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 2.42, ONNX Runtime 1.24.1 | Download |
| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| QNN_DLC | float | Universal | QAIRT 2.43 | Download |
| QNN_DLC | w8a16 | Universal | QAIRT 2.43 | Download |
| QNN_DLC | w8a8 | Universal | QAIRT 2.43 | Download |
| TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | Download |
| TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | 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 |
|---|---|---|---|---|---|---|
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® X Elite | 37.074 ms | 66 - 66 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.978 ms | 32 - 569 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS8550 (Proxy) | 38.418 ms | 11 - 46 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS9075 | 62.68 ms | 7 - 17 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.945 ms | 3 - 447 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.431 ms | 32 - 489 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® X2 Elite | 17.605 ms | 64 - 64 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X Elite | 19.967 ms | 33 - 33 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.535 ms | 16 - 561 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS6490 | 3020.978 ms | 187 - 204 MB | CPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 19.372 ms | 6 - 30 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS9075 | 28.184 ms | 16 - 19 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 10.412 ms | 14 - 532 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1403.322 ms | 196 - 204 MB | CPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.555 ms | 18 - 520 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X2 Elite | 9.801 ms | 35 - 35 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X Elite | 11.717 ms | 19 - 19 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.533 ms | 10 - 474 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS6490 | 443.732 ms | 151 - 178 MB | CPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 12.058 ms | 0 - 27 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS9075 | 16.812 ms | 14 - 17 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCM6690 | 433.71 ms | 152 - 160 MB | CPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.358 ms | 8 - 432 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 358.955 ms | 124 - 131 MB | CPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.772 ms | 4 - 423 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.921 ms | 19 - 19 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X Elite | 57.804 ms | 7 - 7 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 40.818 ms | 7 - 563 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 188.394 ms | 1 - 460 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 57.304 ms | 7 - 10 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8775P | 70.815 ms | 1 - 461 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 91.655 ms | 7 - 501 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA7255P | 188.394 ms | 1 - 460 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8295P | 81.104 ms | 0 - 423 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 29.968 ms | 0 - 468 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 23.582 ms | 7 - 480 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X2 Elite | 24.012 ms | 7 - 7 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X Elite | 45.233 ms | 4 - 4 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 29.111 ms | 4 - 599 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 163.604 ms | 3 - 14 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 83.166 ms | 0 - 495 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 43.889 ms | 4 - 7 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 43.794 ms | 1 - 496 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 77.893 ms | 1 - 11 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 435.438 ms | 6 - 564 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 59.385 ms | 4 - 578 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 83.166 ms | 0 - 495 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 59.614 ms | 0 - 495 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 25.704 ms | 4 - 430 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.312 ms | 4 - 506 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.263 ms | 4 - 479 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.811 ms | 4 - 4 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X Elite | 40.397 ms | 2 - 2 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 26.586 ms | 2 - 494 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 65.545 ms | 2 - 8 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 70.036 ms | 2 - 428 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 39.835 ms | 2 - 251 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 184.045 ms | 2 - 428 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 45.645 ms | 0 - 6 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 176.121 ms | 2 - 418 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 46.823 ms | 2 - 485 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 70.036 ms | 2 - 428 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.96 ms | 2 - 430 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 22.716 ms | 2 - 415 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.804 ms | 2 - 437 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 21.191 ms | 2 - 421 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.63 ms | 2 - 2 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | float | Qualcomm® SA8295P | 62.052 ms | 11 - 443 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 23.662 ms | 9 - 475 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.823 ms | 10 - 476 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.329 ms | 1 - 469 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 30.324 ms | 3 - 400 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 16.645 ms | 3 - 6 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8775P | 17.111 ms | 3 - 400 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 20.783 ms | 3 - 458 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA7255P | 30.324 ms | 3 - 400 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8295P | 21.732 ms | 3 - 401 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.961 ms | 2 - 424 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 23.654 ms | 3 - 448 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.291 ms | 1 - 424 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® X Elite | 67.58 ms | 29 - 29 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 47.86 ms | 1 - 1455 MB | NPU |
| Detectron2ROIHead | ONNX | float | Qualcomm® QCS8550 (Proxy) | 65.057 ms | 0 - 34 MB | NPU |
| Detectron2ROIHead | ONNX | float | Qualcomm® QCS9075 | 115.813 ms | 10 - 22 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 43.039 ms | 1 - 1277 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.598 ms | 10 - 1364 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® X2 Elite | 31.311 ms | 32 - 32 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X Elite | 34.313 ms | 12 - 12 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.859 ms | 5 - 487 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS6490 | 8742.973 ms | 3037 - 3050 MB | CPU |
| Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 33.494 ms | 0 - 18 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS9075 | 44.996 ms | 5 - 8 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 20.732 ms | 1 - 464 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3817.919 ms | 2959 - 2966 MB | CPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 15.751 ms | 5 - 477 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X2 Elite | 17.179 ms | 14 - 14 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X Elite | 19.907 ms | 14 - 14 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 14.224 ms | 2 - 365 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS6490 | 1720.255 ms | 2531 - 2540 MB | CPU |
| Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 19.341 ms | 0 - 25 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS9075 | 80.324 ms | 2 - 5 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCM6690 | 1072.811 ms | 2434 - 2441 MB | CPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.961 ms | 1 - 325 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1008.019 ms | 2441 - 2448 MB | CPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.715 ms | 0 - 319 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X2 Elite | 9.381 ms | 15 - 15 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® X Elite | 64.441 ms | 10 - 10 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.826 ms | 10 - 2077 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 332.799 ms | 0 - 1472 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 64.013 ms | 10 - 15 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8775P | 96.905 ms | 0 - 1472 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 115.538 ms | 9 - 455 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA7255P | 332.799 ms | 0 - 1472 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8295P | 88.645 ms | 0 - 392 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.696 ms | 0 - 1466 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.427 ms | 8 - 1559 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® X2 Elite | 32.146 ms | 10 - 10 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X Elite | 33.461 ms | 5 - 5 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.473 ms | 5 - 433 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 147.394 ms | 2 - 8 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 98.915 ms | 5 - 372 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 32.702 ms | 5 - 338 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8775P | 32.63 ms | 5 - 372 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 44.93 ms | 2 - 9 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 661.878 ms | 5 - 579 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 61.136 ms | 5 - 431 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA7255P | 98.915 ms | 5 - 372 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.396 ms | 0 - 367 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 19.284 ms | 5 - 423 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.878 ms | 5 - 464 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 13.905 ms | 5 - 425 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 16.087 ms | 5 - 5 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.941 ms | 2 - 2 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 14.095 ms | 2 - 362 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 85.657 ms | 2 - 6 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 53.066 ms | 2 - 305 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 19.4 ms | 2 - 4 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8775P | 89.528 ms | 2 - 306 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 80.551 ms | 0 - 4 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 348.705 ms | 2 - 401 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 40.229 ms | 2 - 355 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA7255P | 53.066 ms | 2 - 305 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8295P | 29.313 ms | 2 - 306 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 10.412 ms | 2 - 321 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 31.219 ms | 2 - 337 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.682 ms | 2 - 319 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.889 ms | 2 - 2 MB | NPU |
| Detectron2ROIHead | TFLITE | float | Qualcomm® SA8295P | 792.595 ms | 0 - 1587 MB | CPU |
| Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2170.694 ms | 0 - 2769 MB | NPU |
| Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2031.24 ms | 0 - 2954 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 233.955 ms | 0 - 2308 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 481.222 ms | 0 - 1307 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 307.116 ms | 0 - 3 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8775P | 333.72 ms | 0 - 1307 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 860.007 ms | 2 - 849 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA7255P | 481.222 ms | 0 - 1307 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8295P | 350.846 ms | 0 - 734 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 175.332 ms | 0 - 1311 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1852.76 ms | 1084 - 2335 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 158.456 ms | 0 - 1613 MB | NPU |
License
- The license for the original implementation of Detectron2-Detection can be found here.
References
Community
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