v0.49.1
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.49.1 for changelog.
README.md
CHANGED
|
@@ -14,7 +14,7 @@ pipeline_tag: other
|
|
| 14 |
CenterNet is a machine learning model for generating a birds eye view represenation from the sensors(cameras) mounted on a vehicle.
|
| 15 |
|
| 16 |
This is based on the implementation of CenterNet-3D found [here](https://github.com/xingyizhou/CenterNet).
|
| 17 |
-
This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/
|
| 18 |
|
| 19 |
Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
|
| 20 |
|
|
@@ -27,52 +27,52 @@ Below are pre-exported model assets ready for deployment.
|
|
| 27 |
|
| 28 |
| Runtime | Precision | Chipset | SDK Versions | Download |
|
| 29 |
|---|---|---|---|---|
|
| 30 |
-
| PRECOMPILED_QNN_ONNX | float | Snapdragon®
|
| 31 |
-
| PRECOMPILED_QNN_ONNX | float | Snapdragon®
|
| 32 |
-
| PRECOMPILED_QNN_ONNX | float | Snapdragon®
|
| 33 |
-
| PRECOMPILED_QNN_ONNX | float |
|
| 34 |
-
| PRECOMPILED_QNN_ONNX | float |
|
| 35 |
-
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite
|
| 36 |
-
| PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.
|
| 37 |
-
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon®
|
| 38 |
-
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon®
|
| 39 |
-
| PRECOMPILED_QNN_ONNX | w8a16 |
|
| 40 |
-
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8
|
| 41 |
-
| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm®
|
| 42 |
-
|
|
| 43 |
-
|
|
| 44 |
-
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen
|
| 45 |
-
| QNN_CONTEXT_BINARY | float |
|
| 46 |
-
| QNN_CONTEXT_BINARY | float |
|
| 47 |
-
| QNN_CONTEXT_BINARY | float | Snapdragon® 8
|
| 48 |
-
| QNN_CONTEXT_BINARY | float |
|
| 49 |
-
| QNN_CONTEXT_BINARY | float | Qualcomm®
|
| 50 |
-
| QNN_CONTEXT_BINARY | float |
|
| 51 |
-
| QNN_CONTEXT_BINARY | float | Qualcomm®
|
| 52 |
-
| QNN_CONTEXT_BINARY | float | Qualcomm®
|
| 53 |
-
| QNN_CONTEXT_BINARY |
|
| 54 |
-
| QNN_CONTEXT_BINARY |
|
| 55 |
-
| QNN_CONTEXT_BINARY | w8a16 |
|
| 56 |
-
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm®
|
| 57 |
-
| QNN_CONTEXT_BINARY | w8a16 |
|
| 58 |
-
| QNN_CONTEXT_BINARY | w8a16 |
|
| 59 |
-
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.
|
| 60 |
-
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.
|
| 61 |
-
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8450 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.
|
| 62 |
|
| 63 |
For more device-specific assets and performance metrics, visit **[CenterNet-3D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/centernet_3d)**.
|
| 64 |
|
| 65 |
|
| 66 |
### Option 2: Export with Custom Configurations
|
| 67 |
|
| 68 |
-
Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/
|
| 69 |
- Custom weights (e.g., fine-tuned checkpoints)
|
| 70 |
- Custom input shapes
|
| 71 |
- Target device and runtime configurations
|
| 72 |
|
| 73 |
This option is ideal if you need to customize the model beyond the default configuration provided here.
|
| 74 |
|
| 75 |
-
See our repository for [CenterNet-3D on GitHub](https://github.com/qualcomm/ai-hub-models/
|
| 76 |
|
| 77 |
## Model Details
|
| 78 |
|
|
@@ -87,40 +87,39 @@ See our repository for [CenterNet-3D on GitHub](https://github.com/qualcomm/ai-h
|
|
| 87 |
## Performance Summary
|
| 88 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 89 |
|---|---|---|---|---|---|---
|
| 90 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Snapdragon®
|
| 91 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Snapdragon®
|
| 92 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Snapdragon®
|
| 93 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float |
|
| 94 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Qualcomm®
|
| 95 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float |
|
| 96 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite
|
| 97 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon®
|
| 98 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon®
|
| 99 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 |
|
| 100 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 |
|
| 101 |
-
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 |
|
| 102 |
-
| CenterNet-3D |
|
| 103 |
-
| CenterNet-3D |
|
| 104 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen
|
| 105 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float |
|
| 106 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float |
|
| 107 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float |
|
| 108 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm®
|
| 109 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm®
|
| 110 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm®
|
| 111 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm®
|
| 112 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float |
|
| 113 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | float |
|
| 114 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY |
|
| 115 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY |
|
| 116 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 |
|
| 117 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) |
|
| 118 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P |
|
| 119 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 |
|
| 120 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8450 (Proxy) |
|
| 121 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm®
|
| 122 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 |
|
| 123 |
-
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2437.434 ms | 3 - 12 MB | NPU
|
| 124 |
|
| 125 |
## License
|
| 126 |
* The license for the original implementation of CenterNet-3D can be found
|
|
|
|
| 14 |
CenterNet is a machine learning model for generating a birds eye view represenation from the sensors(cameras) mounted on a vehicle.
|
| 15 |
|
| 16 |
This is based on the implementation of CenterNet-3D found [here](https://github.com/xingyizhou/CenterNet).
|
| 17 |
+
This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/centernet_3d) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
|
| 18 |
|
| 19 |
Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
|
| 20 |
|
|
|
|
| 27 |
|
| 28 |
| Runtime | Precision | Chipset | SDK Versions | Download |
|
| 29 |
|---|---|---|---|---|
|
| 30 |
+
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5.zip)
|
| 31 |
+
| PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
|
| 32 |
+
| PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
|
| 33 |
+
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
|
| 34 |
+
| PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
|
| 35 |
+
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
|
| 36 |
+
| PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
|
| 37 |
+
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_gen5.zip)
|
| 38 |
+
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x2_elite.zip)
|
| 39 |
+
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x_elite.zip)
|
| 40 |
+
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8gen3.zip)
|
| 41 |
+
| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_qcs8550_proxy.zip)
|
| 42 |
+
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
|
| 43 |
+
| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_qcs9075.zip)
|
| 44 |
+
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5.zip)
|
| 45 |
+
| QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
|
| 46 |
+
| QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
|
| 47 |
+
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
|
| 48 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
|
| 49 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_sa8775p.zip)
|
| 50 |
+
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
|
| 51 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_sa7255p.zip)
|
| 52 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_sa8295p.zip)
|
| 53 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_qcs9075.zip)
|
| 54 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
|
| 55 |
+
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8gen3.zip)
|
| 56 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-w8a16-qualcomm_qcs8550_proxy.zip)
|
| 57 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-w8a16-qualcomm_sa8775p.zip)
|
| 58 |
+
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
|
| 59 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-w8a16-qualcomm_sa8295p.zip)
|
| 60 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-w8a16-qualcomm_qcs9075.zip)
|
| 61 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8450 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.49.1/centernet_3d-qnn_context_binary-w8a16-qualcomm_qcs8450_proxy.zip)
|
| 62 |
|
| 63 |
For more device-specific assets and performance metrics, visit **[CenterNet-3D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/centernet_3d)**.
|
| 64 |
|
| 65 |
|
| 66 |
### Option 2: Export with Custom Configurations
|
| 67 |
|
| 68 |
+
Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/centernet_3d) Python library to compile and export the model with your own:
|
| 69 |
- Custom weights (e.g., fine-tuned checkpoints)
|
| 70 |
- Custom input shapes
|
| 71 |
- Target device and runtime configurations
|
| 72 |
|
| 73 |
This option is ideal if you need to customize the model beyond the default configuration provided here.
|
| 74 |
|
| 75 |
+
See our repository for [CenterNet-3D on GitHub](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/centernet_3d) for usage instructions.
|
| 76 |
|
| 77 |
## Model Details
|
| 78 |
|
|
|
|
| 87 |
## Performance Summary
|
| 88 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 89 |
|---|---|---|---|---|---|---
|
| 90 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 532.391 ms | 8 - 18 MB | NPU
|
| 91 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 561.389 ms | 64 - 64 MB | NPU
|
| 92 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 949.463 ms | 61 - 61 MB | NPU
|
| 93 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 720.417 ms | 8 - 14 MB | NPU
|
| 94 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 965.414 ms | 0 - 76 MB | NPU
|
| 95 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 962.492 ms | 5 - 14 MB | NPU
|
| 96 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 587.924 ms | 3 - 10 MB | NPU
|
| 97 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2727.711 ms | 5 - 15 MB | NPU
|
| 98 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 1958.482 ms | 73 - 73 MB | NPU
|
| 99 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 2706.839 ms | 55 - 55 MB | NPU
|
| 100 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2313.409 ms | 3 - 10 MB | NPU
|
| 101 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 3007.888 ms | 0 - 63 MB | NPU
|
| 102 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 2872.545 ms | 0 - 6 MB | NPU
|
| 103 |
+
| CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2389.083 ms | 1 - 10 MB | NPU
|
| 104 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 529.445 ms | 6 - 15 MB | NPU
|
| 105 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 564.704 ms | 6 - 6 MB | NPU
|
| 106 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 946.933 ms | 6 - 6 MB | NPU
|
| 107 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 719.485 ms | 6 - 14 MB | NPU
|
| 108 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 1465.428 ms | 1 - 10 MB | NPU
|
| 109 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 968.035 ms | 6 - 8 MB | NPU
|
| 110 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 985.247 ms | 0 - 9 MB | NPU
|
| 111 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 962.247 ms | 6 - 15 MB | NPU
|
| 112 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 1017.59 ms | 6 - 16 MB | NPU
|
| 113 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 1465.428 ms | 1 - 10 MB | NPU
|
| 114 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 1052.336 ms | 0 - 5 MB | NPU
|
| 115 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 592.258 ms | 0 - 14 MB | NPU
|
| 116 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2412.146 ms | 3 - 11 MB | NPU
|
| 117 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 3066.669 ms | 3 - 5 MB | NPU
|
| 118 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 2972.674 ms | 1 - 9 MB | NPU
|
| 119 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 2934.023 ms | 3 - 8 MB | NPU
|
| 120 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8450 (Proxy) | 4399.43 ms | 4 - 13 MB | NPU
|
| 121 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8295P | 3507.021 ms | 3 - 8 MB | NPU
|
| 122 |
+
| CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2398.721 ms | 3 - 11 MB | NPU
|
|
|
|
| 123 |
|
| 124 |
## License
|
| 125 |
* The license for the original implementation of CenterNet-3D can be found
|