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 | float | 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:
- 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® X Elite | 42.63 ms | 72 - 72 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 34.196 ms | 0 - 545 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 75.801 ms | 5 - 494 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 62.885 ms | 7 - 18 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 44.648 ms | 11 - 419 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® QCS8450 | 75.801 ms | 5 - 494 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 59.623 ms | 7 - 17 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 42.63 ms | 72 - 72 MB | NPU |
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 28.893 ms | 25 - 503 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Elite Mobile | 28.893 ms | 25 - 503 MB | NPU |
| proposal_generator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 24.654 ms | 26 - 617 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® X2 Elite | 11.833 ms | 36 - 36 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® X Elite | 22.514 ms | 36 - 36 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 16.418 ms | 16 - 555 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 29.627 ms | 15 - 539 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 118.831 ms | 35 - 38 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 22.457 ms | 14 - 18 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.389 ms | 14 - 18 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® QCS8450 | 29.627 ms | 15 - 539 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 23.236 ms | 18 - 20 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 22.514 ms | 36 - 36 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 295.069 ms | 26 - 568 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 34.052 ms | 36 - 506 MB | NPU |
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 16.56 ms | 16 - 496 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 16.56 ms | 16 - 496 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 10.427 ms | 15 - 500 MB | NPU |
| proposal_generator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 34.052 ms | 36 - 506 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® X2 Elite | 45.229 ms | 18 - 18 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® X Elite | 23.504 ms | 20 - 20 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 20.667 ms | 9 - 514 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 32.639 ms | 8 - 502 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 51.145 ms | 32 - 35 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 26.81 ms | 7 - 11 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 26.346 ms | 0 - 320 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® QCS8450 | 32.639 ms | 8 - 502 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 26.056 ms | 7 - 10 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 23.504 ms | 20 - 20 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 139.278 ms | 25 - 438 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 16.338 ms | 33 - 477 MB | NPU |
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 17.076 ms | 10 - 448 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 17.076 ms | 10 - 448 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 68.233 ms | 9 - 435 MB | NPU |
| proposal_generator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 16.338 ms | 33 - 477 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 42.408 ms | 7 - 7 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 33.388 ms | 7 - 558 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 62.217 ms | 7 - 28 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 164.689 ms | 1 - 478 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 45.08 ms | 7 - 10 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8775P | 59.061 ms | 1 - 478 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8650P | 59.061 ms | 1 - 478 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8255P | 59.061 ms | 1 - 478 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 59.4 ms | 7 - 27 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 42.408 ms | 7 - 7 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 28.306 ms | 0 - 481 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA7255P | 164.689 ms | 1 - 478 MB | NPU |
| proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 65.968 ms | 0 - 441 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 28.306 ms | 0 - 481 MB | NPU |
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 24.434 ms | 7 - 643 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 10.202 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X Elite | 19.373 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.039 ms | 4 - 518 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 33.752 ms | 4 - 498 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 114.628 ms | 1 - 11 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 45.532 ms | 2 - 444 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.578 ms | 4 - 8 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 18.943 ms | 1 - 444 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8650P | 18.943 ms | 1 - 444 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8255P | 18.943 ms | 1 - 444 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 33.752 ms | 4 - 498 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 20.934 ms | 1 - 12 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 19.373 ms | 4 - 4 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 313.042 ms | 4 - 568 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 32.379 ms | 4 - 469 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 13.831 ms | 4 - 445 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 45.532 ms | 2 - 444 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 25.996 ms | 0 - 439 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 13.831 ms | 4 - 445 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.463 ms | 4 - 455 MB | NPU |
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 32.379 ms | 4 - 469 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 5.057 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X Elite | 11.384 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.201 ms | 2 - 497 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 15.72 ms | 2 - 490 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 47.171 ms | 2 - 8 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 11.559 ms | 1 - 8 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 24.798 ms | 2 - 441 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.427 ms | 2 - 6 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 11.641 ms | 2 - 442 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8650P | 11.641 ms | 2 - 442 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8255P | 11.641 ms | 2 - 442 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 15.72 ms | 2 - 490 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.791 ms | 2 - 8 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 11.384 ms | 2 - 2 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 130.816 ms | 2 - 459 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.866 ms | 2 - 407 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 6.104 ms | 2 - 432 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 24.798 ms | 2 - 441 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 15.886 ms | 2 - 442 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 6.104 ms | 2 - 432 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.534 ms | 2 - 409 MB | NPU |
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.866 ms | 2 - 407 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 55.074 ms | 15 - 82 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 22.162 ms | 17 - 503 MB | NPU |
| proposal_generator | TFLITE | float | Qualcomm® SA8295P | 57.432 ms | 18 - 459 MB | NPU |
| proposal_generator | TFLITE | float | Snapdragon® 8 Elite Mobile | 22.162 ms | 17 - 503 MB | NPU |
| proposal_generator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.57 ms | 0 - 494 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.504 ms | 3 - 499 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 21.548 ms | 5 - 494 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 17.149 ms | 4 - 34 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 31.005 ms | 5 - 442 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 16.774 ms | 5 - 8 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8775P | 17.546 ms | 5 - 442 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8650P | 17.546 ms | 5 - 442 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8255P | 17.546 ms | 5 - 442 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8450 | 21.548 ms | 5 - 494 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 17.595 ms | 4 - 33 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 24.941 ms | 4 - 434 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 9.289 ms | 4 - 427 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA7255P | 31.005 ms | 5 - 442 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8295P | 22.248 ms | 5 - 443 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 9.289 ms | 4 - 427 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.216 ms | 4 - 411 MB | NPU |
| proposal_generator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 24.941 ms | 4 - 434 MB | NPU |
| roi_head | ONNX | float | Snapdragon® X Elite | 64.783 ms | 30 - 30 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 49.107 ms | 10 - 1489 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 96.133 ms | 11 - 456 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 104.476 ms | 10 - 23 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 65.461 ms | 0 - 33 MB | NPU |
| roi_head | ONNX | float | Qualcomm® QCS8450 | 96.133 ms | 11 - 456 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 95.16 ms | 10 - 22 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.783 ms | 30 - 30 MB | NPU |
| roi_head | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 41.753 ms | 1 - 1287 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Elite Mobile | 41.753 ms | 1 - 1287 MB | NPU |
| roi_head | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.225 ms | 3 - 1384 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® X2 Elite | 17.075 ms | 6 - 6 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® X Elite | 34.912 ms | 14 - 14 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 25.134 ms | 5 - 474 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 63.208 ms | 6 - 469 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 194.654 ms | 5 - 8 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 36.523 ms | 5 - 8 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 33.873 ms | 0 - 36 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® QCS8450 | 63.208 ms | 6 - 469 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 33.118 ms | 5 - 8 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 34.912 ms | 14 - 14 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 589.147 ms | 0 - 873 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 56.578 ms | 6 - 562 MB | NPU |
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 19.81 ms | 1 - 459 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 19.81 ms | 1 - 459 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 14.334 ms | 0 - 463 MB | NPU |
| roi_head | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.578 ms | 6 - 562 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® X2 Elite | 9.303 ms | 2 - 2 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® X Elite | 19.645 ms | 15 - 15 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.97 ms | 3 - 374 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 43.878 ms | 3 - 373 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 102.639 ms | 2 - 5 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 19.046 ms | 2 - 6 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.044 ms | 3 - 23 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® QCS8450 | 43.878 ms | 3 - 373 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.596 ms | 2 - 5 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.645 ms | 15 - 15 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 333.356 ms | 0 - 510 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 33.088 ms | 3 - 383 MB | NPU |
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 10.462 ms | 0 - 335 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 10.462 ms | 0 - 335 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.694 ms | 0 - 340 MB | NPU |
| roi_head | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 33.088 ms | 3 - 383 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® X Elite | 64.178 ms | 10 - 10 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.188 ms | 6 - 1575 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 103.267 ms | 10 - 22 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 333.004 ms | 0 - 1378 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 64.675 ms | 10 - 218 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8775P | 96.579 ms | 1 - 1378 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8650P | 96.579 ms | 1 - 1378 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8255P | 96.579 ms | 1 - 1378 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 94.628 ms | 10 - 21 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.178 ms | 10 - 10 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 39.307 ms | 0 - 1437 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA7255P | 333.004 ms | 0 - 1378 MB | NPU |
| roi_head | QNN_DLC | float | Qualcomm® SA8295P | 94.054 ms | 0 - 385 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 39.307 ms | 0 - 1437 MB | NPU |
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.903 ms | 10 - 1539 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 15.886 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® X Elite | 31.942 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 25.4 ms | 5 - 436 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 47.897 ms | 5 - 436 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 186.955 ms | 1 - 7 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 96.904 ms | 1 - 380 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 31.553 ms | 5 - 7 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8775P | 31.542 ms | 5 - 384 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8650P | 31.542 ms | 5 - 384 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8255P | 31.542 ms | 5 - 384 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 47.897 ms | 5 - 436 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 31.288 ms | 5 - 11 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 31.942 ms | 5 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 647.421 ms | 7 - 524 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 51.919 ms | 5 - 470 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 19.031 ms | 5 - 429 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA7255P | 96.904 ms | 1 - 380 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.669 ms | 1 - 381 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 19.031 ms | 5 - 429 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 13.559 ms | 5 - 431 MB | NPU |
| roi_head | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 51.919 ms | 5 - 470 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.458 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.927 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.476 ms | 2 - 351 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 34.194 ms | 2 - 347 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 98.036 ms | 2 - 7 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 18.173 ms | 2 - 7 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 49.081 ms | 0 - 301 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.957 ms | 3 - 5 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8775P | 19.502 ms | 0 - 301 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8650P | 19.502 ms | 0 - 301 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8255P | 19.502 ms | 0 - 301 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 34.194 ms | 2 - 347 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.541 ms | 2 - 7 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.927 ms | 2 - 2 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 313.746 ms | 2 - 382 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 30.527 ms | 2 - 327 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 10.03 ms | 2 - 314 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA7255P | 49.081 ms | 0 - 301 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8295P | 28.134 ms | 0 - 301 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 10.03 ms | 2 - 314 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.365 ms | 2 - 321 MB | NPU |
| roi_head | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 30.527 ms | 2 - 327 MB | NPU |
| roi_head | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 2258.855 ms | 0 - 4083 MB | CPU |
| roi_head | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 476.877 ms | 1 - 2884 MB | CPU |
| roi_head | TFLITE | float | Qualcomm® SA8295P | 976.931 ms | 0 - 1600 MB | CPU |
| roi_head | TFLITE | float | Snapdragon® 8 Elite Mobile | 476.877 ms | 1 - 2884 MB | CPU |
| roi_head | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1995.138 ms | 1 - 2929 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 289.439 ms | 0 - 1873 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 856.091 ms | 1 - 804 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 333.668 ms | 0 - 36 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 516.662 ms | 0 - 1447 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 368.645 ms | 0 - 3 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8775P | 366.327 ms | 0 - 1447 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8650P | 366.327 ms | 0 - 1447 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8255P | 366.327 ms | 0 - 1447 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® QCS8450 | 856.091 ms | 1 - 804 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 351.86 ms | 0 - 35 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1818.616 ms | 1143 - 2402 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 198.28 ms | 0 - 1328 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA7255P | 516.662 ms | 0 - 1447 MB | NPU |
| roi_head | TFLITE | w8a8 | Qualcomm® SA8295P | 384.447 ms | 0 - 665 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 198.28 ms | 0 - 1328 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 161.807 ms | 0 - 1607 MB | NPU |
| roi_head | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1818.616 ms | 1143 - 2402 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.