Hugging Face's logo

qualcomm
/
BEVDet

Other
PyTorch
bu_auto
android
Model card Files
xet
 Community
qaihm-bot commited on
Commit
3872068
·
verified ·
1 Parent(s): 6ded28d

v0.64.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.64.0 for changelog.

Files changed (2) hide show
  1. README.md +185 -188
  2. release_assets.json +8 -8
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: other
15
  BEVDet is a machine learning model for generating a birds eye view represenation from the sensors(cameras) mounted on a vehicle.
16
 
17
  This is based on the implementation of BEVDet found [here](https://github.com/HuangJunJie2017/BEVDet/).
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/v0.63.0/src/qai_hub_models/models/bevdet) 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
 
@@ -28,25 +28,25 @@ Below are pre-exported model assets ready for deployment.
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-onnx-float.zip)
32
- | ONNX | mixed_with_float | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-onnx-mixed_with_float.zip)
33
- | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-qnn_dlc-float.zip)
34
- | QNN_DLC | mixed_with_float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-qnn_dlc-mixed_with_float.zip)
35
- | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[BEVDet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/bevdet)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/bevdet) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
- See our repository for [BEVDet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/bevdet) for usage instructions.
50
 
51
  ## Model Details
52
 
@@ -61,186 +61,183 @@ See our repository for [BEVDet on GitHub](https://github.com/qualcomm/ai-hub-mod
61
  ## Performance Summary
62
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
- | decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.112 ms | 3 - 148 MB | NPU
65
- | decoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.258 ms | 3 - 146 MB | NPU
66
- | decoder | ONNX | float | Snapdragon® X2 Elite | 6.262 ms | 4 - 4 MB | NPU
67
- | decoder | ONNX | float | Snapdragon® X Elite | 11.898 ms | 34 - 34 MB | NPU
68
- | decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 8.763 ms | 0 - 169 MB | NPU
69
- | decoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 22.474 ms | 0 - 166 MB | NPU
70
- | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 25.601 ms | 4 - 12 MB | NPU
71
- | decoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.531 ms | 0 - 37 MB | NPU
72
- | decoder | ONNX | float | Qualcomm® QCS8450 | 22.474 ms | 0 - 166 MB | NPU
73
- | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 23.009 ms | 4 - 11 MB | NPU
74
- | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 11.898 ms | 34 - 34 MB | NPU
75
- | decoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.258 ms | 3 - 146 MB | NPU
76
- | decoder | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.857 ms | 3 - 156 MB | NPU
77
- | decoder | ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 3.829 ms | 4 - 154 MB | NPU
78
- | decoder | ONNX | mixed_with_float | Snapdragon® X2 Elite | 3.715 ms | 8 - 8 MB | NPU
79
- | decoder | ONNX | mixed_with_float | Snapdragon® X Elite | 6.212 ms | 16 - 16 MB | NPU
80
- | decoder | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 4.652 ms | 0 - 195 MB | NPU
81
- | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 8.145 ms | 5 - 9 MB | NPU
82
- | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.982 ms | 5 - 7 MB | NPU
83
- | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 7.007 ms | 5 - 8 MB | NPU
84
- | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 6.212 ms | 16 - 16 MB | NPU
85
- | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 3.829 ms | 4 - 154 MB | NPU
86
- | decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.102 ms | 4 - 150 MB | NPU
87
- | decoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.196 ms | 4 - 146 MB | NPU
88
- | decoder | QNN_DLC | float | Snapdragon® X2 Elite | 6.64 ms | 4 - 4 MB | NPU
89
- | decoder | QNN_DLC | float | Snapdragon® X Elite | 12.156 ms | 4 - 4 MB | NPU
90
- | decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.746 ms | 4 - 172 MB | NPU
91
- | decoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 22.186 ms | 0 - 167 MB | NPU
92
- | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 25.444 ms | 4 - 12 MB | NPU
93
- | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.484 ms | 4 - 13 MB | NPU
94
- | decoder | QNN_DLC | float | Qualcomm® SA8650P | 23.121 ms | 1 - 148 MB | NPU
95
- | decoder | QNN_DLC | float | Qualcomm® SA8255P | 23.121 ms | 1 - 148 MB | NPU
96
- | decoder | QNN_DLC | float | Qualcomm® QCS8450 | 22.186 ms | 0 - 167 MB | NPU
97
- | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 23.596 ms | 6 - 13 MB | NPU
98
- | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.156 ms | 4 - 4 MB | NPU
99
- | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.196 ms | 4 - 146 MB | NPU
100
- | decoder | QNN_DLC | float | Qualcomm® SA8295P | 24.722 ms | 0 - 137 MB | NPU
101
- | decoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.835 ms | 4 - 155 MB | NPU
102
- | decoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 3.862 ms | 0 - 148 MB | NPU
103
- | decoder | QNN_DLC | mixed_with_float | Snapdragon® X2 Elite | 4.167 ms | 4 - 4 MB | NPU
104
- | decoder | QNN_DLC | mixed_with_float | Snapdragon® X Elite | 6.468 ms | 4 - 4 MB | NPU
105
- | decoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 4.607 ms | 0 - 192 MB | NPU
106
- | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 7.911 ms | 4 - 12 MB | NPU
107
- | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.003 ms | 4 - 6 MB | NPU
108
- | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 6.731 ms | 4 - 11 MB | NPU
109
- | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 6.468 ms | 4 - 4 MB | NPU
110
- | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 3.862 ms | 0 - 148 MB | NPU
111
- | decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 4.995 ms | 1 - 148 MB | NPU
112
- | decoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.236 ms | 1 - 149 MB | NPU
113
- | decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.754 ms | 1 - 204 MB | NPU
114
- | decoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 22.297 ms | 1 - 201 MB | NPU
115
- | decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 25.643 ms | 1 - 47 MB | NPU
116
- | decoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.771 ms | 1 - 4 MB | NPU
117
- | decoder | TFLITE | float | Qualcomm® SA8650P | 23.126 ms | 1 - 153 MB | NPU
118
- | decoder | TFLITE | float | Qualcomm® SA8255P | 23.126 ms | 1 - 153 MB | NPU
119
- | decoder | TFLITE | float | Qualcomm® QCS8450 | 22.297 ms | 1 - 201 MB | NPU
120
- | decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 23.414 ms | 1 - 46 MB | NPU
121
- | decoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 7.236 ms | 1 - 149 MB | NPU
122
- | decoder | TFLITE | float | Qualcomm® SA7255P | 463.717 ms | 2 - 33 MB | GPU
123
- | decoder | TFLITE | float | Qualcomm® SA8295P | 24.737 ms | 1 - 141 MB | NPU
124
- | encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 21.013 ms | 4 - 309 MB | NPU
125
- | encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 25.39 ms | 6 - 298 MB | NPU
126
- | encoder | ONNX | float | Snapdragon® X2 Elite | 23.287 ms | 12 - 12 MB | NPU
127
- | encoder | ONNX | float | Snapdragon® X Elite | 41.394 ms | 39 - 39 MB | NPU
128
- | encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 30.227 ms | 1 - 391 MB | NPU
129
- | encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 71.098 ms | 1 - 318 MB | NPU
130
- | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 67.891 ms | 12 - 29 MB | NPU
131
- | encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.338 ms | 13 - 15 MB | NPU
132
- | encoder | ONNX | float | Qualcomm® QCS8450 | 71.098 ms | 1 - 318 MB | NPU
133
- | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 64.359 ms | 12 - 28 MB | NPU
134
- | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 41.394 ms | 39 - 39 MB | NPU
135
- | encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 25.39 ms | 6 - 298 MB | NPU
136
- | encoder | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 22.289 ms | 13 - 888 MB | NPU
137
- | encoder | ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 25.004 ms | 13 - 824 MB | NPU
138
- | encoder | ONNX | mixed_with_float | Snapdragon® X2 Elite | 21.324 ms | 17 - 17 MB | NPU
139
- | encoder | ONNX | mixed_with_float | Snapdragon® X Elite | 34.037 ms | 22 - 22 MB | NPU
140
- | encoder | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 30.759 ms | 26 - 964 MB | NPU
141
- | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 37.355 ms | 12 - 27 MB | NPU
142
- | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 37.811 ms | 18 - 21 MB | NPU
143
- | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 37.807 ms | 12 - 27 MB | NPU
144
- | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 34.037 ms | 22 - 22 MB | NPU
145
- | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 25.004 ms | 13 - 824 MB | NPU
146
- | encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 19.84 ms | 8 - 314 MB | NPU
147
- | encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 25.346 ms | 0 - 289 MB | NPU
148
- | encoder | QNN_DLC | float | Snapdragon® X2 Elite | 22.556 ms | 12 - 12 MB | NPU
149
- | encoder | QNN_DLC | float | Snapdragon® X Elite | 42.241 ms | 12 - 12 MB | NPU
150
- | encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 33.727 ms | 12 - 403 MB | NPU
151
- | encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 70.052 ms | 5 - 312 MB | NPU
152
- | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 67.563 ms | 12 - 30 MB | NPU
153
- | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.697 ms | 13 - 380 MB | NPU
154
- | encoder | QNN_DLC | float | Qualcomm® SA8650P | 64.989 ms | 0 - 306 MB | NPU
155
- | encoder | QNN_DLC | float | Qualcomm® SA8255P | 64.989 ms | 0 - 306 MB | NPU
156
- | encoder | QNN_DLC | float | Qualcomm® QCS8450 | 70.052 ms | 5 - 312 MB | NPU
157
- | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 64.454 ms | 14 - 31 MB | NPU
158
- | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 42.241 ms | 12 - 12 MB | NPU
159
- | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 25.346 ms | 0 - 289 MB | NPU
160
- | encoder | QNN_DLC | float | Qualcomm® SA8295P | 72.112 ms | 0 - 210 MB | NPU
161
- | encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.119 ms | 0 - 254 MB | NPU
162
- | encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 8.796 ms | 0 - 221 MB | NPU
163
- | encoder | QNN_DLC | mixed_with_float | Snapdragon® X2 Elite | 8.574 ms | 12 - 12 MB | NPU
164
- | encoder | QNN_DLC | mixed_with_float | Snapdragon® X Elite | 16.301 ms | 12 - 12 MB | NPU
165
- | encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 11.235 ms | 12 - 305 MB | NPU
166
- | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 15.512 ms | 12 - 30 MB | NPU
167
- | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.775 ms | 12 - 14 MB | NPU
168
- | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 16.661 ms | 12 - 29 MB | NPU
169
- | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 16.301 ms | 12 - 12 MB | NPU
170
- | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 8.796 ms | 0 - 221 MB | NPU
171
- | encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 20.512 ms | 24 - 341 MB | NPU
172
- | encoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 25.243 ms | 24 - 325 MB | NPU
173
- | encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 34.584 ms | 24 - 448 MB | NPU
174
- | encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 68.92 ms | 25 - 377 MB | NPU
175
- | encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 68.584 ms | 20 - 110 MB | NPU
176
- | encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 41.075 ms | 25 - 27 MB | NPU
177
- | encoder | TFLITE | float | Qualcomm® SA8650P | 67.313 ms | 25 - 353 MB | NPU
178
- | encoder | TFLITE | float | Qualcomm® SA8255P | 67.313 ms | 25 - 353 MB | NPU
179
- | encoder | TFLITE | float | Qualcomm® QCS8450 | 68.92 ms | 25 - 377 MB | NPU
180
- | encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 65.056 ms | 24 - 113 MB | NPU
181
- | encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 25.243 ms | 24 - 325 MB | NPU
182
- | encoder | TFLITE | float | Qualcomm® SA7255P | 1807.573 ms | 25 - 35 MB | CPU
183
- | encoder | TFLITE | float | Qualcomm® SA8295P | 66.616 ms | 25 - 253 MB | NPU
184
- | pooler | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 18.469 ms | 278 - 286 MB | CPU
185
- | pooler | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.389 ms | 277 - 285 MB | CPU
186
- | pooler | ONNX | float | Snapdragon® X2 Elite | 16.57 ms | 284 - 284 MB | CPU
187
- | pooler | ONNX | float | Snapdragon® X Elite | 101.801 ms | 283 - 283 MB | CPU
188
- | pooler | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 23.994 ms | 280 - 289 MB | CPU
189
- | pooler | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 35.323 ms | 276 - 291 MB | CPU
190
- | pooler | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 65.258 ms | 274 - 278 MB | CPU
191
- | pooler | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 27.738 ms | 275 - 278 MB | CPU
192
- | pooler | ONNX | float | Qualcomm® QCS8450 | 35.323 ms | 276 - 291 MB | CPU
193
- | pooler | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 30.984 ms | 277 - 281 MB | CPU
194
- | pooler | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 101.801 ms | 283 - 283 MB | CPU
195
- | pooler | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 21.389 ms | 277 - 285 MB | CPU
196
- | pooler | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 18.449 ms | 302 - 310 MB | CPU
197
- | pooler | ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 26.382 ms | 279 - 287 MB | CPU
198
- | pooler | ONNX | mixed_with_float | Snapdragon® X2 Elite | 17.817 ms | 284 - 284 MB | CPU
199
- | pooler | ONNX | mixed_with_float | Snapdragon® X Elite | 92.307 ms | 283 - 283 MB | CPU
200
- | pooler | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 24.449 ms | 282 - 293 MB | CPU
201
- | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 62.235 ms | 274 - 278 MB | CPU
202
- | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 27.234 ms | 279 - 282 MB | CPU
203
- | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 33.633 ms | 277 - 281 MB | CPU
204
- | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 92.307 ms | 283 - 283 MB | CPU
205
- | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 26.382 ms | 279 - 287 MB | CPU
206
- | pooler | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 218.676 ms | 4 - 13 MB | CPU
207
- | pooler | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 184.565 ms | 4 - 17 MB | CPU
208
- | pooler | QNN_DLC | float | Snapdragon® X2 Elite | 334.477 ms | 3 - 3 MB | CPU
209
- | pooler | QNN_DLC | float | Snapdragon® X Elite | 389.598 ms | 4 - 4 MB | CPU
210
- | pooler | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 163.506 ms | 4 - 13 MB | CPU
211
- | pooler | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 222.451 ms | 3 - 19 MB | CPU
212
- | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 369.034 ms | 269 - 736 MB | CPU
213
- | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 191.997 ms | 2 - 6 MB | CPU
214
- | pooler | QNN_DLC | float | Qualcomm® SA8650P | 308.633 ms | 4 - 17 MB | CPU
215
- | pooler | QNN_DLC | float | Qualcomm® SA8255P | 308.633 ms | 4 - 17 MB | CPU
216
- | pooler | QNN_DLC | float | Qualcomm® QCS8450 | 222.451 ms | 3 - 19 MB | CPU
217
- | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 329.782 ms | 270 - 737 MB | CPU
218
- | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 389.598 ms | 4 - 4 MB | CPU
219
- | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 184.565 ms | 4 - 17 MB | CPU
220
- | pooler | QNN_DLC | float | Qualcomm® SA8295P | 304.737 ms | 4 - 16 MB | CPU
221
- | pooler | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 218.932 ms | 4 - 14 MB | CPU
222
- | pooler | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 184.118 ms | 4 - 14 MB | CPU
223
- | pooler | QNN_DLC | mixed_with_float | Snapdragon® X2 Elite | 313.376 ms | 3 - 3 MB | CPU
224
- | pooler | QNN_DLC | mixed_with_float | Snapdragon® X Elite | 293.567 ms | 3 - 3 MB | CPU
225
- | pooler | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 166.395 ms | 4 - 13 MB | CPU
226
- | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 373.076 ms | 269 - 736 MB | CPU
227
- | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 194.376 ms | 3 - 7 MB | CPU
228
- | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 349.568 ms | 270 - 738 MB | CPU
229
- | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 293.567 ms | 3 - 3 MB | CPU
230
- | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 184.118 ms | 4 - 14 MB | CPU
231
- | pooler | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 47.217 ms | 127 - 140 MB | CPU
232
- | pooler | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 52.435 ms | 126 - 138 MB | CPU
233
- | pooler | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 51.333 ms | 126 - 137 MB | CPU
234
- | pooler | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 81.735 ms | 129 - 143 MB | CPU
235
- | pooler | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 129.85 ms | 127 - 321 MB | CPU
236
- | pooler | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 70.401 ms | 128 - 130 MB | CPU
237
- | pooler | TFLITE | float | Qualcomm® SA8650P | 90.951 ms | 130 - 136 MB | CPU
238
- | pooler | TFLITE | float | Qualcomm® SA8255P | 90.951 ms | 130 - 136 MB | CPU
239
- | pooler | TFLITE | float | Qualcomm® QCS8450 | 81.735 ms | 129 - 143 MB | CPU
240
- | pooler | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 99.299 ms | 127 - 320 MB | CPU
241
- | pooler | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 52.435 ms | 126 - 138 MB | CPU
242
- | pooler | TFLITE | float | Qualcomm® SA7255P | 113.04 ms | 116 - 125 MB | CPU
243
- | pooler | TFLITE | float | Qualcomm® SA8295P | 93.578 ms | 128 - 133 MB | CPU
244
 
245
  ## License
246
  * The license for the original implementation of BEVDet can be found
 
15
  BEVDet is a machine learning model for generating a birds eye view represenation from the sensors(cameras) mounted on a vehicle.
16
 
17
  This is based on the implementation of BEVDet found [here](https://github.com/HuangJunJie2017/BEVDet/).
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/v0.64.0/src/qai_hub_models/models/bevdet) 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
 
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-onnx-float.zip)
32
+ | ONNX | mixed_with_float | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-onnx-mixed_with_float.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-qnn_dlc-float.zip)
34
+ | QNN_DLC | mixed_with_float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-qnn_dlc-mixed_with_float.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[BEVDet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/bevdet)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/bevdet) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
+ See our repository for [BEVDet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/bevdet) for usage instructions.
50
 
51
  ## Model Details
52
 
 
61
  ## Performance Summary
62
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
+ | decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.023 ms | 4 - 147 MB | NPU
65
+ | decoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.243 ms | 3 - 146 MB | NPU
66
+ | decoder | ONNX | float | Snapdragon® X2 Elite | 6.304 ms | 4 - 4 MB | NPU
67
+ | decoder | ONNX | float | Snapdragon® X Elite | 12.049 ms | 34 - 34 MB | NPU
68
+ | decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 8.757 ms | 0 - 166 MB | NPU
69
+ | decoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 22.334 ms | 0 - 166 MB | NPU
70
+ | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 25.864 ms | 4 - 12 MB | NPU
71
+ | decoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.548 ms | 4 - 6 MB | NPU
72
+ | decoder | ONNX | float | Qualcomm® QCS8450 | 22.334 ms | 0 - 166 MB | NPU
73
+ | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 23.282 ms | 4 - 11 MB | NPU
74
+ | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.049 ms | 34 - 34 MB | NPU
75
+ | decoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.243 ms | 3 - 146 MB | NPU
76
+ | decoder | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.861 ms | 4 - 156 MB | NPU
77
+ | decoder | ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 3.822 ms | 3 - 149 MB | NPU
78
+ | decoder | ONNX | mixed_with_float | Snapdragon® X2 Elite | 3.724 ms | 8 - 8 MB | NPU
79
+ | decoder | ONNX | mixed_with_float | Snapdragon® X Elite | 6.27 ms | 16 - 16 MB | NPU
80
+ | decoder | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 4.661 ms | 7 - 201 MB | NPU
81
+ | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 8.172 ms | 5 - 9 MB | NPU
82
+ | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.975 ms | 0 - 17 MB | NPU
83
+ | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 6.991 ms | 5 - 8 MB | NPU
84
+ | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 6.27 ms | 16 - 16 MB | NPU
85
+ | decoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 3.822 ms | 3 - 149 MB | NPU
86
+ | decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.106 ms | 4 - 150 MB | NPU
87
+ | decoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.24 ms | 0 - 142 MB | NPU
88
+ | decoder | QNN_DLC | float | Snapdragon® X2 Elite | 6.693 ms | 4 - 4 MB | NPU
89
+ | decoder | QNN_DLC | float | Snapdragon® X Elite | 12.18 ms | 4 - 4 MB | NPU
90
+ | decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.742 ms | 0 - 167 MB | NPU
91
+ | decoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 22.301 ms | 0 - 164 MB | NPU
92
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 25.675 ms | 4 - 12 MB | NPU
93
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.451 ms | 4 - 6 MB | NPU
94
+ | decoder | QNN_DLC | float | Qualcomm® QCS8450 | 22.301 ms | 0 - 164 MB | NPU
95
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 23.357 ms | 6 - 13 MB | NPU
96
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.18 ms | 4 - 4 MB | NPU
97
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.24 ms | 0 - 142 MB | NPU
98
+ | decoder | QNN_DLC | float | Qualcomm® SA8295P | 24.666 ms | 1 - 138 MB | NPU
99
+ | decoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.831 ms | 4 - 151 MB | NPU
100
+ | decoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 3.867 ms | 2 - 150 MB | NPU
101
+ | decoder | QNN_DLC | mixed_with_float | Snapdragon® X2 Elite | 4.096 ms | 4 - 4 MB | NPU
102
+ | decoder | QNN_DLC | mixed_with_float | Snapdragon® X Elite | 6.532 ms | 4 - 4 MB | NPU
103
+ | decoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 4.611 ms | 0 - 190 MB | NPU
104
+ | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 7.918 ms | 4 - 12 MB | NPU
105
+ | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.008 ms | 4 - 6 MB | NPU
106
+ | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 6.726 ms | 4 - 11 MB | NPU
107
+ | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 6.532 ms | 4 - 4 MB | NPU
108
+ | decoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 3.867 ms | 2 - 150 MB | NPU
109
+ | decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.114 ms | 1 - 148 MB | NPU
110
+ | decoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.242 ms | 0 - 146 MB | NPU
111
+ | decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.769 ms | 1 - 201 MB | NPU
112
+ | decoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 22.253 ms | 1 - 202 MB | NPU
113
+ | decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 25.556 ms | 1 - 47 MB | NPU
114
+ | decoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.486 ms | 1 - 3 MB | NPU
115
+ | decoder | TFLITE | float | Qualcomm® SA8775P | 468.372 ms | 1 - 32 MB | GPU
116
+ | decoder | TFLITE | float | Qualcomm® SA8650P | 468.372 ms | 1 - 32 MB | GPU
117
+ | decoder | TFLITE | float | Qualcomm® SA8255P | 468.372 ms | 1 - 32 MB | GPU
118
+ | decoder | TFLITE | float | Qualcomm® QCS8450 | 22.253 ms | 1 - 202 MB | NPU
119
+ | decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 22.762 ms | 1 - 46 MB | NPU
120
+ | decoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 7.242 ms | 0 - 146 MB | NPU
121
+ | decoder | TFLITE | float | Qualcomm® SA7255P | 310.757 ms | 1 - 31 MB | GPU
122
+ | decoder | TFLITE | float | Qualcomm® SA8295P | 24.744 ms | 1 - 141 MB | NPU
123
+ | encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 21.127 ms | 5 - 310 MB | NPU
124
+ | encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 25.57 ms | 5 - 294 MB | NPU
125
+ | encoder | ONNX | float | Snapdragon® X2 Elite | 23.329 ms | 12 - 12 MB | NPU
126
+ | encoder | ONNX | float | Snapdragon® X Elite | 41.419 ms | 38 - 38 MB | NPU
127
+ | encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 30.642 ms | 0 - 391 MB | NPU
128
+ | encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 72.114 ms | 1 - 317 MB | NPU
129
+ | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 67.619 ms | 12 - 29 MB | NPU
130
+ | encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 41.684 ms | 13 - 15 MB | NPU
131
+ | encoder | ONNX | float | Qualcomm® QCS8450 | 72.114 ms | 1 - 317 MB | NPU
132
+ | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 63.802 ms | 12 - 28 MB | NPU
133
+ | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 41.419 ms | 38 - 38 MB | NPU
134
+ | encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 25.57 ms | 5 - 294 MB | NPU
135
+ | encoder | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 22.191 ms | 14 - 891 MB | NPU
136
+ | encoder | ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 24.581 ms | 14 - 833 MB | NPU
137
+ | encoder | ONNX | mixed_with_float | Snapdragon® X2 Elite | 21.679 ms | 17 - 17 MB | NPU
138
+ | encoder | ONNX | mixed_with_float | Snapdragon® X Elite | 36.085 ms | 22 - 22 MB | NPU
139
+ | encoder | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 29.986 ms | 26 - 965 MB | NPU
140
+ | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 37.411 ms | 12 - 27 MB | NPU
141
+ | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 37.522 ms | 15 - 18 MB | NPU
142
+ | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 38.052 ms | 12 - 27 MB | NPU
143
+ | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 36.085 ms | 22 - 22 MB | NPU
144
+ | encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 24.581 ms | 14 - 833 MB | NPU
145
+ | encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 19.916 ms | 0 - 306 MB | NPU
146
+ | encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 25.255 ms | 0 - 286 MB | NPU
147
+ | encoder | QNN_DLC | float | Snapdragon® X2 Elite | 22.485 ms | 12 - 12 MB | NPU
148
+ | encoder | QNN_DLC | float | Snapdragon® X Elite | 42.637 ms | 12 - 12 MB | NPU
149
+ | encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 33.553 ms | 12 - 402 MB | NPU
150
+ | encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 70.87 ms | 12 - 320 MB | NPU
151
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 67.587 ms | 12 - 30 MB | NPU
152
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.67 ms | 12 - 15 MB | NPU
153
+ | encoder | QNN_DLC | float | Qualcomm® QCS8450 | 70.87 ms | 12 - 320 MB | NPU
154
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 64.911 ms | 14 - 31 MB | NPU
155
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 42.637 ms | 12 - 12 MB | NPU
156
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 25.255 ms | 0 - 286 MB | NPU
157
+ | encoder | QNN_DLC | float | Qualcomm® SA8295P | 72.06 ms | 0 - 210 MB | NPU
158
+ | encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.093 ms | 12 - 267 MB | NPU
159
+ | encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 8.821 ms | 0 - 222 MB | NPU
160
+ | encoder | QNN_DLC | mixed_with_float | Snapdragon® X2 Elite | 8.61 ms | 12 - 12 MB | NPU
161
+ | encoder | QNN_DLC | mixed_with_float | Snapdragon® X Elite | 16.454 ms | 12 - 12 MB | NPU
162
+ | encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 11.254 ms | 12 - 306 MB | NPU
163
+ | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 15.818 ms | 12 - 30 MB | NPU
164
+ | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.723 ms | 12 - 200 MB | NPU
165
+ | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 16.854 ms | 12 - 29 MB | NPU
166
+ | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 16.454 ms | 12 - 12 MB | NPU
167
+ | encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 8.821 ms | 0 - 222 MB | NPU
168
+ | encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 20.361 ms | 24 - 341 MB | NPU
169
+ | encoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.907 ms | 24 - 326 MB | NPU
170
+ | encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 34.709 ms | 24 - 451 MB | NPU
171
+ | encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 67.596 ms | 25 - 377 MB | NPU
172
+ | encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 68.743 ms | 25 - 115 MB | NPU
173
+ | encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.044 ms | 25 - 28 MB | NPU
174
+ | encoder | TFLITE | float | Qualcomm® SA8775P | 1453.022 ms | 25 - 36 MB | CPU
175
+ | encoder | TFLITE | float | Qualcomm® SA8650P | 1453.022 ms | 25 - 36 MB | CPU
176
+ | encoder | TFLITE | float | Qualcomm® SA8255P | 1453.022 ms | 25 - 36 MB | CPU
177
+ | encoder | TFLITE | float | Qualcomm® QCS8450 | 67.596 ms | 25 - 377 MB | NPU
178
+ | encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 65.226 ms | 24 - 113 MB | NPU
179
+ | encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 24.907 ms | 24 - 326 MB | NPU
180
+ | encoder | TFLITE | float | Qualcomm® SA7255P | 209.025 ms | 25 - 321 MB | NPU
181
+ | encoder | TFLITE | float | Qualcomm® SA8295P | 66.608 ms | 25 - 253 MB | NPU
182
+ | pooler | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 18.193 ms | 280 - 288 MB | CPU
183
+ | pooler | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 20.987 ms | 278 - 290 MB | CPU
184
+ | pooler | ONNX | float | Snapdragon® X2 Elite | 17.165 ms | 284 - 284 MB | CPU
185
+ | pooler | ONNX | float | Snapdragon® X Elite | 94.883 ms | 283 - 283 MB | CPU
186
+ | pooler | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 24.354 ms | 278 - 288 MB | CPU
187
+ | pooler | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 38.711 ms | 278 - 294 MB | CPU
188
+ | pooler | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 60.993 ms | 274 - 278 MB | CPU
189
+ | pooler | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 28.206 ms | 271 - 273 MB | CPU
190
+ | pooler | ONNX | float | Qualcomm® QCS8450 | 38.711 ms | 278 - 294 MB | CPU
191
+ | pooler | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 48.482 ms | 277 - 281 MB | CPU
192
+ | pooler | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 94.883 ms | 283 - 283 MB | CPU
193
+ | pooler | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 20.987 ms | 278 - 290 MB | CPU
194
+ | pooler | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 17.039 ms | 280 - 289 MB | CPU
195
+ | pooler | ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 23.566 ms | 277 - 285 MB | CPU
196
+ | pooler | ONNX | mixed_with_float | Snapdragon® X2 Elite | 16.931 ms | 284 - 284 MB | CPU
197
+ | pooler | ONNX | mixed_with_float | Snapdragon® X Elite | 61.508 ms | 283 - 283 MB | CPU
198
+ | pooler | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 22.295 ms | 281 - 290 MB | CPU
199
+ | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 65.72 ms | 274 - 278 MB | CPU
200
+ | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 27.91 ms | 298 - 299 MB | CPU
201
+ | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 48.33 ms | 277 - 281 MB | CPU
202
+ | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 61.508 ms | 283 - 283 MB | CPU
203
+ | pooler | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 23.566 ms | 277 - 285 MB | CPU
204
+ | pooler | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 214.446 ms | 4 - 13 MB | CPU
205
+ | pooler | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 188.072 ms | 4 - 17 MB | CPU
206
+ | pooler | QNN_DLC | float | Snapdragon® X2 Elite | 322.512 ms | 4 - 4 MB | CPU
207
+ | pooler | QNN_DLC | float | Snapdragon® X Elite | 341.085 ms | 4 - 4 MB | CPU
208
+ | pooler | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 172.166 ms | 5 - 15 MB | CPU
209
+ | pooler | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 220.607 ms | 4 - 22 MB | CPU
210
+ | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 371.538 ms | 269 - 736 MB | CPU
211
+ | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 194.089 ms | 2 - 496 MB | CPU
212
+ | pooler | QNN_DLC | float | Qualcomm® QCS8450 | 220.607 ms | 4 - 22 MB | CPU
213
+ | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 345.362 ms | 272 - 740 MB | CPU
214
+ | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 341.085 ms | 4 - 4 MB | CPU
215
+ | pooler | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 188.072 ms | 4 - 17 MB | CPU
216
+ | pooler | QNN_DLC | float | Qualcomm® SA8295P | 308.576 ms | 4 - 15 MB | CPU
217
+ | pooler | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 216.724 ms | 4 - 19 MB | CPU
218
+ | pooler | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 184.984 ms | 4 - 14 MB | CPU
219
+ | pooler | QNN_DLC | mixed_with_float | Snapdragon® X2 Elite | 318.682 ms | 3 - 3 MB | CPU
220
+ | pooler | QNN_DLC | mixed_with_float | Snapdragon® X Elite | 367.682 ms | 4 - 4 MB | CPU
221
+ | pooler | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 167.71 ms | 5 - 14 MB | CPU
222
+ | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 366.121 ms | 269 - 736 MB | CPU
223
+ | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 194.577 ms | 4 - 8 MB | CPU
224
+ | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 326.164 ms | 271 - 739 MB | CPU
225
+ | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 367.682 ms | 4 - 4 MB | CPU
226
+ | pooler | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 184.984 ms | 4 - 14 MB | CPU
227
+ | pooler | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 47.47 ms | 127 - 142 MB | CPU
228
+ | pooler | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 52.602 ms | 127 - 139 MB | CPU
229
+ | pooler | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 52.661 ms | 126 - 138 MB | CPU
230
+ | pooler | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 78.637 ms | 128 - 144 MB | CPU
231
+ | pooler | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 126.985 ms | 127 - 321 MB | CPU
232
+ | pooler | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.796 ms | 129 - 430 MB | CPU
233
+ | pooler | TFLITE | float | Qualcomm® SA8775P | 93.698 ms | 128 - 138 MB | CPU
234
+ | pooler | TFLITE | float | Qualcomm® SA8650P | 93.698 ms | 128 - 138 MB | CPU
235
+ | pooler | TFLITE | float | Qualcomm® SA8255P | 93.698 ms | 128 - 138 MB | CPU
236
+ | pooler | TFLITE | float | Qualcomm® QCS8450 | 78.637 ms | 128 - 144 MB | CPU
237
+ | pooler | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 104.284 ms | 127 - 320 MB | CPU
238
+ | pooler | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 52.602 ms | 127 - 139 MB | CPU
239
+ | pooler | TFLITE | float | Qualcomm® SA7255P | 109.046 ms | 127 - 137 MB | CPU
240
+ | pooler | TFLITE | float | Qualcomm® SA8295P | 95.691 ms | 128 - 133 MB | CPU
 
 
 
241
 
242
  ## License
243
  * The license for the original implementation of BEVDet can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
- "version": "0.63.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
  "qairt": "2.50.0.260828221209",
9
- "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.50.0.260828221209"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.50.0.260828221209"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -29,15 +29,15 @@
29
  "onnx": {
30
  "tool_versions": {
31
  "qairt": "2.50.0.260828221209",
32
- "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-onnx-mixed_with_float.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.50.0.260828221209"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.63.0/bevdet-qnn_dlc-mixed_with_float.zip"
41
  }
42
  }
43
  }
 
1
  {
2
+ "version": "0.64.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
  "qairt": "2.50.0.260828221209",
9
+ "onnx_runtime": "1.30.0"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.50.0.260828221209"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.50.0.260828221209"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-tflite-float.zip"
24
  }
25
  }
26
  },
 
29
  "onnx": {
30
  "tool_versions": {
31
  "qairt": "2.50.0.260828221209",
32
+ "onnx_runtime": "1.30.0"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-onnx-mixed_with_float.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.50.0.260828221209"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bevdet/releases/v0.64.0/bevdet-qnn_dlc-mixed_with_float.zip"
41
  }
42
  }
43
  }