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CenterNet-2D

Object Detection
PyTorch
android
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v0.61.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.61.0 for changelog.

Files changed (2) hide show
  1. README.md +55 -53
  2. release_assets.json +24 -23
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: other
4
  tags:
5
  - android
6
  pipeline_tag: object-detection
@@ -14,7 +14,7 @@ pipeline_tag: object-detection
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/v0.60.0/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
 
@@ -27,41 +27,41 @@ Below are pre-exported model assets ready for deployment.
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
- | 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/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
31
- | 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/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
32
- | 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/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
33
- | 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/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen1.zip)
34
- | PRECOMPILED_QNN_ONNX | 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/v0.60.0/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/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
36
- | 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/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
37
- | 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/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
38
- | 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/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
39
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
40
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
41
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
42
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen1.zip)
43
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8275.zip)
44
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
45
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8775p.zip)
46
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs9075.zip)
47
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_sa7255p.zip)
48
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8295p.zip)
49
- | 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/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
50
- | 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/v0.60.0/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/v0.60.0/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/v0.60.0/src/qai_hub_models/models/centernet_2d) for usage instructions.
65
 
66
  ## Model Details
67
 
@@ -76,34 +76,36 @@ 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 | 160.876 ms | 36 - 36 MB | NPU
80
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 293.258 ms | 51 - 51 MB | NPU
81
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 198.466 ms | 17 - 24 MB | NPU
82
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | 427.756 ms | 13 - 21 MB | NPU
83
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 305.308 ms | 1 - 54 MB | NPU
84
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8450 | 427.756 ms | 13 - 21 MB | NPU
85
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 277.744 ms | 8 - 13 MB | NPU
86
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 293.258 ms | 51 - 51 MB | NPU
87
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 172.484 ms | 13 - 19 MB | NPU
88
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 172.484 ms | 13 - 19 MB | NPU
89
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 165.84 ms | 16 - 23 MB | NPU
90
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 161.253 ms | 3 - 3 MB | NPU
91
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 295.769 ms | 3 - 3 MB | NPU
92
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 198.566 ms | 4 - 10 MB | NPU
93
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | 417.791 ms | 3 - 17 MB | NPU
94
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 477.367 ms | 0 - 10 MB | NPU
95
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 302.824 ms | 4 - 6 MB | NPU
96
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 280.17 ms | 0 - 10 MB | NPU
97
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 280.17 ms | 0 - 10 MB | NPU
98
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 280.17 ms | 0 - 10 MB | NPU
99
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 | 417.791 ms | 3 - 17 MB | NPU
100
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 277.85 ms | 5 - 15 MB | NPU
101
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 295.769 ms | 3 - 3 MB | NPU
102
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 172.39 ms | 1 - 9 MB | NPU
103
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 477.367 ms | 0 - 10 MB | NPU
104
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 355.233 ms | 0 - 6 MB | NPU
105
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 172.39 ms | 1 - 9 MB | NPU
106
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 165.665 ms | 2 - 11 MB | NPU
 
 
107
 
108
  ## License
109
  * The license for the original implementation of CenterNet-2D can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: mit
4
  tags:
5
  - android
6
  pipeline_tag: object-detection
 
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/v0.61.0/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® 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/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
31
+ | 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/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
32
+ | 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/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
33
+ | 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/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen1.zip)
34
+ | 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/v0.61.0/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/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
36
+ | 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/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
37
+ | 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/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
38
+ | 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/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
39
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
40
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
41
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
42
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen1.zip)
43
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8275.zip)
44
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
45
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8775p.zip)
46
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs9075.zip)
47
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_sa7255p.zip)
48
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8295p.zip)
49
+ | 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/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
50
+ | 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/v0.61.0/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/v0.61.0/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/v0.61.0/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® X2 Elite | 159.422 ms | 36 - 36 MB | NPU
80
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 294.109 ms | 52 - 52 MB | NPU
81
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 198.517 ms | 17 - 29 MB | NPU
82
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | 414.287 ms | 15 - 29 MB | NPU
83
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 248.494 ms | 6 - 13 MB | NPU
84
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 306.427 ms | 0 - 54 MB | NPU
85
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8450 | 414.287 ms | 15 - 29 MB | NPU
86
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 359.54 ms | 9 - 15 MB | NPU
87
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 294.109 ms | 52 - 52 MB | NPU
88
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 172.956 ms | 17 - 28 MB | NPU
89
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 172.956 ms | 17 - 28 MB | NPU
90
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 165.724 ms | 17 - 24 MB | NPU
91
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 159.748 ms | 3 - 3 MB | NPU
92
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 295.508 ms | 3 - 3 MB | NPU
93
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 196.692 ms | 3 - 11 MB | NPU
94
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | 424.717 ms | 3 - 18 MB | NPU
95
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 248.506 ms | 3 - 14 MB | NPU
96
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 477.147 ms | 1 - 10 MB | NPU
97
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 302.51 ms | 4 - 5 MB | NPU
98
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 280.414 ms | 1 - 10 MB | NPU
99
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 280.414 ms | 1 - 10 MB | NPU
100
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 280.414 ms | 1 - 10 MB | NPU
101
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 | 424.717 ms | 3 - 18 MB | NPU
102
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 277.702 ms | 3 - 13 MB | NPU
103
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 295.508 ms | 3 - 3 MB | NPU
104
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 172.672 ms | 1 - 10 MB | NPU
105
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 477.147 ms | 1 - 10 MB | NPU
106
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 355.434 ms | 0 - 6 MB | NPU
107
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 172.672 ms | 1 - 10 MB | NPU
108
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 165.72 ms | 0 - 9 MB | NPU
109
 
110
  ## License
111
  * The license for the original implementation of CenterNet-2D can be found
release_assets.json CHANGED
@@ -1,20 +1,21 @@
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8275.zip"
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  },
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  "qnn_context_binary": {
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18
  }
19
  },
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  "qualcomm-qcs8550-proxy": {
@@ -23,13 +24,13 @@
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  "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.27.1"
25
  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip"
27
  },
28
  "qnn_context_binary": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip"
33
  }
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  },
35
  "qualcomm-qcs9075": {
@@ -38,13 +39,13 @@
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  "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.27.1"
40
  },
41
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip"
42
  },
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  "qnn_context_binary": {
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs9075.zip"
48
  }
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  "qualcomm-sa7255p": {
@@ -52,7 +53,7 @@
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_sa7255p.zip"
56
  }
57
  },
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  "qualcomm-sa8295p": {
@@ -60,7 +61,7 @@
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8295p.zip"
64
  }
65
  },
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  "qualcomm-sa8775p": {
@@ -68,7 +69,7 @@
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8775p.zip"
72
  }
73
  },
74
  "qualcomm-snapdragon-8-elite-for-galaxy": {
@@ -77,13 +78,13 @@
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  "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.27.1"
79
  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip"
81
  },
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  "qnn_context_binary": {
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip"
87
  }
88
  },
89
  "qualcomm-snapdragon-8-elite-gen5-for-galaxy": {
@@ -92,13 +93,13 @@
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  "qairt": "2.45.0.260326154327",
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip"
96
  },
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  "qnn_context_binary": {
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip"
102
  }
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  "qualcomm-snapdragon-8gen1": {
@@ -107,13 +108,13 @@
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117
  }
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  },
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  "qualcomm-snapdragon-8gen3": {
@@ -122,13 +123,13 @@
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip"
132
  }
133
  },
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  "qualcomm-snapdragon-x-elite": {
@@ -137,13 +138,13 @@
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip"
141
  },
142
  "qnn_context_binary": {
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip"
147
  }
148
  },
149
  "qualcomm-snapdragon-x2-elite": {
@@ -152,13 +153,13 @@
152
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip"
156
  },
157
  "qnn_context_binary": {
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.60.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip"
162
  }
163
  }
164
  }
 
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  }
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34
  }
35
  },
36
  "qualcomm-qcs9075": {
 
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs9075.zip"
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  }
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_sa7255p.zip"
57
  }
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  }
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88
  }
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103
  }
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  "qualcomm-snapdragon-8gen1": {
 
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen1.zip"
118
  }
119
  },
120
  "qualcomm-snapdragon-8gen3": {
 
123
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124
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125
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip"
127
  },
128
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip"
133
  }
134
  },
135
  "qualcomm-snapdragon-x-elite": {
 
138
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139
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140
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141
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip"
142
  },
143
  "qnn_context_binary": {
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  "tool_versions": {
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip"
148
  }
149
  },
150
  "qualcomm-snapdragon-x2-elite": {
 
153
  "qairt": "2.45.0.260326154327",
154
  "onnx_runtime": "1.27.1"
155
  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip"
157
  },
158
  "qnn_context_binary": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.61.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip"
163
  }
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165
  }