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Conditional-DETR-ResNet50

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metadata 
library_name: pytorch
license: other
tags:
  - android
pipeline_tag: object-detection

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 2.45, 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 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® X2 Elite 9.233 ms 5 - 5 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® X Elite 20.365 ms 82 - 82 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® 8 Gen 3 Mobile 15.039 ms 1 - 452 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® 8 Gen 1 Mobile 38.845 ms 5 - 373 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-8275 31.59 ms 5 - 13 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 20.35 ms 0 - 94 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® QCS8450 38.845 ms 5 - 373 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-9075 29.26 ms 5 - 12 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-X7181 20.365 ms 82 - 82 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ Q-8750 11.165 ms 3 - 320 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® 8 Elite Mobile 11.165 ms 3 - 320 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 8.304 ms 3 - 325 MB NPU
Conditional-DETR-ResNet50 ONNX w8a16_mixed_fp16 Snapdragon® 8 Gen 3 Mobile 52.358 ms 19 - 406 MB NPU
Conditional-DETR-ResNet50 ONNX w8a16_mixed_fp16 Qualcomm® Dragonwing™ Q-8750 45.732 ms 21 - 293 MB NPU
Conditional-DETR-ResNet50 ONNX w8a16_mixed_fp16 Snapdragon® 8 Elite Mobile 45.732 ms 21 - 293 MB NPU
Conditional-DETR-ResNet50 ONNX w8a16_mixed_fp16 Snapdragon® 8 Elite Gen 5 Mobile 39.679 ms 22 - 310 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® X2 Elite 10.042 ms 5 - 5 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® X Elite 23.305 ms 5 - 5 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 17.097 ms 0 - 400 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 44.583 ms 4 - 347 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 33.482 ms 5 - 12 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 98.194 ms 1 - 307 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 22.881 ms 5 - 7 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA8775P 32.235 ms 1 - 307 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA8650P 32.235 ms 1 - 307 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA8255P 32.235 ms 1 - 307 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® QCS8450 44.583 ms 4 - 347 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 34.971 ms 5 - 11 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 23.305 ms 5 - 5 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 11.577 ms 0 - 317 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA7255P 98.194 ms 1 - 307 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA8295P 34.049 ms 0 - 261 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® 8 Elite Mobile 11.577 ms 0 - 317 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 8.891 ms 5 - 337 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® X2 Elite 16.324 ms 2 - 2 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® X Elite 30.454 ms 2 - 2 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Gen 3 Mobile 22.467 ms 2 - 476 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-8275 35.5 ms 2 - 7 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-8275 90.191 ms 0 - 369 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 30.315 ms 2 - 282 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA8775P 35.883 ms 1 - 370 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA8650P 35.883 ms 1 - 370 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA8255P 35.883 ms 1 - 370 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-9075 36.14 ms 1 - 5 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-X7181 30.454 ms 2 - 2 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ Q-8750 17.325 ms 2 - 375 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA7255P 90.191 ms 0 - 369 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Elite Mobile 17.325 ms 2 - 375 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Elite Gen 5 Mobile 15.07 ms 2 - 393 MB NPU
Conditional-DETR-ResNet50 TFLITE float Snapdragon® 8 Gen 3 Mobile 16.019 ms 0 - 439 MB NPU
Conditional-DETR-ResNet50 TFLITE float Snapdragon® 8 Gen 1 Mobile 45.61 ms 0 - 373 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® Dragonwing™ IQ-8275 31.168 ms 0 - 94 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® Dragonwing™ IQ-8275 94.019 ms 0 - 334 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 22.459 ms 0 - 3 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA8775P 30.263 ms 0 - 366 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA8650P 30.263 ms 0 - 366 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA8255P 30.263 ms 0 - 366 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® QCS8450 45.61 ms 0 - 373 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® Dragonwing™ IQ-9075 30.551 ms 0 - 93 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® Dragonwing™ Q-8750 12.308 ms 0 - 346 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA7255P 94.019 ms 0 - 334 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA8295P 35.165 ms 0 - 289 MB NPU
Conditional-DETR-ResNet50 TFLITE float Snapdragon® 8 Elite Mobile 12.308 ms 0 - 346 MB NPU
Conditional-DETR-ResNet50 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 9.516 ms 0 - 355 MB NPU

License

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

References

Community