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 2.45, ONNX Runtime 1.27.1 | Download |
| ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | Download |
| QNN_DLC | float | Universal | QAIRT 2.45 | Download |
| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | Download |
| QNN_DLC | w8a8 | Universal | QAIRT 2.45 | Download |
| TFLITE | w8a8 | Universal | QAIRT 2.45 | 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:
- Model checkpoint: faster_rcnn_R_50_C4_1x
- Input resolution: 800x800
- Number of parameters: 33.8M
- Model size (float): 129 MB
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| proposal_generator | ONNX | float | Snapdragon® X2 Elite | 15.972 ms | 74 - 74 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® X Elite | 33.24 ms | 72 - 72 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 25.109 ms | 3 - 536 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 63.265 ms | 1 - 484 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 33.809 ms | 10 - 44 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® QCS8450 | 63.265 ms | 1 - 484 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 54.263 ms | 7 - 17 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 33.24 ms | 72 - 72 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 20.727 ms | 28 - 488 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Elite Mobile | 20.727 ms | 28 - 488 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 16.052 ms | 26 - 497 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® X2 Elite | 10.836 ms | 36 - 36 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® X Elite | 19.438 ms | 33 - 33 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.725 ms | 17 - 558 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 34.484 ms | 15 - 530 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 114.846 ms | 16 - 18 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.18 ms | 6 - 31 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® QCS8450 | 34.484 ms | 15 - 530 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 19.758 ms | 18 - 21 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 19.438 ms | 33 - 33 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 11.604 ms | 16 - 481 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 11.604 ms | 16 - 481 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.596 ms | 13 - 490 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.538 ms | 18 - 18 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® X Elite | 10.973 ms | 20 - 20 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.274 ms | 9 - 503 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 15.713 ms | 7 - 493 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 46.711 ms | 8 - 11 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.435 ms | 1 - 303 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® QCS8450 | 15.713 ms | 7 - 493 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.449 ms | 7 - 10 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 10.973 ms | 20 - 20 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 6.126 ms | 8 - 434 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 6.126 ms | 8 - 434 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.521 ms | 9 - 447 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® X2 Elite | 22.353 ms | 7 - 7 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 54.609 ms | 7 - 7 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 37.047 ms | 7 - 553 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 85.367 ms | 9 - 504 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 184.776 ms | 1 - 468 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 54.435 ms | 8 - 10 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8775P | 67.626 ms | 1 - 468 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8650P | 67.626 ms | 1 - 468 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8255P | 67.626 ms | 1 - 468 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® QCS8450 | 85.367 ms | 9 - 504 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 67.419 ms | 7 - 27 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 54.609 ms | 7 - 7 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 28.212 ms | 0 - 475 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA7255P | 184.776 ms | 1 - 468 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 76.845 ms | 0 - 433 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 28.212 ms | 0 - 475 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 21.765 ms | 7 - 501 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.695 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X Elite | 56.209 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 36.717 ms | 4 - 755 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 61.008 ms | 4 - 735 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 198.852 ms | 6 - 16 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 97.627 ms | 0 - 546 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 54.318 ms | 4 - 6 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 54.765 ms | 0 - 546 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8650P | 54.765 ms | 0 - 546 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8255P | 54.765 ms | 0 - 546 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 61.008 ms | 4 - 735 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 54.782 ms | 3 - 13 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 56.209 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 436.093 ms | 4 - 538 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 63.529 ms | 4 - 531 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 25.464 ms | 4 - 442 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 97.627 ms | 0 - 546 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 65.868 ms | 0 - 542 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 25.464 ms | 4 - 442 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.039 ms | 1 - 452 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 63.529 ms | 4 - 531 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.191 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X Elite | 41.342 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 27.356 ms | 2 - 493 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 47.411 ms | 2 - 488 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 76.501 ms | 2 - 8 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 71.763 ms | 2 - 439 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 40.423 ms | 2 - 6 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 40.407 ms | 2 - 439 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8650P | 40.407 ms | 2 - 439 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8255P | 40.407 ms | 2 - 439 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 47.411 ms | 2 - 488 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 51.126 ms | 1 - 7 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 41.342 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 208.59 ms | 2 - 440 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 29.405 ms | 2 - 435 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 23.611 ms | 2 - 441 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 71.763 ms | 2 - 439 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.096 ms | 2 - 440 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 23.611 ms | 2 - 441 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 20.917 ms | 2 - 441 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.405 ms | 2 - 435 MB | NPU |
| proposal_generator | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 36.942 ms | 10 - 583 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® SA8295P | 77.823 ms | 11 - 452 MB | NPU |
| proposal_generator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 22.054 ms | 10 - 505 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 29.852 ms | 1 - 500 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 47.023 ms | 3 - 498 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 73.36 ms | 3 - 443 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 43.196 ms | 3 - 6 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8775P | 43.172 ms | 3 - 443 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8650P | 43.172 ms | 3 - 443 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8255P | 43.172 ms | 3 - 443 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8450 | 47.023 ms | 3 - 498 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 43.102 ms | 2 - 29 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 36.991 ms | 3 - 450 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 25.414 ms | 2 - 431 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA7255P | 73.36 ms | 3 - 443 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8295P | 49.769 ms | 3 - 444 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 25.414 ms | 2 - 431 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 23.497 ms | 3 - 452 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 36.991 ms | 3 - 450 MB | NPU |
| roi_head | ONNX | float | Snapdragon® X2 Elite | 31.71 ms | 10 - 10 MB | NPU |
| roi_head | ONNX | float | Snapdragon® X Elite | 64.259 ms | 30 - 30 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 48.559 ms | 10 - 1420 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 96.23 ms | 1 - 437 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 64.519 ms | 0 - 34 MB | NPU |
| roi_head | ONNX | float | Qualcomm® QCS8450 | 96.23 ms | 1 - 437 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 94.774 ms | 10 - 22 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.259 ms | 30 - 30 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 40.176 ms | 2 - 1191 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Elite Mobile | 40.176 ms | 2 - 1191 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.091 ms | 1 - 1291 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® X2 Elite | 15.974 ms | 6 - 6 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® X Elite | 32.741 ms | 13 - 13 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 25.921 ms | 5 - 454 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 48.922 ms | 5 - 453 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 193.198 ms | 5 - 8 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 32.467 ms | 0 - 408 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® QCS8450 | 48.922 ms | 5 - 453 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 32.646 ms | 5 - 8 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 32.741 ms | 13 - 13 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 19.427 ms | 1 - 440 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 19.427 ms | 1 - 440 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 14.082 ms | 1 - 444 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® X2 Elite | 9.045 ms | 3 - 3 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® X Elite | 19.111 ms | 15 - 15 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.52 ms | 3 - 355 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 43.158 ms | 3 - 352 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 98.86 ms | 2 - 5 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.368 ms | 0 - 21 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® QCS8450 | 43.158 ms | 3 - 352 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.075 ms | 2 - 5 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.111 ms | 15 - 15 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 10.028 ms | 0 - 319 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 10.028 ms | 0 - 319 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.396 ms | 2 - 323 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 31.311 ms | 10 - 10 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® X Elite | 64.039 ms | 10 - 10 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 49.025 ms | 0 - 1657 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 116.545 ms | 3 - 435 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 332.793 ms | 0 - 1466 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 64.261 ms | 10 - 13 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8775P | 96.144 ms | 0 - 1466 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8650P | 96.144 ms | 0 - 1466 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8255P | 96.144 ms | 0 - 1466 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® QCS8450 | 116.545 ms | 3 - 435 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 94.499 ms | 10 - 21 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.039 ms | 10 - 10 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 40.804 ms | 10 - 1367 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA7255P | 332.793 ms | 0 - 1466 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8295P | 88.759 ms | 1 - 388 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 40.804 ms | 10 - 1367 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.613 ms | 10 - 1461 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 15.947 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® X Elite | 31.841 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 25.319 ms | 5 - 439 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 47.416 ms | 5 - 436 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 187.526 ms | 5 - 11 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 96.923 ms | 5 - 384 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 31.588 ms | 5 - 7 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8775P | 31.549 ms | 0 - 379 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8650P | 31.549 ms | 0 - 379 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8255P | 31.549 ms | 0 - 379 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 47.416 ms | 5 - 436 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 31.561 ms | 3 - 9 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 31.841 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 642.262 ms | 5 - 521 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 53.807 ms | 5 - 470 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.627 ms | 5 - 428 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA7255P | 96.923 ms | 5 - 384 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.641 ms | 0 - 380 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 18.627 ms | 5 - 428 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 14.112 ms | 5 - 431 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 53.807 ms | 5 - 470 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.405 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.519 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.522 ms | 2 - 351 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 34.236 ms | 2 - 349 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 98.397 ms | 1 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 48.894 ms | 2 - 303 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.755 ms | 3 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8775P | 19.375 ms | 1 - 301 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8650P | 19.375 ms | 1 - 301 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8255P | 19.375 ms | 1 - 301 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 34.236 ms | 2 - 349 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.517 ms | 1 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.519 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 301.57 ms | 3 - 383 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 30.482 ms | 2 - 326 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 10.014 ms | 2 - 316 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA7255P | 48.894 ms | 2 - 303 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8295P | 28.131 ms | 0 - 302 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 10.014 ms | 2 - 316 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.303 ms | 2 - 321 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 30.482 ms | 2 - 326 MB | NPU |
| roi_head | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 495.773 ms | 0 - 3365 MB | CPU |
| roi_head | TFLITE | float | Qualcomm® SA8295P | 521.47 ms | 1 - 1601 MB | CPU |
| roi_head | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1998.678 ms | 0 - 2991 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 290.365 ms | 0 - 1595 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 872.277 ms | 1 - 819 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 515.775 ms | 0 - 1278 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 368.031 ms | 0 - 2058 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8775P | 366.916 ms | 0 - 1278 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8650P | 366.916 ms | 0 - 1278 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8255P | 366.916 ms | 0 - 1278 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® QCS8450 | 872.277 ms | 1 - 819 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 351.831 ms | 0 - 35 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1821.735 ms | 1136 - 2395 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 195.782 ms | 0 - 1348 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA7255P | 515.775 ms | 0 - 1278 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8295P | 385.004 ms | 0 - 665 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 195.782 ms | 0 - 1348 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 161.264 ms | 0 - 1472 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1821.735 ms | 1136 - 2395 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.