Detectron2-Detection: Optimized for Qualcomm Devices
Detectron2-Detection is a machine learning model that can detect objects (trained on COCO dataset).
This is based on the implementation of Detectron2-Detection found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.
Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.
Getting Started
There are two ways to deploy this model on your device:
Option 1: Download Pre-Exported Models
Below are pre-exported model assets ready for deployment.
| Runtime | Precision | Chipset | SDK Versions | Download |
|---|---|---|---|---|
| ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| QNN_DLC | float | Universal | QAIRT 2.50 | Download |
| QNN_DLC | w8a16 | Universal | QAIRT 2.50 | Download |
| QNN_DLC | w8a8 | Universal | QAIRT 2.50 | Download |
| TFLITE | float | Universal | QAIRT 2.50 | Download |
| TFLITE | w8a8 | Universal | QAIRT 2.50 | Download |
For more device-specific assets and performance metrics, visit Detectron2-Detection on Qualcomm® AI Hub.
Option 2: Export with Custom Configurations
Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:
- Custom weights (e.g., fine-tuned checkpoints)
- Custom input shapes
- Target device and runtime configurations
This option is ideal if you need to customize the model beyond the default configuration provided here.
See our repository for Detectron2-Detection on GitHub for usage instructions.
Model Details
Model Type: Model_use_case.object_detection
Model Stats:
- Input resolution: 800x800
- Model checkpoint: faster_rcnn_R_50_C4_1x
- Model size (float): 129 MB
- Number of parameters: 33.8M
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| proposal_generator | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 13.48 ms | 26 - 540 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 17.461 ms | 26 - 534 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® X2 Elite | 15.281 ms | 66 - 66 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® X Elite | 30.167 ms | 72 - 72 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 21.635 ms | 1 - 579 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 47.297 ms | 7 - 19 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 29.524 ms | 14 - 55 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® QCS8450 | 63.61 ms | 1 - 502 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 45.398 ms | 7 - 18 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 30.167 ms | 72 - 72 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 17.461 ms | 26 - 534 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 9.506 ms | 12 - 451 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 13.448 ms | 13 - 444 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® X2 Elite | 9.213 ms | 36 - 36 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® X Elite | 21.903 ms | 33 - 33 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 19.303 ms | 17 - 527 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 26.982 ms | 15 - 515 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 92.77 ms | 15 - 18 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 23.739 ms | 14 - 18 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.495 ms | 14 - 17 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® QCS8450 | 26.982 ms | 15 - 515 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 20.151 ms | 16 - 19 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 21.903 ms | 33 - 33 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 358.954 ms | 7 - 586 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 29.152 ms | 17 - 465 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 13.448 ms | 13 - 444 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 29.152 ms | 17 - 465 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 4.609 ms | 9 - 420 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.191 ms | 8 - 412 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.644 ms | 18 - 18 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® X Elite | 10.924 ms | 19 - 19 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.39 ms | 7 - 460 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.87 ms | 6 - 455 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 38.131 ms | 7 - 10 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 11.922 ms | 7 - 11 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.225 ms | 0 - 27 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® QCS8450 | 13.87 ms | 6 - 455 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.806 ms | 10 - 13 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 10.924 ms | 19 - 19 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 120.81 ms | 1 - 413 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.875 ms | 9 - 413 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 6.191 ms | 8 - 412 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.875 ms | 9 - 413 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 15.731 ms | 7 - 524 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.206 ms | 7 - 515 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 34.176 ms | 7 - 7 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 23.798 ms | 0 - 587 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 51.7 ms | 7 - 28 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 33.109 ms | 7 - 424 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8650P | 50.966 ms | 0 - 466 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8255P | 50.966 ms | 0 - 466 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 46.483 ms | 9 - 29 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 34.176 ms | 7 - 7 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 19.206 ms | 7 - 515 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 50.243 ms | 0 - 499 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 15.929 ms | 4 - 433 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 17.989 ms | 4 - 419 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 14.794 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X Elite | 26.066 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 21.228 ms | 4 - 512 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 30.204 ms | 4 - 492 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 96.105 ms | 6 - 17 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 26.689 ms | 2 - 14 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 27.041 ms | 4 - 10 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 22.427 ms | 1 - 427 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8650P | 22.427 ms | 1 - 427 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8255P | 22.427 ms | 1 - 427 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 30.204 ms | 4 - 492 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 22.574 ms | 3 - 14 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 26.066 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 298.336 ms | 4 - 592 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 32.555 ms | 4 - 457 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 17.989 ms | 4 - 419 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 34.159 ms | 0 - 426 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 32.555 ms | 4 - 457 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.183 ms | 2 - 410 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.959 ms | 2 - 407 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 7.387 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X Elite | 14.214 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 10.246 ms | 2 - 481 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 16.387 ms | 2 - 469 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 43.377 ms | 4 - 10 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 14.793 ms | 2 - 9 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.968 ms | 2 - 6 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 15.054 ms | 2 - 419 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8650P | 15.054 ms | 2 - 419 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8255P | 15.054 ms | 2 - 419 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 16.387 ms | 2 - 469 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 15.378 ms | 4 - 10 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 14.214 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 147.973 ms | 2 - 474 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 18.293 ms | 2 - 396 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 8.959 ms | 2 - 407 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 19.493 ms | 2 - 420 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 18.293 ms | 2 - 396 MB | NPU |
| proposal_generator | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.565 ms | 10 - 529 MB | NPU |
| proposal_generator | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 24.267 ms | 10 - 627 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 52.135 ms | 0 - 59 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 19.565 ms | 10 - 529 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® SA8295P | 50.693 ms | 11 - 514 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.509 ms | 2 - 426 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.2 ms | 2 - 417 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.169 ms | 1 - 458 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 19.651 ms | 0 - 445 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 16.845 ms | 3 - 31 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 16.855 ms | 3 - 5 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8450 | 19.651 ms | 0 - 445 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 17.054 ms | 1 - 28 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 138.371 ms | 2 - 461 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 24.982 ms | 1 - 414 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 9.2 ms | 2 - 417 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8295P | 21.849 ms | 3 - 398 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 24.982 ms | 1 - 414 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 29.702 ms | 1 - 1070 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.474 ms | 3 - 992 MB | NPU |
| roi_head | ONNX | float | Snapdragon® X2 Elite | 33.471 ms | 10 - 10 MB | NPU |
| roi_head | ONNX | float | Snapdragon® X Elite | 64.972 ms | 30 - 30 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 48.315 ms | 4 - 1203 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 104.155 ms | 10 - 24 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 64.872 ms | 0 - 33 MB | NPU |
| roi_head | ONNX | float | Qualcomm® QCS8450 | 97.651 ms | 1 - 439 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 94.443 ms | 10 - 23 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.972 ms | 30 - 30 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 41.474 ms | 3 - 992 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 15.204 ms | 1 - 453 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 18.59 ms | 2 - 450 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® X2 Elite | 17.966 ms | 6 - 6 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® X Elite | 33.325 ms | 13 - 13 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 23.893 ms | 5 - 468 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 46.178 ms | 5 - 467 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 149.236 ms | 5 - 8 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 34.316 ms | 5 - 9 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 32.319 ms | 5 - 7 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® QCS8450 | 46.178 ms | 5 - 467 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 33.047 ms | 5 - 8 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 33.325 ms | 13 - 13 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 591.87 ms | 5 - 688 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 54.509 ms | 6 - 523 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.59 ms | 2 - 450 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 54.509 ms | 6 - 523 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.89 ms | 0 - 350 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.78 ms | 2 - 342 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® X2 Elite | 8.542 ms | 3 - 3 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® X Elite | 19.986 ms | 16 - 16 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.719 ms | 3 - 381 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 40.93 ms | 3 - 382 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 83.931 ms | 2 - 6 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 19.376 ms | 2 - 7 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.313 ms | 0 - 21 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® QCS8450 | 40.93 ms | 3 - 382 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.83 ms | 2 - 6 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.986 ms | 16 - 16 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 317.61 ms | 0 - 465 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 34.9 ms | 3 - 360 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 9.78 ms | 2 - 342 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 34.9 ms | 3 - 360 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 29.631 ms | 10 - 1037 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 45.005 ms | 0 - 943 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® X Elite | 64.768 ms | 10 - 10 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 47.651 ms | 8 - 1204 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 104.31 ms | 10 - 22 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 65.175 ms | 10 - 353 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8650P | 96.625 ms | 1 - 1377 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8255P | 96.625 ms | 1 - 1377 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 93.538 ms | 12 - 24 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.768 ms | 10 - 10 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 45.005 ms | 0 - 943 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8295P | 87.481 ms | 0 - 372 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 14.66 ms | 3 - 408 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 18.308 ms | 5 - 404 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 17.663 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® X Elite | 32.86 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 22.931 ms | 5 - 421 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 42.286 ms | 5 - 414 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 141.174 ms | 5 - 12 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 33.537 ms | 1 - 9 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 31.509 ms | 5 - 7 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8775P | 31.365 ms | 1 - 357 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8650P | 31.365 ms | 1 - 357 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8255P | 31.365 ms | 1 - 357 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 42.286 ms | 5 - 414 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 32.054 ms | 1 - 8 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 32.86 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 588.191 ms | 5 - 474 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 54.209 ms | 5 - 439 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.308 ms | 5 - 404 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8295P | 50.306 ms | 1 - 363 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 54.209 ms | 5 - 439 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.632 ms | 2 - 313 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.469 ms | 2 - 305 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 8.851 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.256 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.179 ms | 2 - 337 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 39.719 ms | 2 - 339 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 80.345 ms | 4 - 8 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 18.773 ms | 2 - 8 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.431 ms | 3 - 4 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8775P | 18.752 ms | 0 - 291 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8650P | 18.752 ms | 0 - 291 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8255P | 18.752 ms | 0 - 291 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 39.719 ms | 2 - 339 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.088 ms | 1 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.256 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 313.37 ms | 3 - 382 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 32.835 ms | 2 - 317 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 9.469 ms | 2 - 305 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8295P | 27.57 ms | 0 - 293 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 32.835 ms | 2 - 317 MB | NPU |
| roi_head | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 509.802 ms | 0 - 2878 MB | CPU |
| roi_head | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 490.281 ms | 0 - 4427 MB | CPU |
| roi_head | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 2264.088 ms | 0 - 4083 MB | CPU |
| roi_head | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 509.802 ms | 0 - 2878 MB | CPU |
| roi_head | TFLITE | float | Qualcomm® SA8295P | 508.15 ms | 1 - 1400 MB | CPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 158.48 ms | 0 - 1319 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 201.936 ms | 0 - 1211 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 291.108 ms | 0 - 1464 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 407.062 ms | 1 - 784 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 338.332 ms | 0 - 35 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 384.668 ms | 0 - 419 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® QCS8450 | 407.062 ms | 1 - 784 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 356.395 ms | 0 - 34 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6993.173 ms | 1144 - 2246 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1495.065 ms | 1118 - 2264 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 201.936 ms | 0 - 1211 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8295P | 383.961 ms | 0 - 616 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1495.065 ms | 1118 - 2264 MB | NPU |
License
- The license for the original implementation of Detectron2-Detection can be found here.
References
Community
- Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
- For questions or feedback please reach out to us.