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	19.918 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® X Elite	44.881 ms	78 - 78 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Gen 3 Mobile	31.622 ms	1 - 487 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Gen 1 Mobile	68.203 ms	1 - 413 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	59.424 ms	5 - 13 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	43.109 ms	0 - 255 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® QCS8450	68.203 ms	1 - 413 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	57.817 ms	5 - 12 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	44.881 ms	78 - 78 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ Q-8750	22.952 ms	1 - 374 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Elite Mobile	22.952 ms	1 - 374 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	18.471 ms	1 - 384 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Snapdragon® 8 Gen 3 Mobile	135.52 ms	48 - 874 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	167.132 ms	48 - 50 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-9075	159.989 ms	55 - 57 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Qualcomm® Dragonwing™ Q-8750	113.062 ms	53 - 573 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Snapdragon® 8 Elite Mobile	113.062 ms	53 - 573 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_fp16	Snapdragon® 8 Elite Gen 5 Mobile	99.218 ms	53 - 781 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® X2 Elite	21.211 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® X Elite	46.596 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	32.538 ms	0 - 466 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	71.875 ms	4 - 395 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	59.599 ms	5 - 12 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	173.087 ms	1 - 371 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	44.618 ms	5 - 222 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8775P	57.807 ms	0 - 370 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8650P	57.807 ms	0 - 370 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8255P	57.807 ms	0 - 370 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® QCS8450	71.875 ms	4 - 395 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	58.097 ms	7 - 13 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	46.596 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	23.818 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA7255P	173.087 ms	1 - 371 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8295P	64.05 ms	0 - 306 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Elite Mobile	23.818 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	19.433 ms	5 - 394 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® X2 Elite	65.849 ms	2 - 2 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® X Elite	103.872 ms	2 - 2 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® 8 Gen 3 Mobile	96.855 ms	2 - 899 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-8275	127.692 ms	2 - 7 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-8275	239.873 ms	1 - 758 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	112.182 ms	3 - 6 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA8775P	118.502 ms	1 - 778 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA8650P	118.502 ms	1 - 778 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA8255P	118.502 ms	1 - 778 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-9075	137.239 ms	4 - 8 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-X7181	103.872 ms	2 - 2 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ Q-8750	79.112 ms	0 - 780 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA7255P	239.873 ms	1 - 758 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® 8 Elite Mobile	79.112 ms	0 - 780 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_fp16	Snapdragon® 8 Elite Gen 5 Mobile	70.12 ms	2 - 692 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	32.52 ms	0 - 497 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	71.097 ms	0 - 416 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	59.364 ms	0 - 90 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	172.568 ms	1 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	44.227 ms	0 - 3 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8775P	57.523 ms	0 - 393 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8650P	57.523 ms	0 - 393 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8255P	57.523 ms	0 - 393 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® QCS8450	71.097 ms	0 - 416 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	57.936 ms	0 - 89 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	23.766 ms	0 - 408 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA7255P	172.568 ms	1 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8295P	63.6 ms	0 - 327 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Elite Mobile	23.766 ms	0 - 408 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	19.242 ms	0 - 415 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