Conditional-DETR-ResNet50: 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 Conditional-DETR-ResNet50 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 2.50, ONNX Runtime 1.27.1	Download
ONNX	w8a16_mixed_fp16	Universal	QAIRT 2.50, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.50	Download
QNN_DLC	w8a16_mixed_fp16	Universal	QAIRT 2.50	Download
TFLITE	float	Universal	QAIRT 2.50	Download

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

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

• Input resolution: 480x480
• Model checkpoint: ResNet50
• Model size (float): 166 MB
• Number of parameters: 43.6M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
Conditional-DETR-ResNet50	ONNX	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	10.043 ms	2 - 316 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	11.587 ms	3 - 304 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Snapdragon® X2 Elite	10.103 ms	5 - 5 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Snapdragon® X Elite	20.184 ms	82 - 82 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Snapdragon® 8 Gen 3 Mobile	15.558 ms	3 - 408 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Snapdragon® 8 Gen 1 Mobile	30.251 ms	0 - 360 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	32.221 ms	5 - 13 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	19.979 ms	0 - 94 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Qualcomm® QCS8450	30.251 ms	0 - 360 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	30.014 ms	5 - 13 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	20.184 ms	82 - 82 MB	NPU
Conditional-DETR-ResNet50	ONNX	float	Qualcomm® Dragonwing™ Q-8750	11.587 ms	3 - 304 MB	NPU
Conditional-DETR-ResNet50	ONNX	w8a16_mixed_fp16	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	35.596 ms	23 - 298 MB	NPU
Conditional-DETR-ResNet50	ONNX	w8a16_mixed_fp16	Snapdragon® 8 Elite For Galaxy Mobile	41.47 ms	24 - 287 MB	NPU
Conditional-DETR-ResNet50	ONNX	w8a16_mixed_fp16	Snapdragon® 8 Gen 3 Mobile	47.381 ms	21 - 394 MB	NPU
Conditional-DETR-ResNet50	ONNX	w8a16_mixed_fp16	Qualcomm® Dragonwing™ Q-8750	41.47 ms	24 - 287 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	9.283 ms	5 - 320 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	11.406 ms	0 - 301 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Snapdragon® X2 Elite	10.809 ms	5 - 5 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Snapdragon® X Elite	22.926 ms	5 - 5 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	16.667 ms	5 - 389 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	32.234 ms	5 - 340 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	33.194 ms	5 - 12 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	22.628 ms	5 - 7 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® SA8775P	31.601 ms	0 - 292 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® SA8650P	31.601 ms	0 - 292 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® SA8255P	31.601 ms	0 - 292 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® QCS8450	32.234 ms	5 - 340 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	32.365 ms	5 - 12 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	22.926 ms	5 - 5 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	11.406 ms	0 - 301 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	float	Qualcomm® SA8295P	34.446 ms	0 - 258 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	10.95 ms	2 - 343 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Snapdragon® 8 Elite For Galaxy Mobile	13.569 ms	2 - 331 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Snapdragon® X2 Elite	10.832 ms	2 - 2 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Snapdragon® X Elite	26.069 ms	2 - 2 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Snapdragon® 8 Gen 3 Mobile	18.894 ms	2 - 418 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-8275	31.253 ms	2 - 8 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	25.991 ms	2 - 4 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA8650P	35.951 ms	1 - 370 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA8255P	35.951 ms	1 - 370 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-9075	31.163 ms	2 - 7 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ IQ-X7181	26.069 ms	2 - 2 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Qualcomm® Dragonwing™ Q-8750	13.569 ms	2 - 331 MB	NPU
Conditional-DETR-ResNet50	QNN_DLC	w8a16_mixed_fp16	Qualcomm® SA7255P	80.624 ms	0 - 322 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	9.578 ms	0 - 344 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	12.277 ms	0 - 333 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	16.117 ms	0 - 406 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	32.445 ms	0 - 356 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	30.836 ms	0 - 94 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	22.276 ms	0 - 8 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® SA8775P	29.786 ms	0 - 315 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® SA8650P	29.786 ms	0 - 315 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® SA8255P	29.786 ms	0 - 315 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® QCS8450	32.445 ms	0 - 356 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	30.384 ms	0 - 93 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	12.277 ms	0 - 333 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® SA7255P	93.311 ms	0 - 316 MB	NPU
Conditional-DETR-ResNet50	TFLITE	float	Qualcomm® SA8295P	34.976 ms	0 - 277 MB	NPU

License

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

References

• Conditional {DETR} for Fast Training Convergence
• Source Model Implementation

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.