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Detectron2-Detection

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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

Source Model Implementation

Community

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qualcomm/Detectron2-Detection