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CenterNet-2D

Object Detection
PyTorch
android
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v0.63.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (2) hide show
  1. README.md +49 -51
  2. release_assets.json +43 -43
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: object-detection
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  CenterNet-2D is machine learning model that detects objects by finding their center points.
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16
  This is based on the implementation of CenterNet-2D found [here](https://github.com/xingyizhou/CenterNet).
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- 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/blob/v0.62.2/src/qai_hub_models/models/centernet_2d) 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.
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@@ -27,41 +27,41 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen1.zip)
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- | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8275.zip)
35
- | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
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- | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen1.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_qcs8275.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_sa8775p.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_qcs9075.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_sa7255p.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_sa8295p.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.62.2/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
51
 
52
  For more device-specific assets and performance metrics, visit **[CenterNet-2D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/centernet_2d)**.
53
 
54
 
55
  ### Option 2: Export with Custom Configurations
56
 
57
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/centernet_2d) Python library to compile and export the model with your own:
58
  - Custom weights (e.g., fine-tuned checkpoints)
59
  - Custom input shapes
60
  - Target device and runtime configurations
61
 
62
  This option is ideal if you need to customize the model beyond the default configuration provided here.
63
 
64
- See our repository for [CenterNet-2D on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/centernet_2d) for usage instructions.
65
 
66
  ## Model Details
67
 
@@ -76,35 +76,33 @@ See our repository for [CenterNet-2D on GitHub](https://github.com/qualcomm/ai-h
76
  ## Performance Summary
77
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
78
  |---|---|---|---|---|---|---
79
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 159.352 ms | 36 - 36 MB | NPU
80
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 295.289 ms | 52 - 52 MB | NPU
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- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 196.784 ms | 18 - 24 MB | NPU
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- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | 411.124 ms | 15 - 29 MB | NPU
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- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 248.693 ms | 6 - 13 MB | NPU
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- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 305.575 ms | 0 - 54 MB | NPU
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- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8450 | 411.124 ms | 15 - 29 MB | NPU
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- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 278.479 ms | 8 - 14 MB | NPU
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- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 295.289 ms | 52 - 52 MB | NPU
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- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 173.164 ms | 12 - 23 MB | NPU
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- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 173.164 ms | 12 - 23 MB | NPU
90
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 166.345 ms | 16 - 23 MB | NPU
91
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 160.141 ms | 3 - 3 MB | NPU
92
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 293.652 ms | 3 - 3 MB | NPU
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- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 196.257 ms | 3 - 11 MB | NPU
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- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | 419.893 ms | 3 - 13 MB | NPU
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- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 248.847 ms | 3 - 14 MB | NPU
96
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 297.992 ms | 3 - 5 MB | NPU
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- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 279.954 ms | 1 - 10 MB | NPU
 
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  | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 279.954 ms | 1 - 10 MB | NPU
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  | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 279.954 ms | 1 - 10 MB | NPU
100
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 | 419.893 ms | 3 - 13 MB | NPU
101
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 277.677 ms | 3 - 13 MB | NPU
102
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 293.652 ms | 3 - 3 MB | NPU
103
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 173.153 ms | 0 - 15 MB | NPU
104
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 477.316 ms | 0 - 10 MB | NPU
105
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 355.308 ms | 0 - 6 MB | NPU
106
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 173.153 ms | 0 - 15 MB | NPU
107
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 165.649 ms | 3 - 11 MB | NPU
108
 
109
  ## License
110
  * The license for the original implementation of CenterNet-2D can be found
 
14
  CenterNet-2D is machine learning model that detects objects by finding their center points.
15
 
16
  This is based on the implementation of CenterNet-2D 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/blob/v0.63.0/src/qai_hub_models/models/centernet_2d) 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 For Galaxy Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
31
+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
34
+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen1.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8275.zip)
37
+ | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
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+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
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+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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+ | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
42
+ | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
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+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
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+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen1.zip)
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+ | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8275.zip)
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+ | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
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+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8775p.zip)
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+ | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs9075.zip)
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+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_sa7255p.zip)
50
+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.63.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8295p.zip)
51
 
52
  For more device-specific assets and performance metrics, visit **[CenterNet-2D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/centernet_2d)**.
53
 
54
 
55
  ### Option 2: Export with Custom Configurations
56
 
57
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/centernet_2d) Python library to compile and export the model with your own:
58
  - Custom weights (e.g., fine-tuned checkpoints)
59
  - Custom input shapes
60
  - Target device and runtime configurations
61
 
62
  This option is ideal if you need to customize the model beyond the default configuration provided here.
63
 
64
+ See our repository for [CenterNet-2D on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/centernet_2d) for usage instructions.
65
 
66
  ## Model Details
67
 
 
76
  ## Performance Summary
77
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
78
  |---|---|---|---|---|---|---
79
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 160.404 ms | 16 - 23 MB | NPU
80
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 191.608 ms | 14 - 22 MB | NPU
81
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 139.635 ms | 20 - 20 MB | NPU
82
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 273.696 ms | 52 - 52 MB | NPU
83
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 193.941 ms | 15 - 23 MB | NPU
84
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | 277.273 ms | 14 - 29 MB | NPU
85
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 241.479 ms | 6 - 13 MB | NPU
86
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 286.0 ms | 0 - 54 MB | NPU
87
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8450 | 277.273 ms | 14 - 29 MB | NPU
88
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 268.814 ms | 7 - 13 MB | NPU
89
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 273.696 ms | 52 - 52 MB | NPU
90
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 191.608 ms | 14 - 22 MB | NPU
91
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 160.916 ms | 3 - 11 MB | NPU
92
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 187.111 ms | 3 - 15 MB | NPU
93
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 140.314 ms | 3 - 3 MB | NPU
94
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 273.738 ms | 3 - 3 MB | NPU
95
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 194.047 ms | 3 - 11 MB | NPU
96
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | 278.933 ms | 4 - 14 MB | NPU
97
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 241.267 ms | 3 - 14 MB | NPU
98
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 278.308 ms | 3 - 6 MB | NPU
99
  | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 279.954 ms | 1 - 10 MB | NPU
100
  | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 279.954 ms | 1 - 10 MB | NPU
101
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 | 278.933 ms | 4 - 14 MB | NPU
102
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 268.604 ms | 3 - 13 MB | NPU
103
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 273.738 ms | 3 - 3 MB | NPU
104
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 187.111 ms | 3 - 15 MB | NPU
105
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 300.37 ms | 0 - 5 MB | NPU
 
 
 
106
 
107
  ## License
108
  * The license for the original implementation of CenterNet-2D can be found
release_assets.json CHANGED
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