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 1.30.0 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | 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 - 107 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.555 ms | 0 - 103 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® X2 Elite | 1.335 ms | 2 - 2 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® X Elite | 2.67 ms | 55 - 55 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.86 ms | 0 - 156 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3.705 ms | 1 - 133 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 4.432 ms | 0 - 5 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.622 ms | 0 - 57 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® QCS8450 | 3.705 ms | 1 - 133 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 3.987 ms | 0 - 4 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.67 ms | 55 - 55 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.555 ms | 0 - 103 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.732 ms | 0 - 120 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.862 ms | 0 - 119 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 | 1.383 ms | 27 - 27 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.993 ms | 0 - 156 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.727 ms | 0 - 157 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.445 ms | 0 - 3 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.511 ms | 0 - 4 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.387 ms | 0 - 31 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® QCS8450 | 1.727 ms | 0 - 157 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.667 ms | 0 - 3 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.383 ms | 27 - 27 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.496 ms | 0 - 223 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.616 ms | 0 - 115 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.862 ms | 0 - 119 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.616 ms | 0 - 115 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.262 ms | 1 - 105 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.594 ms | 0 - 100 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® X2 Elite | 1.626 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® X Elite | 3.092 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.993 ms | 0 - 149 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 4.428 ms | 0 - 125 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 4.591 ms | 1 - 4 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.838 ms | 1 - 10 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8650P | 4.284 ms | 0 - 101 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8255P | 4.284 ms | 0 - 101 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® QCS8450 | 4.428 ms | 0 - 125 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 4.129 ms | 3 - 5 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.092 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.594 ms | 0 - 100 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA7255P | 14.392 ms | 1 - 100 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8295P | 4.529 ms | 1 - 84 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.636 ms | 0 - 114 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.783 ms | 0 - 115 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.858 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.542 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.932 ms | 0 - 135 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.657 ms | 0 - 140 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.271 ms | 2 - 4 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.445 ms | 0 - 3 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.374 ms | 0 - 2 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.732 ms | 0 - 112 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.732 ms | 0 - 112 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.732 ms | 0 - 112 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.657 ms | 0 - 140 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.621 ms | 2 - 4 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.542 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.646 ms | 0 - 218 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.686 ms | 0 - 108 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.783 ms | 0 - 115 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.097 ms | 0 - 110 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.005 ms | 0 - 113 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.686 ms | 0 - 108 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.257 ms | 0 - 155 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.577 ms | 0 - 150 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.964 ms | 0 - 193 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 4.441 ms | 0 - 169 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.507 ms | 0 - 58 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.772 ms | 0 - 2 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 | 4.441 ms | 0 - 169 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.1 ms | 0 - 57 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.577 ms | 0 - 150 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA7255P | 14.304 ms | 0 - 147 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8295P | 4.502 ms | 0 - 126 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.591 ms | 0 - 108 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.68 ms | 0 - 99 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.81 ms | 0 - 142 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.476 ms | 0 - 140 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.722 ms | 0 - 30 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.256 ms | 0 - 31 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.116 ms | 0 - 2 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8775P | 1.519 ms | 0 - 104 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8650P | 1.519 ms | 0 - 104 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8255P | 1.519 ms | 0 - 104 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.476 ms | 0 - 140 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.364 ms | 0 - 30 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.014 ms | 0 - 204 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.469 ms | 0 - 95 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.68 ms | 0 - 99 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA7255P | 2.831 ms | 0 - 102 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8295P | 1.817 ms | 0 - 96 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.469 ms | 0 - 95 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.