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v0.59.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

Files changed (2) hide show
  1. README.md +50 -50
  2. release_assets.json +71 -71
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/blob/v0.58.0/src/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
 
@@ -27,39 +27,39 @@ Below are pre-exported model assets ready for deployment.
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
- | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x2_elite.zip)
31
- | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x_elite.zip)
32
- | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8gen3.zip)
33
- | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8gen1.zip)
34
- | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_qcs8550_proxy.zip)
35
- | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
36
- | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
37
- | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_qcs9075.zip)
38
- | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_x2_elite.zip)
39
- | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_x_elite.zip)
40
- | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8gen3.zip)
41
- | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8gen1.zip)
42
- | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_qcs8550_proxy.zip)
43
- | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_sa8775p.zip)
44
- | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
45
- | QNN_CONTEXT_BINARY | w8a16 | 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_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
46
- | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_sa7255p.zip)
47
- | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8295P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_sa8295p.zip)
48
- | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.58.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_qcs9075.zip)
49
 
50
  For more device-specific assets and performance metrics, visit **[CenterNet-3D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/centernet_3d)**.
51
 
52
 
53
  ### Option 2: Export with Custom Configurations
54
 
55
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/centernet_3d) Python library to compile and export the model with your own:
56
  - Custom weights (e.g., fine-tuned checkpoints)
57
  - Custom input shapes
58
  - Target device and runtime configurations
59
 
60
  This option is ideal if you need to customize the model beyond the default configuration provided here.
61
 
62
- See our repository for [CenterNet-3D on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/centernet_3d) for usage instructions.
63
 
64
  ## Model Details
65
 
@@ -74,34 +74,34 @@ See our repository for [CenterNet-3D on GitHub](https://github.com/qualcomm/ai-h
74
  ## Performance Summary
75
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
76
  |---|---|---|---|---|---|---
77
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 1994.09 ms | 5 - 5 MB | NPU
78
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 2669.125 ms | 57 - 57 MB | NPU
79
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2315.418 ms | 3 - 10 MB | NPU
80
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4486.632 ms | 3 - 17 MB | NPU
81
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3004.087 ms | 1 - 63 MB | NPU
82
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8450 | 4486.632 ms | 3 - 17 MB | NPU
83
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 2864.098 ms | 0 - 6 MB | NPU
84
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2740.746 ms | 1 - 11 MB | NPU
85
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2373.654 ms | 3 - 14 MB | NPU
86
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2373.654 ms | 3 - 14 MB | NPU
87
- | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 2669.125 ms | 57 - 57 MB | NPU
88
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 2007.437 ms | 3 - 3 MB | NPU
89
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 2669.271 ms | 3 - 3 MB | NPU
90
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2303.743 ms | 3 - 12 MB | NPU
91
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4487.953 ms | 3 - 12 MB | NPU
92
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 | 3853.253 ms | 3 - 11 MB | NPU
93
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3006.11 ms | 4 - 5 MB | NPU
94
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 2901.299 ms | 1 - 10 MB | NPU
95
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8650P | 2901.299 ms | 1 - 10 MB | NPU
96
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8255P | 2901.299 ms | 1 - 10 MB | NPU
97
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8450 | 4487.953 ms | 3 - 12 MB | NPU
98
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 2863.678 ms | 3 - 8 MB | NPU
99
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2743.291 ms | 3 - 12 MB | NPU
100
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 3853.253 ms | 3 - 11 MB | NPU
101
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 2352.743 ms | 3 - 13 MB | NPU
102
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8295P | 3467.122 ms | 1 - 6 MB | NPU
103
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2352.743 ms | 3 - 13 MB | NPU
104
- | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 2669.271 ms | 3 - 3 MB | NPU
105
 
106
  ## License
107
  * 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/blob/v0.59.0/src/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 | w8a16 | 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_3d/releases/v0.59.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x2_elite.zip)
31
+ | PRECOMPILED_QNN_ONNX | w8a16 | 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_3d/releases/v0.59.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x_elite.zip)
32
+ | PRECOMPILED_QNN_ONNX | w8a16 | 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_3d/releases/v0.59.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8gen3.zip)
33
+ | PRECOMPILED_QNN_ONNX | w8a16 | 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_3d/releases/v0.59.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8gen1.zip)
34
+ | PRECOMPILED_QNN_ONNX | w8a16 | 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_3d/releases/v0.59.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_qcs8550_proxy.zip)
35
+ | PRECOMPILED_QNN_ONNX | w8a16 | 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_3d/releases/v0.59.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_qcs9075.zip)
36
+ | PRECOMPILED_QNN_ONNX | w8a16 | 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_3d/releases/v0.59.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
37
+ | PRECOMPILED_QNN_ONNX | w8a16 | 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_3d/releases/v0.59.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
38
+ | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_x2_elite.zip)
39
+ | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_x_elite.zip)
40
+ | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8gen3.zip)
41
+ | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8gen1.zip)
42
+ | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_qcs8550_proxy.zip)
43
+ | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_sa8775p.zip)
44
+ | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_qcs9075.zip)
45
+ | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_sa7255p.zip)
46
+ | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8295P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_sa8295p.zip)
47
+ | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
48
+ | QNN_CONTEXT_BINARY | w8a16 | 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_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
49
 
50
  For more device-specific assets and performance metrics, visit **[CenterNet-3D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/centernet_3d)**.
51
 
52
 
53
  ### Option 2: Export with Custom Configurations
54
 
55
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/centernet_3d) Python library to compile and export the model with your own:
56
  - Custom weights (e.g., fine-tuned checkpoints)
57
  - Custom input shapes
58
  - Target device and runtime configurations
59
 
60
  This option is ideal if you need to customize the model beyond the default configuration provided here.
61
 
62
+ See our repository for [CenterNet-3D on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/centernet_3d) for usage instructions.
63
 
64
  ## Model Details
65
 
 
74
  ## Performance Summary
75
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
76
  |---|---|---|---|---|---|---
77
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 2001.902 ms | 5 - 5 MB | NPU
78
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 2681.5 ms | 57 - 57 MB | NPU
79
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2376.278 ms | 4 - 16 MB | NPU
80
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4469.878 ms | 3 - 17 MB | NPU
81
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3016.311 ms | 1 - 63 MB | NPU
82
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8450 | 4469.878 ms | 3 - 17 MB | NPU
83
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 2863.674 ms | 0 - 6 MB | NPU
84
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 2681.5 ms | 57 - 57 MB | NPU
85
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2388.767 ms | 3 - 14 MB | NPU
86
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2388.767 ms | 3 - 14 MB | NPU
87
+ | CenterNet-3D | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2742.523 ms | 1 - 11 MB | NPU
88
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 1999.504 ms | 3 - 3 MB | NPU
89
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 2724.356 ms | 3 - 3 MB | NPU
90
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2367.036 ms | 3 - 12 MB | NPU
91
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4469.269 ms | 3 - 12 MB | NPU
92
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 3849.673 ms | 1 - 10 MB | NPU
93
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3004.329 ms | 4 - 5 MB | NPU
94
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 2901.894 ms | 2 - 10 MB | NPU
95
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8650P | 2901.894 ms | 2 - 10 MB | NPU
96
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8255P | 2901.894 ms | 2 - 10 MB | NPU
97
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8450 | 4469.269 ms | 3 - 12 MB | NPU
98
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 2863.035 ms | 3 - 8 MB | NPU
99
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 2724.356 ms | 3 - 3 MB | NPU
100
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2346.026 ms | 1 - 10 MB | NPU
101
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 3849.673 ms | 1 - 10 MB | NPU
102
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8295P | 3466.707 ms | 4 - 9 MB | NPU
103
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 2346.026 ms | 1 - 10 MB | NPU
104
+ | CenterNet-3D | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2740.049 ms | 0 - 9 MB | NPU
105
 
106
  ## License
107
  * The license for the original implementation of CenterNet-3D can be found
release_assets.json CHANGED
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x2_elite.zip"
142
+ },
143
+ "qnn_context_binary": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
146
  },
147
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_3d/releases/v0.59.0/centernet_3d-qnn_context_binary-w8a16-qualcomm_snapdragon_x2_elite.zip"
148
  }
149
  }
150
  }