InternImage: Optimized for Qualcomm Devices
InternImage employs DCNv3 as its core operator to equips the model with dynamic and effective receptive fields required for downstream tasks like object detection and segmentation, while enabling adaptive spatial aggregation.
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 |
|---|---|---|---|---|
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X2 Elite | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X Elite | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | Download |
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X2 Elite | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X Elite | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS6490 | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8775P | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-6690 | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA7255P | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8295P | QAIRT 2.50 | Download |
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.50 | Download |
For more device-specific assets and performance metrics, visit InternImage 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 InternImage on GitHub for usage instructions.
Model Details
Model Type: Model_use_case.image_classification
Model Stats:
- Input resolution: 1x3x224x224
- Model checkpoint: internimage_t_1k_224
- Model size (float): 117 MB
- Number of parameters: 30.6M
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 23.389 ms | 1 - 8 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.543 ms | 1 - 12 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 23.292 ms | 2 - 2 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 50.692 ms | 70 - 70 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 34.271 ms | 1 - 8 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | 64.08 ms | 1 - 15 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 46.299 ms | 0 - 5 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 48.433 ms | 0 - 81 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8450 | 64.08 ms | 1 - 15 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 50.909 ms | 0 - 4 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 50.692 ms | 70 - 70 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 26.543 ms | 1 - 12 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 13.843 ms | 0 - 7 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 18.013 ms | 0 - 11 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X2 Elite | 14.115 ms | 1 - 1 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X Elite | 38.423 ms | 40 - 40 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 25.627 ms | 0 - 8 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 39.991 ms | 0 - 15 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 70.282 ms | 0 - 3 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 33.407 ms | 0 - 4 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 36.367 ms | 0 - 41 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® QCS8450 | 39.991 ms | 0 - 15 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 37.064 ms | 0 - 3 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 38.423 ms | 40 - 40 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 111.692 ms | 2 - 9 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 36.5 ms | 0 - 6 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 18.013 ms | 0 - 11 MB | NPU |
| InternImage | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 36.5 ms | 0 - 6 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 23.377 ms | 1 - 8 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.539 ms | 1 - 13 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 23.544 ms | 1 - 1 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 50.828 ms | 1 - 1 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 34.092 ms | 1 - 8 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | 63.953 ms | 0 - 10 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 46.52 ms | 1 - 4 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 48.265 ms | 1 - 2 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 51.171 ms | 1 - 10 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 51.171 ms | 1 - 10 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 | 63.953 ms | 0 - 10 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 50.907 ms | 1 - 3 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 50.828 ms | 1 - 1 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 26.539 ms | 1 - 13 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 55.242 ms | 0 - 5 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 13.765 ms | 0 - 8 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 17.99 ms | 0 - 12 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X2 Elite | 14.446 ms | 1 - 1 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X Elite | 38.5 ms | 1 - 1 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 3 Mobile | 25.245 ms | 1 - 8 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 1 Mobile | 39.756 ms | 0 - 10 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 70.277 ms | 0 - 3 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 33.351 ms | 0 - 3 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 36.493 ms | 1 - 2 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8650P | 44.467 ms | 0 - 10 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8255P | 44.467 ms | 0 - 10 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® QCS8450 | 39.756 ms | 0 - 10 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 37.024 ms | 0 - 3 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 38.5 ms | 1 - 1 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 111.542 ms | 0 - 7 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 36.307 ms | 0 - 7 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 17.99 ms | 0 - 12 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8295P | 39.82 ms | 0 - 5 MB | NPU |
| InternImage | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 7 Gen 4 Mobile | 36.307 ms | 0 - 7 MB | NPU |
License
- The license for the original implementation of InternImage can be found here.
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.