DETR-ResNet50-DC5: Optimized for Qualcomm Devices

DETR is a machine learning model that can detect objects (trained on COCO dataset).

This is based on the implementation of DETR-ResNet50-DC5 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_mixed_fp16	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.45	Download
QNN_DLC	w8a16_mixed_fp16	Universal	QAIRT 2.45	Download
TFLITE	float	Universal	QAIRT 2.45	Download

For more device-specific assets and performance metrics, visit DETR-ResNet50-DC5 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 DETR-ResNet50-DC5 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

Input resolution: 480x480
Model checkpoint: ResNet50-DC5
Model size (float): 160 MB

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
DETR-ResNet50-DC5	ONNX	float	Snapdragon® X2 Elite	19.951 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® X Elite	44.734 ms	78 - 78 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Gen 3 Mobile	31.505 ms	0 - 485 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Gen 1 Mobile	68.341 ms	1 - 412 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	59.064 ms	5 - 13 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	43.006 ms	5 - 8 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® QCS8450	68.341 ms	1 - 412 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	57.854 ms	5 - 12 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	44.734 ms	78 - 78 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ Q-8750	22.916 ms	0 - 371 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Elite Mobile	22.916 ms	0 - 371 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	18.461 ms	3 - 386 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Snapdragon® 8 Gen 3 Mobile	136.194 ms	51 - 875 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-8275	190.978 ms	51 - 54 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	171.155 ms	16 - 80 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-9075	158.079 ms	54 - 56 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Qualcomm® Dragonwing™ Q-8750	113.898 ms	30 - 550 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Snapdragon® 8 Elite Mobile	113.898 ms	30 - 550 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Snapdragon® 8 Elite Gen 5 Mobile	99.167 ms	28 - 755 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® X2 Elite	21.281 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® X Elite	46.747 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	32.533 ms	5 - 470 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	71.493 ms	5 - 397 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	59.897 ms	5 - 12 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	173.094 ms	1 - 371 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	44.751 ms	5 - 7 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8775P	57.812 ms	1 - 372 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8650P	57.812 ms	1 - 372 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8255P	57.812 ms	1 - 372 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® QCS8450	71.493 ms	5 - 397 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	65.212 ms	7 - 13 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	46.747 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	23.831 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA7255P	173.094 ms	1 - 371 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8295P	64.064 ms	0 - 306 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Elite Mobile	23.831 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	19.432 ms	5 - 394 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® X2 Elite	65.808 ms	2 - 2 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® X Elite	105.086 ms	2 - 2 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® 8 Gen 3 Mobile	98.134 ms	2 - 900 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-8275	127.508 ms	2 - 7 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-8275	239.964 ms	2 - 757 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	113.54 ms	3 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA8775P	118.466 ms	1 - 778 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA8650P	118.466 ms	1 - 778 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA8255P	118.466 ms	1 - 778 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-9075	141.538 ms	2 - 6 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-X7181	105.086 ms	2 - 2 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ Q-8750	79.185 ms	2 - 782 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA7255P	239.964 ms	2 - 757 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® 8 Elite Mobile	79.185 ms	2 - 782 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® 8 Elite Gen 5 Mobile	69.835 ms	2 - 691 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	32.528 ms	0 - 496 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	71.003 ms	0 - 412 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	59.283 ms	0 - 90 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	172.567 ms	0 - 393 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	44.21 ms	0 - 9 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8775P	57.549 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8650P	57.549 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8255P	57.549 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® QCS8450	71.003 ms	0 - 412 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	58.38 ms	0 - 89 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	23.724 ms	0 - 405 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA7255P	172.567 ms	0 - 393 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8295P	63.538 ms	0 - 324 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Elite Mobile	23.724 ms	0 - 405 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	19.221 ms	0 - 414 MB	NPU

License

The license for the original implementation of DETR-ResNet50-DC5 can be found here.

References

Community

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Paper for qualcomm/DETR-ResNet50-DC5

End-to-End Object Detection with Transformers

Paper • 2005.12872 • Published May 26, 2020 • 7