Deep Layer Aggregation
Paper • 1707.06484 • Published
DLA-102-X: Optimized for Qualcomm Devices
dla is a machine learning model that can classify images from the Imagenet dataset. It is a architecture which can be used as backbone.
This is based on the implementation of DLA-102-X 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 | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| QNN_DLC | float | Universal | QAIRT 2.50 | Download |
| QNN_DLC | w8a8 | Universal | QAIRT 2.50 | Download |
| TFLITE | float | Universal | QAIRT 2.50 | Download |
| TFLITE | w8a8 | Universal | QAIRT 2.50 | Download |
For more device-specific assets and performance metrics, visit DLA-102-X 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 DLA-102-X on GitHub for usage instructions.
Model Details
Model Type: Model_use_case.image_classification
Model Stats:
- Input resolution: 224x224
- Model checkpoint: Imagenet
- Model size (float): 100 MB
- Number of parameters: 26.3M
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| DLA-102-X | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.24 ms | 0 - 105 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.563 ms | 0 - 107 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® X2 Elite | 1.334 ms | 2 - 2 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® X Elite | 2.664 ms | 54 - 54 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.861 ms | 0 - 158 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3.707 ms | 1 - 134 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 4.429 ms | 0 - 5 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.63 ms | 0 - 5 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® QCS8450 | 3.707 ms | 1 - 134 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 3.98 ms | 1 - 4 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.664 ms | 54 - 54 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.563 ms | 0 - 107 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.729 ms | 0 - 121 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.854 ms | 0 - 118 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® X2 Elite | 0.699 ms | 1 - 1 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® X Elite | 1.39 ms | 28 - 28 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.011 ms | 0 - 155 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.707 ms | 0 - 157 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.65 ms | 0 - 3 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.507 ms | 0 - 4 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.376 ms | 0 - 7 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® QCS8450 | 1.707 ms | 0 - 157 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.67 ms | 0 - 3 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.39 ms | 28 - 28 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.498 ms | 0 - 224 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.624 ms | 0 - 114 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.854 ms | 0 - 118 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.624 ms | 0 - 114 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.252 ms | 1 - 106 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.587 ms | 0 - 101 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® X2 Elite | 1.668 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® X Elite | 3.101 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.012 ms | 0 - 150 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 4.426 ms | 0 - 126 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 4.585 ms | 1 - 4 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.811 ms | 1 - 178 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8775P | 4.307 ms | 1 - 102 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8650P | 4.307 ms | 1 - 102 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8255P | 4.307 ms | 1 - 102 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® QCS8450 | 4.426 ms | 0 - 126 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 4.125 ms | 1 - 3 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.101 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.587 ms | 0 - 101 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8295P | 4.52 ms | 0 - 83 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.636 ms | 0 - 113 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.786 ms | 0 - 114 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.884 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.554 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.954 ms | 0 - 139 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.621 ms | 0 - 140 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.74 ms | 2 - 4 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.442 ms | 0 - 3 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.347 ms | 0 - 103 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.728 ms | 0 - 111 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.728 ms | 0 - 111 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.728 ms | 0 - 111 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.621 ms | 0 - 140 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.614 ms | 0 - 2 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.554 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.601 ms | 0 - 218 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.661 ms | 0 - 108 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.786 ms | 0 - 114 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.984 ms | 0 - 112 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.661 ms | 0 - 108 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.259 ms | 0 - 156 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.576 ms | 0 - 151 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.958 ms | 0 - 194 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 4.447 ms | 0 - 170 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.512 ms | 0 - 58 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.767 ms | 0 - 3 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8775P | 4.311 ms | 0 - 148 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8650P | 4.311 ms | 0 - 148 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8255P | 4.311 ms | 0 - 148 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® QCS8450 | 4.447 ms | 0 - 170 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.117 ms | 0 - 57 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.576 ms | 0 - 151 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8295P | 4.534 ms | 0 - 127 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.584 ms | 0 - 100 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.678 ms | 0 - 99 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.817 ms | 0 - 139 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.44 ms | 0 - 138 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.745 ms | 0 - 30 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.264 ms | 0 - 31 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.129 ms | 0 - 4 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8775P | 1.523 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8650P | 1.523 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8255P | 1.523 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.44 ms | 0 - 138 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.378 ms | 0 - 30 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.019 ms | 0 - 205 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.458 ms | 0 - 94 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.678 ms | 0 - 99 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8295P | 1.803 ms | 0 - 107 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.458 ms | 0 - 94 MB | NPU |
License
- The license for the original implementation of DLA-102-X can be found here.
References
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.