolo-v7 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.649 ms | 5 - 165 MB | NPU
100
- | Yolo-v7 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.346 ms | 0 - 155 MB | NPU
101
- | Yolo-v7 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 11.366 ms | 5 - 11 MB | NPU
102
- | Yolo-v7 | QNN_DLC | float | Qualcomm® SA7255P | 23.377 ms | 0 - 156 MB | NPU
103
- | Yolo-v7 | QNN_DLC | float | Qualcomm® SA8295P | 13.304 ms | 0 - 152 MB | NPU
104
- | Yolo-v7 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 6.346 ms | 0 - 155 MB | NPU
105
- | Yolo-v7 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.096 ms | 5 - 5 MB | NPU
106
- | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.994 ms | 2 - 2 MB | NPU
107
- | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.001 ms | 2 - 2 MB | NPU
108
- | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.53 ms | 2 - 195 MB | NPU
109
- | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 5.739 ms | 2 - 202 MB | NPU
110
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 15.154 ms | 3 - 7 MB | NPU
111
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 8.587 ms | 1 - 165 MB | NPU
112
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.593 ms | 2 - 89 MB | NPU
113
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.282 ms | 0 - 166 MB | NPU
114
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.282 ms | 0 - 166 MB | NPU
115
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.282 ms | 0 - 166 MB | NPU
116
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 5.739 ms | 2 - 202 MB | NPU
117
- | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.895 ms | 2 - 167 MB | NPU
118
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 3.949 ms | 1 - 5 MB | NPU
119
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 5.269 ms | 2 - 171 MB | NPU
120
- | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.85 ms | 1 - 171 MB | NPU
121
- | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.562 ms | 2 - 175 MB | NPU
122
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 32.38 ms | 3 - 170 MB | NPU
123
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.85 ms | 1 - 171 MB | NPU
124
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.895 ms | 2 - 167 MB | NPU
125
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.001 ms | 2 - 2 MB | NPU
126
- | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 8.587 ms | 1 - 165 MB | NPU
127
- | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.981 ms | 1 - 1 MB | NPU
128
- | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® X Elite | 2.299 ms | 1 - 1 MB | NPU
129
- | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.329 ms | 1 - 58 MB | NPU
130
- | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.836 ms | 1 - 62 MB | NPU
131
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.42 ms | 3 - 6 MB | NPU
132
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 4.323 ms | 1 - 41 MB | NPU
133
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.047 ms | 1 - 3 MB | NPU
134
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.407 ms | 1 - 42 MB | NPU
135
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 2.407 ms | 1 - 42 MB | NPU
136
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 2.407 ms | 1 - 42 MB | NPU
137
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.836 ms | 1 - 62 MB | NPU
138
- | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.026 ms | 1 - 41 MB | NPU
139
- | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.348 ms | 1 - 158 MB | NPU
140
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.142 ms | 0 - 3 MB | NPU
141
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 3.335 ms | 1 - 38 MB | NPU
142
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 4.323 ms | 1 - 41 MB | NPU
143
- | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.775 ms | 1 - 40 MB | NPU
144
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 14.317 ms | 1 - 160 MB | NPU
145
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.348 ms | 1 - 158 MB | NPU
146
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.026 ms | 1 - 41 MB | NPU
147
- | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 2.299 ms | 1 - 1 MB | NPU
148
- | Yolo-v7 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 6.956 ms | 0 - 187 MB | NPU
149
- | Yolo-v7 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 16.297 ms | 1 - 187 MB | NPU
150
- | Yolo-v7 | TFLITE | float | Qualcomm® QCS8275 | 23.526 ms | 1 - 158 MB | NPU
151
- | Yolo-v7 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.36 ms | 1 - 3 MB | NPU
152
- | Yolo-v7 | TFLITE | float | Qualcomm® SA8775P | 11.556 ms | 1 - 163 MB | NPU
153
- | Yolo-v7 | TFLITE | float | Qualcomm® SA8650P | 11.556 ms | 1 - 163 MB | NPU
154
- | Yolo-v7 | TFLITE | float | Qualcomm® SA8255P | 11.556 ms | 1 - 163 MB | NPU
155
- | Yolo-v7 | TFLITE | float | Qualcomm® QCS8450 | 16.297 ms | 1 - 187 MB | NPU
156
- | Yolo-v7 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.712 ms | 1 - 167 MB | NPU
157
- | Yolo-v7 | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.31 ms | 1 - 161 MB | NPU
158
- | Yolo-v7 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 11.288 ms | 1 - 20 MB | NPU
159
- | Yolo-v7 | TFLITE | float | Qualcomm® SA7255P | 23.526 ms | 1 - 158 MB | NPU
160
- | Yolo-v7 | TFLITE | float | Qualcomm® SA8295P | 13.328 ms | 1 - 158 MB | NPU
161
- | Yolo-v7 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 6.31 ms | 1 - 161 MB | NPU
162
  | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.403 ms | 0 - 62 MB | NPU
163
- | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3.014 ms | 0 - 67 MB | NPU
164
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.252 ms | 0 - 10 MB | NPU
165
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® QCS8275 | 4.594 ms | 0 - 43 MB | NPU
166
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.061 ms | 0 - 52 MB | NPU
167
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA8775P | 2.55 ms | 0 - 62 MB | NPU
168
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA8650P | 2.55 ms | 0 - 62 MB | NPU
169
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA8255P | 2.55 ms | 0 - 62 MB | NPU
170
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® QCS8450 | 3.014 ms | 0 - 67 MB | NPU
171
- | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 1.106 ms | 0 - 73 MB | NPU
172
- | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.488 ms | 0 - 164 MB | NPU
173
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.324 ms | 0 - 9 MB | NPU
174
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA8295P | 3.631 ms | 0 - 42 MB | NPU
175
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA7255P | 4.594 ms | 0 - 43 MB | NPU
176
- | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.89 ms | 0 - 85 MB | NPU
177
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 13.939 ms | 0 - 157 MB | NPU
178
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.488 ms | 0 - 164 MB | NPU
179
- | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.106 ms | 0 - 73 MB | NPU
180
 
181
  ## License
182
  * The license for the original implementation of Yolo-v7 can be found
 
16
  YoloV7 is a machine learning model that predicts bounding boxes and classes of objects in an image.
17
 
18
  This is based on the implementation of Yolo-v7 found [here](https://github.com/WongKinYiu/yolov7/).
19
+ 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/v0.59.0/src/qai_hub_models/models/yolov7) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
23
  ## Getting Started
24
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
25
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yolov7) Python library to compile and export the model with your own:
26
  - Custom weights (e.g., fine-tuned checkpoints)
27
  - Custom input shapes
28
  - Target device and runtime configurations
29
 
30
+ See our repository for [Yolo-v7 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yolov7) for usage instructions.
31
 
32
 
33
  ## Model Details
 
45
  ## Performance Summary
46
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
47
  |---|---|---|---|---|---|---
48
+ | Yolo-v7 | ONNX | float | Snapdragon® X2 Elite | 5.874 ms | 5 - 5 MB | NPU
49
+ | Yolo-v7 | ONNX | float | Snapdragon® X Elite | 10.881 ms | 8 - 8 MB | NPU
50
+ | Yolo-v7 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 7.679 ms | 6 - 191 MB | NPU
51
+ | Yolo-v7 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 17.412 ms | 6 - 196 MB | NPU
52
+ | Yolo-v7 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.446 ms | 0 - 11 MB | NPU
53
+ | Yolo-v7 | ONNX | float | Qualcomm® QCS8450 | 17.412 ms | 6 - 196 MB | NPU
54
+ | Yolo-v7 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 12.817 ms | 5 - 7 MB | NPU
55
+ | Yolo-v7 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.881 ms | 8 - 8 MB | NPU
56
+ | Yolo-v7 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 6.552 ms | 1 - 171 MB | NPU
57
+ | Yolo-v7 | ONNX | float | Snapdragon® 8 Elite Mobile | 6.552 ms | 1 - 171 MB | NPU
58
+ | Yolo-v7 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.93 ms | 1 - 173 MB | NPU
59
+ | Yolo-v7 | ONNX | w8a16 | Snapdragon® X2 Elite | 2.004 ms | 2 - 2 MB | NPU
60
+ | Yolo-v7 | ONNX | w8a16 | Snapdragon® X Elite | 4.752 ms | 4 - 4 MB | NPU
61
+ | Yolo-v7 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.919 ms | 0 - 215 MB | NPU
62
+ | Yolo-v7 | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 7.065 ms | 0 - 219 MB | NPU
63
+ | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 17.498 ms | 2 - 5 MB | NPU
64
+ | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.503 ms | 0 - 123 MB | NPU
65
+ | Yolo-v7 | ONNX | w8a16 | Qualcomm® QCS8450 | 7.065 ms | 0 - 219 MB | NPU
66
+ | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.906 ms | 2 - 5 MB | NPU
67
+ | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.752 ms | 4 - 4 MB | NPU
68
+ | Yolo-v7 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.22 ms | 0 - 190 MB | NPU
69
+ | Yolo-v7 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.22 ms | 0 - 190 MB | NPU
70
+ | Yolo-v7 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.766 ms | 0 - 195 MB | NPU
71
+ | Yolo-v7 | ONNX | w8a8 | Snapdragon® X2 Elite | 1.069 ms | 1 - 1 MB | NPU
72
+ | Yolo-v7 | ONNX | w8a8 | Snapdragon® X Elite | 2.452 ms | 5 - 5 MB | NPU
73
+ | Yolo-v7 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.531 ms | 0 - 79 MB | NPU
74
+ | Yolo-v7 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3.22 ms | 0 - 80 MB | NPU
75
+ | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.38 ms | 1 - 4 MB | NPU
76
+ | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.395 ms | 0 - 8 MB | NPU
77
+ | Yolo-v7 | ONNX | w8a8 | Qualcomm® QCS8450 | 3.22 ms | 0 - 80 MB | NPU
78
+ | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.561 ms | 0 - 3 MB | NPU
79
+ | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 2.452 ms | 5 - 5 MB | NPU
80
+ | Yolo-v7 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.232 ms | 0 - 54 MB | NPU
81
+ | Yolo-v7 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.232 ms | 0 - 54 MB | NPU
82
+ | Yolo-v7 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.986 ms | 0 - 62 MB | NPU
83
+ | Yolo-v7 | QNN_DLC | float | Snapdragon® X2 Elite | 6.341 ms | 5 - 5 MB | NPU
84
+ | Yolo-v7 | QNN_DLC | float | Snapdragon® X Elite | 10.058 ms | 5 - 5 MB | NPU
85
+ | Yolo-v7 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 6.94 ms | 5 - 184 MB | NPU
86
+ | Yolo-v7 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 16.202 ms | 5 - 183 MB | NPU
87
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 23.377 ms | 2 - 156 MB | NPU
88
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.286 ms | 5 - 6 MB | NPU
89
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® SA8775P | 11.481 ms | 0 - 159 MB | NPU
90
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® SA8650P | 11.481 ms | 0 - 159 MB | NPU
91
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® SA8255P | 11.481 ms | 0 - 159 MB | NPU
92
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® QCS8450 | 16.202 ms | 5 - 183 MB | NPU
93
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 11.707 ms | 7 - 13 MB | NPU
94
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.058 ms | 5 - 5 MB | NPU
95
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 6.353 ms | 0 - 160 MB | NPU
96
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® SA7255P | 23.377 ms | 2 - 156 MB | NPU
97
+ | Yolo-v7 | QNN_DLC | float | Qualcomm® SA8295P | 13.351 ms | 0 - 152 MB | NPU
98
+ | Yolo-v7 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.353 ms | 0 - 160 MB | NPU
99
+ | Yolo-v7 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.649 ms | 5 - 163 MB | NPU
100
+ | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.987 ms | 2 - 2 MB | NPU
101
+ | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.044 ms | 2 - 2 MB | NPU
102
+ | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.534 ms | 2 - 197 MB | NPU
103
+ | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 5.581 ms | 2 - 202 MB | NPU
104
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 15.592 ms | 1 - 5 MB | NPU
105
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 8.613 ms | 2 - 167 MB | NPU
106
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.598 ms | 2 - 4 MB | NPU
107
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.304 ms | 0 - 166 MB | NPU
108
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.304 ms | 0 - 166 MB | NPU
109
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.304 ms | 0 - 166 MB | NPU
110
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 5.581 ms | 2 - 202 MB | NPU
111
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 3.949 ms | 3 - 7 MB | NPU
112
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.044 ms | 2 - 2 MB | NPU
113
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 29.184 ms | 2 - 170 MB | NPU
114
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.834 ms | 0 - 170 MB | NPU
115
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.892 ms | 2 - 166 MB | NPU
116
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 8.613 ms | 2 - 167 MB | NPU
117
+ | Yolo-v7 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 5.245 ms | 0 - 170 MB | NPU
118
+ | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.892 ms | 2 - 166 MB | NPU
119
+ | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.563 ms | 2 - 176 MB | NPU
120
+ | Yolo-v7 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.834 ms | 0 - 170 MB | NPU
121
+ | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.993 ms | 1 - 1 MB | NPU
122
+ | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® X Elite | 2.317 ms | 1 - 1 MB | NPU
123
+ | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.314 ms | 1 - 58 MB | NPU
124
+ | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.794 ms | 1 - 62 MB | NPU
125
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.627 ms | 1 - 4 MB | NPU
126
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 4.316 ms | 1 - 41 MB | NPU
127
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.042 ms | 1 - 3 MB | NPU
128
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.425 ms | 1 - 42 MB | NPU
129
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 2.425 ms | 1 - 42 MB | NPU
130
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 2.425 ms | 1 - 42 MB | NPU
131
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.794 ms | 1 - 62 MB | NPU
132
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.152 ms | 1 - 4 MB | NPU
133
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 2.317 ms | 1 - 1 MB | NPU
134
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 13.787 ms | 1 - 157 MB | NPU
135
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.345 ms | 1 - 158 MB | NPU
136
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.026 ms | 1 - 39 MB | NPU
137
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 4.316 ms | 1 - 41 MB | NPU
138
+ | Yolo-v7 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 3.336 ms | 1 - 38 MB | NPU
139
+ | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.026 ms | 1 - 39 MB | NPU
140
+ | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.775 ms | 0 - 39 MB | NPU
141
+ | Yolo-v7 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.345 ms | 1 - 158 MB | NPU
142
+ | Yolo-v7 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 6.935 ms | 0 - 190 MB | NPU
143
+ | Yolo-v7 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 16.281 ms | 0 - 185 MB | NPU
144
+ | Yolo-v7 | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 23.549 ms | 1 - 158 MB | NPU
145
+ | Yolo-v7 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.439 ms | 1 - 3 MB | NPU
146
+ | Yolo-v7 | TFLITE | float | Qualcomm® SA8775P | 11.499 ms | 1 - 162 MB | NPU
147
+ | Yolo-v7 | TFLITE | float | Qualcomm® SA8650P | 11.499 ms | 1 - 162 MB | NPU
148
+ | Yolo-v7 | TFLITE | float | Qualcomm® SA8255P | 11.499 ms | 1 - 162 MB | NPU
149
+ | Yolo-v7 | TFLITE | float | Qualcomm® QCS8450 | 16.281 ms | 0 - 185 MB | NPU
150
+ | Yolo-v7 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 11.292 ms | 1 - 20 MB | NPU
151
+ | Yolo-v7 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 6.317 ms | 1 - 161 MB | NPU
152
+ | Yolo-v7 | TFLITE | float | Qualcomm® SA7255P | 23.549 ms | 1 - 158 MB | NPU
153
+ | Yolo-v7 | TFLITE | float | Qualcomm® SA8295P | 13.287 ms | 1 - 158 MB | NPU
154
+ | Yolo-v7 | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.317 ms | 1 - 161 MB | NPU
155
+ | Yolo-v7 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.725 ms | 1 - 166 MB | NPU
 
 
 
 
 
 
156
  | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.403 ms | 0 - 62 MB | NPU
157
+ | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3.012 ms | 0 - 67 MB | NPU
158
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.123 ms | 0 - 10 MB | NPU
159
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 4.628 ms | 0 - 43 MB | NPU
160
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.055 ms | 0 - 2 MB | NPU
161
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA8775P | 2.553 ms | 0 - 62 MB | NPU
162
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA8650P | 2.553 ms | 0 - 62 MB | NPU
163
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA8255P | 2.553 ms | 0 - 62 MB | NPU
164
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® QCS8450 | 3.012 ms | 0 - 67 MB | NPU
165
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.311 ms | 0 - 9 MB | NPU
166
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 14.545 ms | 0 - 157 MB | NPU
167
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.489 ms | 0 - 165 MB | NPU
168
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.114 ms | 0 - 72 MB | NPU
169
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA7255P | 4.628 ms | 0 - 43 MB | NPU
170
+ | Yolo-v7 | TFLITE | w8a8 | Qualcomm® SA8295P | 3.623 ms | 0 - 42 MB | NPU
171
+ | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 1.114 ms | 0 - 72 MB | NPU
172
+ | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.891 ms | 0 - 86 MB | NPU
173
+ | Yolo-v7 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.489 ms | 0 - 165 MB | NPU
174
 
175
  ## License
176
  * The license for the original implementation of Yolo-v7 can be found