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 1.30.0 | Download |
| ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | 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 | 13.538 ms | 25 - 539 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 17.43 ms | 26 - 531 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® X Elite | 30.309 ms | 72 - 72 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 21.884 ms | 1 - 577 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 44.949 ms | 1 - 572 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 47.087 ms | 7 - 19 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 29.637 ms | 29 - 32 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® QCS8450 | 44.949 ms | 1 - 572 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 44.656 ms | 7 - 18 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 30.309 ms | 72 - 72 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 17.43 ms | 26 - 531 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 9.483 ms | 13 - 452 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 13.298 ms | 14 - 441 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® X2 Elite | 9.147 ms | 36 - 36 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® X Elite | 21.776 ms | 36 - 36 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 19.301 ms | 18 - 525 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 27.36 ms | 10 - 511 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 92.304 ms | 18 - 21 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 23.92 ms | 14 - 18 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.405 ms | 14 - 17 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® QCS8450 | 27.36 ms | 10 - 511 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 20.228 ms | 16 - 19 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 21.776 ms | 36 - 36 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 337.39 ms | 8 - 592 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 29.111 ms | 17 - 464 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 13.298 ms | 14 - 441 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 29.111 ms | 17 - 464 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 4.614 ms | 10 - 420 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.24 ms | 8 - 412 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.668 ms | 18 - 18 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® X Elite | 10.957 ms | 19 - 19 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.408 ms | 8 - 459 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.542 ms | 7 - 456 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 38.371 ms | 9 - 12 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 12.177 ms | 7 - 11 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.25 ms | 0 - 35 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® QCS8450 | 13.542 ms | 7 - 456 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.559 ms | 9 - 13 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 10.957 ms | 19 - 19 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 117.541 ms | 0 - 411 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.901 ms | 9 - 413 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 6.24 ms | 8 - 412 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.901 ms | 9 - 413 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 15.701 ms | 7 - 522 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.11 ms | 0 - 507 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® X2 Elite | 17.636 ms | 7 - 7 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 23.889 ms | 7 - 596 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 51.76 ms | 7 - 28 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 33.61 ms | 7 - 10 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 | 47.079 ms | 7 - 27 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 19.11 ms | 0 - 507 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 50.295 ms | 0 - 499 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 15.815 ms | 4 - 433 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 18.009 ms | 4 - 419 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 14.878 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X Elite | 26.009 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 21.177 ms | 4 - 509 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 30.595 ms | 4 - 489 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 96.895 ms | 1 - 12 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 26.498 ms | 3 - 15 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 27.291 ms | 4 - 259 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8650P | 22.449 ms | 1 - 427 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8255P | 22.449 ms | 1 - 427 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 30.595 ms | 4 - 489 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 22.947 ms | 0 - 11 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 26.009 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 287.892 ms | 4 - 583 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 32.469 ms | 4 - 456 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.009 ms | 4 - 419 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 34.197 ms | 0 - 427 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 32.469 ms | 4 - 456 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.092 ms | 2 - 408 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.96 ms | 2 - 408 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 7.364 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X Elite | 13.996 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 10.23 ms | 2 - 477 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 16.705 ms | 2 - 468 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 43.657 ms | 2 - 8 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 14.547 ms | 0 - 8 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 14.102 ms | 2 - 167 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 | 16.705 ms | 2 - 468 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 15.447 ms | 3 - 9 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 13.996 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 154.772 ms | 2 - 474 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 18.303 ms | 2 - 397 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 8.96 ms | 2 - 408 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 19.455 ms | 2 - 420 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 18.303 ms | 2 - 397 MB | NPU |
| proposal_generator | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 15.966 ms | 10 - 531 MB | NPU |
| proposal_generator | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.311 ms | 10 - 523 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 52.288 ms | 0 - 59 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 19.311 ms | 10 - 523 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® SA8295P | 50.718 ms | 11 - 514 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.477 ms | 2 - 426 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.253 ms | 1 - 411 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.65 ms | 2 - 459 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 19.801 ms | 0 - 444 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 16.788 ms | 3 - 31 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 16.47 ms | 3 - 8 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8450 | 19.801 ms | 0 - 444 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 17.336 ms | 2 - 29 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 108.043 ms | 2 - 461 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 25.07 ms | 1 - 414 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 9.253 ms | 1 - 411 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8295P | 21.975 ms | 3 - 399 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 25.07 ms | 1 - 414 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 29.436 ms | 1 - 1071 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.484 ms | 1 - 990 MB | NPU |
| roi_head | ONNX | float | Snapdragon® X Elite | 64.695 ms | 30 - 30 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 47.919 ms | 2 - 1200 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 90.222 ms | 1 - 423 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 103.746 ms | 10 - 24 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 64.488 ms | 10 - 13 MB | NPU |
| roi_head | ONNX | float | Qualcomm® QCS8450 | 90.222 ms | 1 - 423 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 94.097 ms | 10 - 23 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.695 ms | 30 - 30 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 41.484 ms | 1 - 990 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 15.167 ms | 1 - 454 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 18.636 ms | 1 - 450 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® X2 Elite | 18.037 ms | 6 - 6 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® X Elite | 33.375 ms | 13 - 13 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 23.652 ms | 5 - 469 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 46.649 ms | 5 - 466 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 148.429 ms | 5 - 8 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 34.685 ms | 5 - 9 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 32.272 ms | 0 - 18 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® QCS8450 | 46.649 ms | 5 - 466 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 33.035 ms | 5 - 8 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 33.375 ms | 13 - 13 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 606.349 ms | 0 - 681 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 53.531 ms | 5 - 523 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.636 ms | 1 - 450 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 53.531 ms | 5 - 523 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.893 ms | 0 - 349 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.786 ms | 0 - 341 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® X2 Elite | 8.51 ms | 2 - 2 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® X Elite | 19.777 ms | 15 - 15 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.779 ms | 3 - 382 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 40.843 ms | 3 - 381 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 84.368 ms | 2 - 6 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 19.611 ms | 2 - 7 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.251 ms | 0 - 21 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® QCS8450 | 40.843 ms | 3 - 381 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.855 ms | 2 - 6 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.777 ms | 15 - 15 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 305.331 ms | 3 - 460 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 34.959 ms | 3 - 356 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 9.786 ms | 0 - 341 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 34.959 ms | 3 - 356 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 29.91 ms | 10 - 1034 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.528 ms | 10 - 954 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 33.373 ms | 10 - 10 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.388 ms | 0 - 1195 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 104.024 ms | 10 - 22 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 65.878 ms | 6 - 10 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 | 93.291 ms | 12 - 24 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 40.528 ms | 10 - 954 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8295P | 87.556 ms | 0 - 371 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 14.677 ms | 5 - 409 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 18.291 ms | 5 - 401 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 17.698 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® X Elite | 32.896 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 23.042 ms | 5 - 421 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 42.158 ms | 5 - 416 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 142.711 ms | 1 - 8 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 33.985 ms | 4 - 12 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 31.675 ms | 5 - 7 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8650P | 31.388 ms | 5 - 361 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8255P | 31.388 ms | 5 - 361 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 42.158 ms | 5 - 416 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 31.849 ms | 3 - 10 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 32.896 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 538.664 ms | 7 - 477 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 54.3 ms | 5 - 439 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.291 ms | 5 - 401 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8295P | 50.27 ms | 0 - 362 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 54.3 ms | 5 - 439 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.568 ms | 2 - 313 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.473 ms | 2 - 306 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 8.716 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.271 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.327 ms | 2 - 341 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 39.77 ms | 2 - 337 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 80.425 ms | 4 - 9 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 18.972 ms | 2 - 8 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.475 ms | 3 - 5 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 | 39.77 ms | 2 - 337 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.024 ms | 1 - 6 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.271 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 317.144 ms | 3 - 376 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 32.782 ms | 2 - 318 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 9.473 ms | 2 - 306 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8295P | 27.546 ms | 0 - 293 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 32.782 ms | 2 - 318 MB | NPU |
| roi_head | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 448.488 ms | 0 - 3026 MB | CPU |
| roi_head | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 471.461 ms | 1 - 2881 MB | CPU |
| roi_head | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 2261.809 ms | 0 - 4083 MB | CPU |
| roi_head | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 471.461 ms | 1 - 2881 MB | CPU |
| roi_head | TFLITE | float | Qualcomm® SA8295P | 512.006 ms | 1 - 1399 MB | CPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 158.981 ms | 0 - 1319 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 200.582 ms | 0 - 1209 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 295.368 ms | 0 - 1466 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 407.906 ms | 1 - 766 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 338.152 ms | 0 - 35 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 379.05 ms | 0 - 3 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® QCS8450 | 407.906 ms | 1 - 766 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 356.951 ms | 0 - 34 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7583.838 ms | 1144 - 2248 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1489.787 ms | 1142 - 2290 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 200.582 ms | 0 - 1209 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8295P | 385.462 ms | 0 - 616 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1489.787 ms | 1142 - 2290 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.