v0.59.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.
- README.md +236 -246
- release_assets.json +25 -26
README.md
CHANGED
|
@@ -14,7 +14,7 @@ pipeline_tag: object-detection
|
|
| 14 |
Detectron2-Detection is a machine learning model that can detect objects (trained on COCO dataset).
|
| 15 |
|
| 16 |
This is based on the implementation of Detectron2-Detection found [here](https://github.com/facebookresearch/detectron2/).
|
| 17 |
-
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.
|
| 18 |
|
| 19 |
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.
|
| 20 |
|
|
@@ -27,27 +27,27 @@ Below are pre-exported model assets ready for deployment.
|
|
| 27 |
|
| 28 |
| Runtime | Precision | Chipset | SDK Versions | Download |
|
| 29 |
|---|---|---|---|---|
|
| 30 |
-
| ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.
|
| 31 |
-
| ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.
|
| 32 |
-
| ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.
|
| 33 |
-
| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 34 |
-
| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 35 |
-
| QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 36 |
-
| TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 37 |
|
| 38 |
For more device-specific assets and performance metrics, visit **[Detectron2-Detection on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/detectron2_detection)**.
|
| 39 |
|
| 40 |
|
| 41 |
### Option 2: Export with Custom Configurations
|
| 42 |
|
| 43 |
-
Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.
|
| 44 |
- Custom weights (e.g., fine-tuned checkpoints)
|
| 45 |
- Custom input shapes
|
| 46 |
- Target device and runtime configurations
|
| 47 |
|
| 48 |
This option is ideal if you need to customize the model beyond the default configuration provided here.
|
| 49 |
|
| 50 |
-
See our repository for [Detectron2-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.
|
| 51 |
|
| 52 |
## Model Details
|
| 53 |
|
|
@@ -62,242 +62,232 @@ See our repository for [Detectron2-Detection on GitHub](https://github.com/qualc
|
|
| 62 |
## Performance Summary
|
| 63 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 64 |
|---|---|---|---|---|---|---
|
| 65 |
-
| proposal_generator | ONNX | float | Snapdragon® X2 Elite | 15.
|
| 66 |
-
| proposal_generator | ONNX | float | Snapdragon® X Elite | 33.
|
| 67 |
-
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 25.
|
| 68 |
-
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 63.
|
| 69 |
-
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) |
|
| 70 |
-
| proposal_generator | ONNX | float | Qualcomm® QCS8450 | 63.
|
| 71 |
-
| proposal_generator | ONNX | float |
|
| 72 |
-
| proposal_generator | ONNX | float |
|
| 73 |
-
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™
|
| 74 |
-
| proposal_generator | ONNX | float |
|
| 75 |
-
| proposal_generator | ONNX | float |
|
| 76 |
-
| proposal_generator | ONNX | w8a16 | Snapdragon® X2 Elite | 10.
|
| 77 |
-
| proposal_generator | ONNX | w8a16 | Snapdragon® X Elite | 19.
|
| 78 |
-
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.
|
| 79 |
-
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 34.
|
| 80 |
-
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 |
|
| 81 |
-
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.
|
| 82 |
-
| proposal_generator | ONNX | w8a16 | Qualcomm® QCS8450 | 34.
|
| 83 |
-
| proposal_generator | ONNX | w8a16 |
|
| 84 |
-
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-
|
| 85 |
-
| proposal_generator | ONNX | w8a16 |
|
| 86 |
-
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite
|
| 87 |
-
| proposal_generator | ONNX | w8a16 |
|
| 88 |
-
| proposal_generator | ONNX |
|
| 89 |
-
| proposal_generator | ONNX |
|
| 90 |
-
| proposal_generator | ONNX |
|
| 91 |
-
| proposal_generator | ONNX | w8a8 | Snapdragon®
|
| 92 |
-
| proposal_generator | ONNX | w8a8 |
|
| 93 |
-
| proposal_generator | ONNX | w8a8 |
|
| 94 |
-
| proposal_generator | ONNX | w8a8 |
|
| 95 |
-
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™
|
| 96 |
-
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™
|
| 97 |
-
| proposal_generator | ONNX | w8a8 | Qualcomm®
|
| 98 |
-
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 6.
|
| 99 |
-
| proposal_generator | ONNX | w8a8 | Snapdragon®
|
| 100 |
-
| proposal_generator |
|
| 101 |
-
| proposal_generator |
|
| 102 |
-
| proposal_generator |
|
| 103 |
-
| proposal_generator |
|
| 104 |
-
| proposal_generator |
|
| 105 |
-
| proposal_generator |
|
| 106 |
-
| proposal_generator | QNN_DLC | float |
|
| 107 |
-
| proposal_generator | QNN_DLC | float |
|
| 108 |
-
| proposal_generator | QNN_DLC | float |
|
| 109 |
-
| proposal_generator | QNN_DLC | float |
|
| 110 |
-
| proposal_generator | QNN_DLC | float | Qualcomm®
|
| 111 |
-
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™
|
| 112 |
-
| proposal_generator | QNN_DLC | float | Qualcomm®
|
| 113 |
-
| proposal_generator | QNN_DLC | float | Qualcomm®
|
| 114 |
-
| proposal_generator | QNN_DLC | float | Qualcomm®
|
| 115 |
-
| proposal_generator | QNN_DLC | float |
|
| 116 |
-
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 21.
|
| 117 |
-
| proposal_generator | QNN_DLC |
|
| 118 |
-
| proposal_generator | QNN_DLC |
|
| 119 |
-
| proposal_generator | QNN_DLC |
|
| 120 |
-
| proposal_generator | QNN_DLC |
|
| 121 |
-
| proposal_generator | QNN_DLC |
|
| 122 |
-
| proposal_generator | QNN_DLC |
|
| 123 |
-
| proposal_generator | QNN_DLC | w8a16 |
|
| 124 |
-
| proposal_generator | QNN_DLC | w8a16 |
|
| 125 |
-
| proposal_generator | QNN_DLC | w8a16 |
|
| 126 |
-
| proposal_generator | QNN_DLC | w8a16 |
|
| 127 |
-
| proposal_generator | QNN_DLC | w8a16 | Qualcomm®
|
| 128 |
-
| proposal_generator | QNN_DLC | w8a16 | Qualcomm®
|
| 129 |
-
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™
|
| 130 |
-
| proposal_generator | QNN_DLC | w8a16 | Qualcomm®
|
| 131 |
-
| proposal_generator | QNN_DLC | w8a16 | Qualcomm®
|
| 132 |
-
| proposal_generator | QNN_DLC | w8a16 | Qualcomm®
|
| 133 |
-
| proposal_generator | QNN_DLC | w8a16 | Qualcomm®
|
| 134 |
-
| proposal_generator | QNN_DLC | w8a16 |
|
| 135 |
-
| proposal_generator | QNN_DLC | w8a16 |
|
| 136 |
-
| proposal_generator | QNN_DLC | w8a16 |
|
| 137 |
-
| proposal_generator | QNN_DLC | w8a16 |
|
| 138 |
-
| proposal_generator | QNN_DLC |
|
| 139 |
-
| proposal_generator | QNN_DLC |
|
| 140 |
-
| proposal_generator | QNN_DLC |
|
| 141 |
-
| proposal_generator | QNN_DLC |
|
| 142 |
-
| proposal_generator | QNN_DLC |
|
| 143 |
-
| proposal_generator | QNN_DLC |
|
| 144 |
-
| proposal_generator | QNN_DLC | w8a8 |
|
| 145 |
-
| proposal_generator | QNN_DLC | w8a8 |
|
| 146 |
-
| proposal_generator | QNN_DLC | w8a8 |
|
| 147 |
-
| proposal_generator | QNN_DLC | w8a8 |
|
| 148 |
-
| proposal_generator | QNN_DLC | w8a8 | Qualcomm®
|
| 149 |
-
| proposal_generator | QNN_DLC | w8a8 | Qualcomm®
|
| 150 |
-
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™
|
| 151 |
-
| proposal_generator | QNN_DLC | w8a8 | Qualcomm®
|
| 152 |
-
| proposal_generator | QNN_DLC | w8a8 | Qualcomm®
|
| 153 |
-
| proposal_generator | QNN_DLC | w8a8 | Qualcomm®
|
| 154 |
-
| proposal_generator | QNN_DLC | w8a8 | Qualcomm®
|
| 155 |
-
| proposal_generator | QNN_DLC | w8a8 |
|
| 156 |
-
| proposal_generator | QNN_DLC | w8a8 | Snapdragon®
|
| 157 |
-
| proposal_generator | QNN_DLC | w8a8 |
|
| 158 |
-
| proposal_generator | QNN_DLC | w8a8 |
|
| 159 |
-
| proposal_generator |
|
| 160 |
-
| proposal_generator |
|
| 161 |
-
| proposal_generator |
|
| 162 |
-
| proposal_generator |
|
| 163 |
-
| proposal_generator |
|
| 164 |
-
| proposal_generator |
|
| 165 |
-
| proposal_generator | TFLITE |
|
| 166 |
-
| proposal_generator | TFLITE |
|
| 167 |
-
| proposal_generator | TFLITE | w8a8 |
|
| 168 |
-
| proposal_generator | TFLITE | w8a8 |
|
| 169 |
-
| proposal_generator | TFLITE | w8a8 | Qualcomm®
|
| 170 |
-
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™
|
| 171 |
-
| proposal_generator | TFLITE | w8a8 | Qualcomm®
|
| 172 |
-
| proposal_generator | TFLITE | w8a8 | Qualcomm®
|
| 173 |
-
| proposal_generator | TFLITE | w8a8 | Qualcomm®
|
| 174 |
-
| proposal_generator | TFLITE | w8a8 | Qualcomm®
|
| 175 |
-
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 25.
|
| 176 |
-
| proposal_generator | TFLITE | w8a8 | Snapdragon®
|
| 177 |
-
| proposal_generator | TFLITE | w8a8 |
|
| 178 |
-
|
|
| 179 |
-
|
|
| 180 |
-
|
|
| 181 |
-
|
|
| 182 |
-
|
|
| 183 |
-
| roi_head | ONNX | float |
|
| 184 |
-
| roi_head | ONNX | float |
|
| 185 |
-
| roi_head | ONNX | float |
|
| 186 |
-
| roi_head | ONNX | float |
|
| 187 |
-
| roi_head | ONNX | float |
|
| 188 |
-
| roi_head | ONNX | float |
|
| 189 |
-
| roi_head | ONNX |
|
| 190 |
-
| roi_head | ONNX |
|
| 191 |
-
| roi_head | ONNX |
|
| 192 |
-
| roi_head | ONNX |
|
| 193 |
-
| roi_head | ONNX |
|
| 194 |
-
| roi_head | ONNX | w8a16 |
|
| 195 |
-
| roi_head | ONNX | w8a16 |
|
| 196 |
-
| roi_head | ONNX | w8a16 |
|
| 197 |
-
| roi_head | ONNX | w8a16 |
|
| 198 |
-
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™
|
| 199 |
-
| roi_head | ONNX | w8a16 |
|
| 200 |
-
| roi_head | ONNX | w8a16 |
|
| 201 |
-
| roi_head | ONNX |
|
| 202 |
-
| roi_head | ONNX |
|
| 203 |
-
| roi_head | ONNX |
|
| 204 |
-
| roi_head | ONNX |
|
| 205 |
-
| roi_head | ONNX |
|
| 206 |
-
| roi_head | ONNX |
|
| 207 |
-
| roi_head | ONNX |
|
| 208 |
-
| roi_head | ONNX |
|
| 209 |
-
| roi_head | ONNX | w8a8 |
|
| 210 |
-
| roi_head | ONNX | w8a8 |
|
| 211 |
-
| roi_head | ONNX | w8a8 | Snapdragon® 8
|
| 212 |
-
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen
|
| 213 |
-
| roi_head |
|
| 214 |
-
| roi_head |
|
| 215 |
-
| roi_head |
|
| 216 |
-
| roi_head |
|
| 217 |
-
| roi_head |
|
| 218 |
-
| roi_head |
|
| 219 |
-
| roi_head |
|
| 220 |
-
| roi_head |
|
| 221 |
-
| roi_head |
|
| 222 |
-
| roi_head |
|
| 223 |
-
| roi_head |
|
| 224 |
-
| roi_head | QNN_DLC | float |
|
| 225 |
-
| roi_head | QNN_DLC | float |
|
| 226 |
-
| roi_head | QNN_DLC | float |
|
| 227 |
-
| roi_head | QNN_DLC | float |
|
| 228 |
-
| roi_head | QNN_DLC | float |
|
| 229 |
-
| roi_head | QNN_DLC | float |
|
| 230 |
-
| roi_head | QNN_DLC |
|
| 231 |
-
| roi_head | QNN_DLC |
|
| 232 |
-
| roi_head | QNN_DLC |
|
| 233 |
-
| roi_head | QNN_DLC |
|
| 234 |
-
| roi_head | QNN_DLC |
|
| 235 |
-
| roi_head | QNN_DLC |
|
| 236 |
-
| roi_head | QNN_DLC |
|
| 237 |
-
| roi_head | QNN_DLC |
|
| 238 |
-
| roi_head | QNN_DLC |
|
| 239 |
-
| roi_head | QNN_DLC |
|
| 240 |
-
| roi_head | QNN_DLC |
|
| 241 |
-
| roi_head | QNN_DLC | w8a16 |
|
| 242 |
-
| roi_head | QNN_DLC | w8a16 |
|
| 243 |
-
| roi_head | QNN_DLC | w8a16 |
|
| 244 |
-
| roi_head | QNN_DLC | w8a16 |
|
| 245 |
-
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™
|
| 246 |
-
| roi_head | QNN_DLC | w8a16 | Qualcomm®
|
| 247 |
-
| roi_head | QNN_DLC | w8a16 | Qualcomm®
|
| 248 |
-
| roi_head | QNN_DLC | w8a16 |
|
| 249 |
-
| roi_head | QNN_DLC | w8a16 |
|
| 250 |
-
| roi_head | QNN_DLC | w8a16 |
|
| 251 |
-
| roi_head | QNN_DLC |
|
| 252 |
-
| roi_head | QNN_DLC |
|
| 253 |
-
| roi_head | QNN_DLC |
|
| 254 |
-
| roi_head | QNN_DLC |
|
| 255 |
-
| roi_head | QNN_DLC |
|
| 256 |
-
| roi_head | QNN_DLC |
|
| 257 |
-
| roi_head | QNN_DLC |
|
| 258 |
-
| roi_head | QNN_DLC |
|
| 259 |
-
| roi_head | QNN_DLC |
|
| 260 |
-
| roi_head | QNN_DLC |
|
| 261 |
-
| roi_head | QNN_DLC |
|
| 262 |
-
| roi_head | QNN_DLC | w8a8 |
|
| 263 |
-
| roi_head | QNN_DLC | w8a8 |
|
| 264 |
-
| roi_head | QNN_DLC | w8a8 |
|
| 265 |
-
| roi_head | QNN_DLC | w8a8 |
|
| 266 |
-
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™
|
| 267 |
-
| roi_head | QNN_DLC | w8a8 | Qualcomm®
|
| 268 |
-
| roi_head | QNN_DLC | w8a8 | Qualcomm®
|
| 269 |
-
| roi_head | QNN_DLC | w8a8 |
|
| 270 |
-
| roi_head | QNN_DLC | w8a8 |
|
| 271 |
-
| roi_head | QNN_DLC | w8a8 |
|
| 272 |
-
| roi_head |
|
| 273 |
-
| roi_head |
|
| 274 |
-
| roi_head |
|
| 275 |
-
| roi_head |
|
| 276 |
-
| roi_head |
|
| 277 |
-
| roi_head |
|
| 278 |
-
| roi_head |
|
| 279 |
-
| roi_head |
|
| 280 |
-
| roi_head |
|
| 281 |
-
| roi_head |
|
| 282 |
-
| roi_head |
|
| 283 |
-
| roi_head | TFLITE |
|
| 284 |
-
| roi_head | TFLITE |
|
| 285 |
-
| roi_head | TFLITE | w8a8 |
|
| 286 |
-
| roi_head | TFLITE | w8a8 |
|
| 287 |
-
| roi_head | TFLITE | w8a8 | Qualcomm®
|
| 288 |
-
| roi_head | TFLITE | w8a8 |
|
| 289 |
-
| roi_head | TFLITE | w8a8 |
|
| 290 |
-
| roi_head | TFLITE | w8a8 |
|
| 291 |
-
| roi_head | TFLITE | w8a8 | Qualcomm® SA8255P | 366.232 ms | 0 - 1278 MB | NPU
|
| 292 |
-
| roi_head | TFLITE | w8a8 | Qualcomm® QCS8450 | 851.947 ms | 1 - 805 MB | NPU
|
| 293 |
-
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 196.377 ms | 0 - 1351 MB | NPU
|
| 294 |
-
| roi_head | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1837.349 ms | 1141 - 2401 MB | NPU
|
| 295 |
-
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 351.685 ms | 0 - 35 MB | NPU
|
| 296 |
-
| roi_head | TFLITE | w8a8 | Qualcomm® SA7255P | 516.071 ms | 0 - 1278 MB | NPU
|
| 297 |
-
| roi_head | TFLITE | w8a8 | Qualcomm® SA8295P | 384.756 ms | 0 - 666 MB | NPU
|
| 298 |
-
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 160.043 ms | 0 - 1472 MB | NPU
|
| 299 |
-
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1837.349 ms | 1141 - 2401 MB | NPU
|
| 300 |
-
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 196.377 ms | 0 - 1351 MB | NPU
|
| 301 |
|
| 302 |
## License
|
| 303 |
* The license for the original implementation of Detectron2-Detection can be found
|
|
|
|
| 14 |
Detectron2-Detection is a machine learning model that can detect objects (trained on COCO dataset).
|
| 15 |
|
| 16 |
This is based on the implementation of Detectron2-Detection found [here](https://github.com/facebookresearch/detectron2/).
|
| 17 |
+
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/detectron2_detection) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
|
| 18 |
|
| 19 |
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.
|
| 20 |
|
|
|
|
| 27 |
|
| 28 |
| Runtime | Precision | Chipset | SDK Versions | Download |
|
| 29 |
|---|---|---|---|---|
|
| 30 |
+
| ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-onnx-float.zip)
|
| 31 |
+
| ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-onnx-w8a16.zip)
|
| 32 |
+
| ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-onnx-w8a8.zip)
|
| 33 |
+
| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-qnn_dlc-float.zip)
|
| 34 |
+
| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-qnn_dlc-w8a16.zip)
|
| 35 |
+
| QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-qnn_dlc-w8a8.zip)
|
| 36 |
+
| TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-tflite-w8a8.zip)
|
| 37 |
|
| 38 |
For more device-specific assets and performance metrics, visit **[Detectron2-Detection on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/detectron2_detection)**.
|
| 39 |
|
| 40 |
|
| 41 |
### Option 2: Export with Custom Configurations
|
| 42 |
|
| 43 |
+
Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/detectron2_detection) Python library to compile and export the model with your own:
|
| 44 |
- Custom weights (e.g., fine-tuned checkpoints)
|
| 45 |
- Custom input shapes
|
| 46 |
- Target device and runtime configurations
|
| 47 |
|
| 48 |
This option is ideal if you need to customize the model beyond the default configuration provided here.
|
| 49 |
|
| 50 |
+
See our repository for [Detectron2-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/detectron2_detection) for usage instructions.
|
| 51 |
|
| 52 |
## Model Details
|
| 53 |
|
|
|
|
| 62 |
## Performance Summary
|
| 63 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 64 |
|---|---|---|---|---|---|---
|
| 65 |
+
| proposal_generator | ONNX | float | Snapdragon® X2 Elite | 15.972 ms | 74 - 74 MB | NPU
|
| 66 |
+
| proposal_generator | ONNX | float | Snapdragon® X Elite | 33.24 ms | 72 - 72 MB | NPU
|
| 67 |
+
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 25.109 ms | 3 - 536 MB | NPU
|
| 68 |
+
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 63.265 ms | 1 - 484 MB | NPU
|
| 69 |
+
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 33.809 ms | 10 - 44 MB | NPU
|
| 70 |
+
| proposal_generator | ONNX | float | Qualcomm® QCS8450 | 63.265 ms | 1 - 484 MB | NPU
|
| 71 |
+
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 54.263 ms | 7 - 17 MB | NPU
|
| 72 |
+
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 33.24 ms | 72 - 72 MB | NPU
|
| 73 |
+
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 20.727 ms | 28 - 488 MB | NPU
|
| 74 |
+
| proposal_generator | ONNX | float | Snapdragon® 8 Elite Mobile | 20.727 ms | 28 - 488 MB | NPU
|
| 75 |
+
| proposal_generator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 16.052 ms | 26 - 497 MB | NPU
|
| 76 |
+
| proposal_generator | ONNX | w8a16 | Snapdragon® X2 Elite | 10.836 ms | 36 - 36 MB | NPU
|
| 77 |
+
| proposal_generator | ONNX | w8a16 | Snapdragon® X Elite | 19.438 ms | 33 - 33 MB | NPU
|
| 78 |
+
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.725 ms | 17 - 558 MB | NPU
|
| 79 |
+
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 34.484 ms | 15 - 530 MB | NPU
|
| 80 |
+
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 114.846 ms | 16 - 18 MB | NPU
|
| 81 |
+
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.18 ms | 6 - 31 MB | NPU
|
| 82 |
+
| proposal_generator | ONNX | w8a16 | Qualcomm® QCS8450 | 34.484 ms | 15 - 530 MB | NPU
|
| 83 |
+
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 19.758 ms | 18 - 21 MB | NPU
|
| 84 |
+
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 19.438 ms | 33 - 33 MB | NPU
|
| 85 |
+
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 11.604 ms | 16 - 481 MB | NPU
|
| 86 |
+
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 11.604 ms | 16 - 481 MB | NPU
|
| 87 |
+
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.596 ms | 13 - 490 MB | NPU
|
| 88 |
+
| proposal_generator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.538 ms | 18 - 18 MB | NPU
|
| 89 |
+
| proposal_generator | ONNX | w8a8 | Snapdragon® X Elite | 10.973 ms | 20 - 20 MB | NPU
|
| 90 |
+
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.274 ms | 9 - 503 MB | NPU
|
| 91 |
+
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 15.713 ms | 7 - 493 MB | NPU
|
| 92 |
+
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 46.711 ms | 8 - 11 MB | NPU
|
| 93 |
+
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.435 ms | 1 - 303 MB | NPU
|
| 94 |
+
| proposal_generator | ONNX | w8a8 | Qualcomm® QCS8450 | 15.713 ms | 7 - 493 MB | NPU
|
| 95 |
+
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.449 ms | 7 - 10 MB | NPU
|
| 96 |
+
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 10.973 ms | 20 - 20 MB | NPU
|
| 97 |
+
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 6.126 ms | 8 - 434 MB | NPU
|
| 98 |
+
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 6.126 ms | 8 - 434 MB | NPU
|
| 99 |
+
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.521 ms | 9 - 447 MB | NPU
|
| 100 |
+
| proposal_generator | QNN_DLC | float | Snapdragon® X2 Elite | 22.353 ms | 7 - 7 MB | NPU
|
| 101 |
+
| proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 54.609 ms | 7 - 7 MB | NPU
|
| 102 |
+
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 37.047 ms | 7 - 553 MB | NPU
|
| 103 |
+
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 85.367 ms | 9 - 504 MB | NPU
|
| 104 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 184.776 ms | 1 - 468 MB | NPU
|
| 105 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 54.435 ms | 8 - 10 MB | NPU
|
| 106 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® SA8775P | 67.626 ms | 1 - 468 MB | NPU
|
| 107 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® SA8650P | 67.626 ms | 1 - 468 MB | NPU
|
| 108 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® SA8255P | 67.626 ms | 1 - 468 MB | NPU
|
| 109 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® QCS8450 | 85.367 ms | 9 - 504 MB | NPU
|
| 110 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 67.419 ms | 7 - 27 MB | NPU
|
| 111 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 54.609 ms | 7 - 7 MB | NPU
|
| 112 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 28.212 ms | 0 - 475 MB | NPU
|
| 113 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® SA7255P | 184.776 ms | 1 - 468 MB | NPU
|
| 114 |
+
| proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 76.845 ms | 0 - 433 MB | NPU
|
| 115 |
+
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 28.212 ms | 0 - 475 MB | NPU
|
| 116 |
+
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 21.765 ms | 7 - 501 MB | NPU
|
| 117 |
+
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.695 ms | 4 - 4 MB | NPU
|
| 118 |
+
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X Elite | 56.209 ms | 4 - 4 MB | NPU
|
| 119 |
+
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 36.717 ms | 4 - 755 MB | NPU
|
| 120 |
+
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 61.008 ms | 4 - 735 MB | NPU
|
| 121 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 198.852 ms | 6 - 16 MB | NPU
|
| 122 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 97.627 ms | 0 - 546 MB | NPU
|
| 123 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 54.318 ms | 4 - 6 MB | NPU
|
| 124 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 54.765 ms | 0 - 546 MB | NPU
|
| 125 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8650P | 54.765 ms | 0 - 546 MB | NPU
|
| 126 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8255P | 54.765 ms | 0 - 546 MB | NPU
|
| 127 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 61.008 ms | 4 - 735 MB | NPU
|
| 128 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 54.782 ms | 3 - 13 MB | NPU
|
| 129 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 56.209 ms | 4 - 4 MB | NPU
|
| 130 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 436.093 ms | 4 - 538 MB | NPU
|
| 131 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 63.529 ms | 4 - 531 MB | NPU
|
| 132 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 25.464 ms | 4 - 442 MB | NPU
|
| 133 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 97.627 ms | 0 - 546 MB | NPU
|
| 134 |
+
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 65.868 ms | 0 - 542 MB | NPU
|
| 135 |
+
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 25.464 ms | 4 - 442 MB | NPU
|
| 136 |
+
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.039 ms | 1 - 452 MB | NPU
|
| 137 |
+
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 63.529 ms | 4 - 531 MB | NPU
|
| 138 |
+
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.191 ms | 2 - 2 MB | NPU
|
| 139 |
+
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X Elite | 41.342 ms | 2 - 2 MB | NPU
|
| 140 |
+
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 27.356 ms | 2 - 493 MB | NPU
|
| 141 |
+
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 47.411 ms | 2 - 488 MB | NPU
|
| 142 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 76.501 ms | 2 - 8 MB | NPU
|
| 143 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 71.763 ms | 2 - 439 MB | NPU
|
| 144 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 40.423 ms | 2 - 6 MB | NPU
|
| 145 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 40.407 ms | 2 - 439 MB | NPU
|
| 146 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8650P | 40.407 ms | 2 - 439 MB | NPU
|
| 147 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8255P | 40.407 ms | 2 - 439 MB | NPU
|
| 148 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 47.411 ms | 2 - 488 MB | NPU
|
| 149 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 51.126 ms | 1 - 7 MB | NPU
|
| 150 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 41.342 ms | 2 - 2 MB | NPU
|
| 151 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 208.59 ms | 2 - 440 MB | NPU
|
| 152 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 29.405 ms | 2 - 435 MB | NPU
|
| 153 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 23.611 ms | 2 - 441 MB | NPU
|
| 154 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 71.763 ms | 2 - 439 MB | NPU
|
| 155 |
+
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.096 ms | 2 - 440 MB | NPU
|
| 156 |
+
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 23.611 ms | 2 - 441 MB | NPU
|
| 157 |
+
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 20.917 ms | 2 - 441 MB | NPU
|
| 158 |
+
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.405 ms | 2 - 435 MB | NPU
|
| 159 |
+
| proposal_generator | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 36.942 ms | 10 - 583 MB | NPU
|
| 160 |
+
| proposal_generator | TFLITE | float | Qualcomm® SA8295P | 77.823 ms | 11 - 452 MB | NPU
|
| 161 |
+
| proposal_generator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 22.054 ms | 10 - 505 MB | NPU
|
| 162 |
+
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 29.852 ms | 1 - 500 MB | NPU
|
| 163 |
+
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 47.023 ms | 3 - 498 MB | NPU
|
| 164 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 73.36 ms | 3 - 443 MB | NPU
|
| 165 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 43.196 ms | 3 - 6 MB | NPU
|
| 166 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8775P | 43.172 ms | 3 - 443 MB | NPU
|
| 167 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8650P | 43.172 ms | 3 - 443 MB | NPU
|
| 168 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8255P | 43.172 ms | 3 - 443 MB | NPU
|
| 169 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8450 | 47.023 ms | 3 - 498 MB | NPU
|
| 170 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 43.102 ms | 2 - 29 MB | NPU
|
| 171 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 36.991 ms | 3 - 450 MB | NPU
|
| 172 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 25.414 ms | 2 - 431 MB | NPU
|
| 173 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA7255P | 73.36 ms | 3 - 443 MB | NPU
|
| 174 |
+
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8295P | 49.769 ms | 3 - 444 MB | NPU
|
| 175 |
+
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 25.414 ms | 2 - 431 MB | NPU
|
| 176 |
+
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 23.497 ms | 3 - 452 MB | NPU
|
| 177 |
+
| proposal_generator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 36.991 ms | 3 - 450 MB | NPU
|
| 178 |
+
| roi_head | ONNX | float | Snapdragon® X2 Elite | 31.71 ms | 10 - 10 MB | NPU
|
| 179 |
+
| roi_head | ONNX | float | Snapdragon® X Elite | 64.259 ms | 30 - 30 MB | NPU
|
| 180 |
+
| roi_head | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 48.559 ms | 10 - 1420 MB | NPU
|
| 181 |
+
| roi_head | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 96.23 ms | 1 - 437 MB | NPU
|
| 182 |
+
| roi_head | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 64.519 ms | 0 - 34 MB | NPU
|
| 183 |
+
| roi_head | ONNX | float | Qualcomm® QCS8450 | 96.23 ms | 1 - 437 MB | NPU
|
| 184 |
+
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 94.774 ms | 10 - 22 MB | NPU
|
| 185 |
+
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.259 ms | 30 - 30 MB | NPU
|
| 186 |
+
| roi_head | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 40.176 ms | 2 - 1191 MB | NPU
|
| 187 |
+
| roi_head | ONNX | float | Snapdragon® 8 Elite Mobile | 40.176 ms | 2 - 1191 MB | NPU
|
| 188 |
+
| roi_head | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.091 ms | 1 - 1291 MB | NPU
|
| 189 |
+
| roi_head | ONNX | w8a16 | Snapdragon® X2 Elite | 15.974 ms | 6 - 6 MB | NPU
|
| 190 |
+
| roi_head | ONNX | w8a16 | Snapdragon® X Elite | 32.741 ms | 13 - 13 MB | NPU
|
| 191 |
+
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 25.921 ms | 5 - 454 MB | NPU
|
| 192 |
+
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 48.922 ms | 5 - 453 MB | NPU
|
| 193 |
+
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 193.198 ms | 5 - 8 MB | NPU
|
| 194 |
+
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 32.467 ms | 0 - 408 MB | NPU
|
| 195 |
+
| roi_head | ONNX | w8a16 | Qualcomm® QCS8450 | 48.922 ms | 5 - 453 MB | NPU
|
| 196 |
+
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 32.646 ms | 5 - 8 MB | NPU
|
| 197 |
+
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 32.741 ms | 13 - 13 MB | NPU
|
| 198 |
+
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 19.427 ms | 1 - 440 MB | NPU
|
| 199 |
+
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 19.427 ms | 1 - 440 MB | NPU
|
| 200 |
+
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 14.082 ms | 1 - 444 MB | NPU
|
| 201 |
+
| roi_head | ONNX | w8a8 | Snapdragon® X2 Elite | 9.045 ms | 3 - 3 MB | NPU
|
| 202 |
+
| roi_head | ONNX | w8a8 | Snapdragon® X Elite | 19.111 ms | 15 - 15 MB | NPU
|
| 203 |
+
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.52 ms | 3 - 355 MB | NPU
|
| 204 |
+
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 43.158 ms | 3 - 352 MB | NPU
|
| 205 |
+
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 98.86 ms | 2 - 5 MB | NPU
|
| 206 |
+
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.368 ms | 0 - 21 MB | NPU
|
| 207 |
+
| roi_head | ONNX | w8a8 | Qualcomm® QCS8450 | 43.158 ms | 3 - 352 MB | NPU
|
| 208 |
+
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.075 ms | 2 - 5 MB | NPU
|
| 209 |
+
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.111 ms | 15 - 15 MB | NPU
|
| 210 |
+
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 10.028 ms | 0 - 319 MB | NPU
|
| 211 |
+
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 10.028 ms | 0 - 319 MB | NPU
|
| 212 |
+
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.396 ms | 2 - 323 MB | NPU
|
| 213 |
+
| roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 31.311 ms | 10 - 10 MB | NPU
|
| 214 |
+
| roi_head | QNN_DLC | float | Snapdragon® X Elite | 64.039 ms | 10 - 10 MB | NPU
|
| 215 |
+
| roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 49.025 ms | 0 - 1657 MB | NPU
|
| 216 |
+
| roi_head | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 116.545 ms | 3 - 435 MB | NPU
|
| 217 |
+
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 332.793 ms | 0 - 1466 MB | NPU
|
| 218 |
+
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 64.261 ms | 10 - 13 MB | NPU
|
| 219 |
+
| roi_head | QNN_DLC | float | Qualcomm® SA8775P | 96.144 ms | 0 - 1466 MB | NPU
|
| 220 |
+
| roi_head | QNN_DLC | float | Qualcomm® SA8650P | 96.144 ms | 0 - 1466 MB | NPU
|
| 221 |
+
| roi_head | QNN_DLC | float | Qualcomm® SA8255P | 96.144 ms | 0 - 1466 MB | NPU
|
| 222 |
+
| roi_head | QNN_DLC | float | Qualcomm® QCS8450 | 116.545 ms | 3 - 435 MB | NPU
|
| 223 |
+
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 94.499 ms | 10 - 21 MB | NPU
|
| 224 |
+
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.039 ms | 10 - 10 MB | NPU
|
| 225 |
+
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 40.804 ms | 10 - 1367 MB | NPU
|
| 226 |
+
| roi_head | QNN_DLC | float | Qualcomm® SA7255P | 332.793 ms | 0 - 1466 MB | NPU
|
| 227 |
+
| roi_head | QNN_DLC | float | Qualcomm® SA8295P | 88.759 ms | 1 - 388 MB | NPU
|
| 228 |
+
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 40.804 ms | 10 - 1367 MB | NPU
|
| 229 |
+
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.613 ms | 10 - 1461 MB | NPU
|
| 230 |
+
| roi_head | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 15.947 ms | 5 - 5 MB | NPU
|
| 231 |
+
| roi_head | QNN_DLC | w8a16 | Snapdragon® X Elite | 31.841 ms | 5 - 5 MB | NPU
|
| 232 |
+
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 25.319 ms | 5 - 439 MB | NPU
|
| 233 |
+
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 47.416 ms | 5 - 436 MB | NPU
|
| 234 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 187.526 ms | 5 - 11 MB | NPU
|
| 235 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 96.923 ms | 5 - 384 MB | NPU
|
| 236 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 31.588 ms | 5 - 7 MB | NPU
|
| 237 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8775P | 31.549 ms | 0 - 379 MB | NPU
|
| 238 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8650P | 31.549 ms | 0 - 379 MB | NPU
|
| 239 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8255P | 31.549 ms | 0 - 379 MB | NPU
|
| 240 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 47.416 ms | 5 - 436 MB | NPU
|
| 241 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 31.561 ms | 3 - 9 MB | NPU
|
| 242 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 31.841 ms | 5 - 5 MB | NPU
|
| 243 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 642.262 ms | 5 - 521 MB | NPU
|
| 244 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 53.807 ms | 5 - 470 MB | NPU
|
| 245 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.627 ms | 5 - 428 MB | NPU
|
| 246 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA7255P | 96.923 ms | 5 - 384 MB | NPU
|
| 247 |
+
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.641 ms | 0 - 380 MB | NPU
|
| 248 |
+
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 18.627 ms | 5 - 428 MB | NPU
|
| 249 |
+
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 14.112 ms | 5 - 431 MB | NPU
|
| 250 |
+
| roi_head | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 53.807 ms | 5 - 470 MB | NPU
|
| 251 |
+
| roi_head | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.405 ms | 2 - 2 MB | NPU
|
| 252 |
+
| roi_head | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.519 ms | 2 - 2 MB | NPU
|
| 253 |
+
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.522 ms | 2 - 351 MB | NPU
|
| 254 |
+
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 34.236 ms | 2 - 349 MB | NPU
|
| 255 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 98.397 ms | 1 - 5 MB | NPU
|
| 256 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 48.894 ms | 2 - 303 MB | NPU
|
| 257 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.755 ms | 3 - 5 MB | NPU
|
| 258 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8775P | 19.375 ms | 1 - 301 MB | NPU
|
| 259 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8650P | 19.375 ms | 1 - 301 MB | NPU
|
| 260 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8255P | 19.375 ms | 1 - 301 MB | NPU
|
| 261 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 34.236 ms | 2 - 349 MB | NPU
|
| 262 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.517 ms | 1 - 5 MB | NPU
|
| 263 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.519 ms | 2 - 2 MB | NPU
|
| 264 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 301.57 ms | 3 - 383 MB | NPU
|
| 265 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 30.482 ms | 2 - 326 MB | NPU
|
| 266 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 10.014 ms | 2 - 316 MB | NPU
|
| 267 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA7255P | 48.894 ms | 2 - 303 MB | NPU
|
| 268 |
+
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8295P | 28.131 ms | 0 - 302 MB | NPU
|
| 269 |
+
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 10.014 ms | 2 - 316 MB | NPU
|
| 270 |
+
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.303 ms | 2 - 321 MB | NPU
|
| 271 |
+
| roi_head | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 30.482 ms | 2 - 326 MB | NPU
|
| 272 |
+
| roi_head | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 495.773 ms | 0 - 3365 MB | CPU
|
| 273 |
+
| roi_head | TFLITE | float | Qualcomm® SA8295P | 521.47 ms | 1 - 1601 MB | CPU
|
| 274 |
+
| roi_head | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1998.678 ms | 0 - 2991 MB | NPU
|
| 275 |
+
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 290.365 ms | 0 - 1595 MB | NPU
|
| 276 |
+
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 872.277 ms | 1 - 819 MB | NPU
|
| 277 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 515.775 ms | 0 - 1278 MB | NPU
|
| 278 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 368.031 ms | 0 - 2058 MB | NPU
|
| 279 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® SA8775P | 366.916 ms | 0 - 1278 MB | NPU
|
| 280 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® SA8650P | 366.916 ms | 0 - 1278 MB | NPU
|
| 281 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® SA8255P | 366.916 ms | 0 - 1278 MB | NPU
|
| 282 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® QCS8450 | 872.277 ms | 1 - 819 MB | NPU
|
| 283 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 351.831 ms | 0 - 35 MB | NPU
|
| 284 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1821.735 ms | 1136 - 2395 MB | NPU
|
| 285 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 195.782 ms | 0 - 1348 MB | NPU
|
| 286 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® SA7255P | 515.775 ms | 0 - 1278 MB | NPU
|
| 287 |
+
| roi_head | TFLITE | w8a8 | Qualcomm® SA8295P | 385.004 ms | 0 - 665 MB | NPU
|
| 288 |
+
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 195.782 ms | 0 - 1348 MB | NPU
|
| 289 |
+
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 161.264 ms | 0 - 1472 MB | NPU
|
| 290 |
+
| roi_head | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1821.735 ms | 1136 - 2395 MB | NPU
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 291 |
|
| 292 |
## License
|
| 293 |
* The license for the original implementation of Detectron2-Detection can be found
|
release_assets.json
CHANGED
|
@@ -1,61 +1,60 @@
|
|
| 1 |
{
|
| 2 |
-
"version": "0.
|
| 3 |
"precisions": {
|
| 4 |
-
"
|
| 5 |
"universal_assets": {
|
| 6 |
-
"
|
| 7 |
"tool_versions": {
|
| 8 |
"qairt": "2.45.0.260326154327",
|
| 9 |
-
"
|
| 10 |
},
|
| 11 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 12 |
},
|
| 13 |
"qnn_dlc": {
|
| 14 |
"tool_versions": {
|
| 15 |
"qairt": "2.45.0.260326154327"
|
| 16 |
},
|
| 17 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 18 |
-
},
|
| 19 |
-
"onnx": {
|
| 20 |
-
"tool_versions": {
|
| 21 |
-
"qairt": "2.45.0.260326154327",
|
| 22 |
-
"onnx_runtime": "1.25.0"
|
| 23 |
-
},
|
| 24 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.58.0/detectron2_detection-onnx-w8a8.zip"
|
| 25 |
}
|
| 26 |
}
|
| 27 |
},
|
| 28 |
"w8a16": {
|
| 29 |
"universal_assets": {
|
| 30 |
-
"
|
| 31 |
"tool_versions": {
|
| 32 |
-
"qairt": "2.45.0.260326154327"
|
|
|
|
| 33 |
},
|
| 34 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 35 |
},
|
| 36 |
-
"
|
| 37 |
"tool_versions": {
|
| 38 |
-
"qairt": "2.45.0.260326154327"
|
| 39 |
-
"onnx_runtime": "1.25.0"
|
| 40 |
},
|
| 41 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 42 |
}
|
| 43 |
}
|
| 44 |
},
|
| 45 |
-
"
|
| 46 |
"universal_assets": {
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 47 |
"qnn_dlc": {
|
| 48 |
"tool_versions": {
|
| 49 |
"qairt": "2.45.0.260326154327"
|
| 50 |
},
|
| 51 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 52 |
},
|
| 53 |
-
"
|
| 54 |
"tool_versions": {
|
| 55 |
-
"qairt": "2.45.0.260326154327"
|
| 56 |
-
"onnx_runtime": "1.25.0"
|
| 57 |
},
|
| 58 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.
|
| 59 |
}
|
| 60 |
}
|
| 61 |
}
|
|
|
|
| 1 |
{
|
| 2 |
+
"version": "0.59.0",
|
| 3 |
"precisions": {
|
| 4 |
+
"float": {
|
| 5 |
"universal_assets": {
|
| 6 |
+
"onnx": {
|
| 7 |
"tool_versions": {
|
| 8 |
"qairt": "2.45.0.260326154327",
|
| 9 |
+
"onnx_runtime": "1.27.1"
|
| 10 |
},
|
| 11 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-onnx-float.zip"
|
| 12 |
},
|
| 13 |
"qnn_dlc": {
|
| 14 |
"tool_versions": {
|
| 15 |
"qairt": "2.45.0.260326154327"
|
| 16 |
},
|
| 17 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-qnn_dlc-float.zip"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 18 |
}
|
| 19 |
}
|
| 20 |
},
|
| 21 |
"w8a16": {
|
| 22 |
"universal_assets": {
|
| 23 |
+
"onnx": {
|
| 24 |
"tool_versions": {
|
| 25 |
+
"qairt": "2.45.0.260326154327",
|
| 26 |
+
"onnx_runtime": "1.27.1"
|
| 27 |
},
|
| 28 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-onnx-w8a16.zip"
|
| 29 |
},
|
| 30 |
+
"qnn_dlc": {
|
| 31 |
"tool_versions": {
|
| 32 |
+
"qairt": "2.45.0.260326154327"
|
|
|
|
| 33 |
},
|
| 34 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-qnn_dlc-w8a16.zip"
|
| 35 |
}
|
| 36 |
}
|
| 37 |
},
|
| 38 |
+
"w8a8": {
|
| 39 |
"universal_assets": {
|
| 40 |
+
"onnx": {
|
| 41 |
+
"tool_versions": {
|
| 42 |
+
"qairt": "2.45.0.260326154327",
|
| 43 |
+
"onnx_runtime": "1.27.1"
|
| 44 |
+
},
|
| 45 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-onnx-w8a8.zip"
|
| 46 |
+
},
|
| 47 |
"qnn_dlc": {
|
| 48 |
"tool_versions": {
|
| 49 |
"qairt": "2.45.0.260326154327"
|
| 50 |
},
|
| 51 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-qnn_dlc-w8a8.zip"
|
| 52 |
},
|
| 53 |
+
"tflite": {
|
| 54 |
"tool_versions": {
|
| 55 |
+
"qairt": "2.45.0.260326154327"
|
|
|
|
| 56 |
},
|
| 57 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-tflite-w8a8.zip"
|
| 58 |
}
|
| 59 |
}
|
| 60 |
}
|