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HRNetPose

Keypoint Detection
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v0.48.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.48.0 for changelog.

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  1. README.md +103 -103
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: keypoint-detection
15
  HRNet performs pose estimation in high-resolution representations.
16
 
17
  This is based on the implementation of HRNetPose found [here](https://github.com/leoxiaobin/deep-high-resolution-net.pytorch).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/hrnet_pose) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  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.
21
 
@@ -28,28 +28,28 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.47.0/hrnet_pose-onnx-float.zip)
32
- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.47.0/hrnet_pose-onnx-w8a16.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.47.0/hrnet_pose-onnx-w8a8.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.47.0/hrnet_pose-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.47.0/hrnet_pose-qnn_dlc-w8a16.zip)
36
- | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.47.0/hrnet_pose-qnn_dlc-w8a8.zip)
37
- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.47.0/hrnet_pose-tflite-float.zip)
38
- | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.47.0/hrnet_pose-tflite-w8a8.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[HRNetPose on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/hrnet_pose)**.
41
 
42
 
43
  ### Option 2: Export with Custom Configurations
44
 
45
- Use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/hrnet_pose) Python library to compile and export the model with your own:
46
  - Custom weights (e.g., fine-tuned checkpoints)
47
  - Custom input shapes
48
  - Target device and runtime configurations
49
 
50
  This option is ideal if you need to customize the model beyond the default configuration provided here.
51
 
52
- See our repository for [HRNetPose on GitHub](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/hrnet_pose) for usage instructions.
53
 
54
  ## Model Details
55
 
@@ -65,98 +65,98 @@ See our repository for [HRNetPose on GitHub](https://github.com/quic/ai-hub-mode
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
- | HRNetPose | ONNX | float | Snapdragon® X Elite | 2.622 ms | 55 - 55 MB | NPU
69
- | HRNetPose | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.864 ms | 0 - 140 MB | NPU
70
- | HRNetPose | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.423 ms | 0 - 58 MB | NPU
71
- | HRNetPose | ONNX | float | Qualcomm® QCS9075 | 3.899 ms | 0 - 4 MB | NPU
72
- | HRNetPose | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.498 ms | 0 - 93 MB | NPU
73
- | HRNetPose | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.217 ms | 1 - 92 MB | NPU
74
- | HRNetPose | ONNX | float | Snapdragon® X2 Elite | 1.326 ms | 55 - 55 MB | NPU
75
- | HRNetPose | ONNX | w8a16 | Snapdragon® X Elite | 1.974 ms | 28 - 28 MB | NPU
76
- | HRNetPose | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.285 ms | 0 - 199 MB | NPU
77
- | HRNetPose | ONNX | w8a16 | Qualcomm® QCS6490 | 491.348 ms | 29 - 34 MB | CPU
78
- | HRNetPose | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.728 ms | 0 - 37 MB | NPU
79
- | HRNetPose | ONNX | w8a16 | Qualcomm® QCS9075 | 1.991 ms | 0 - 3 MB | NPU
80
- | HRNetPose | ONNX | w8a16 | Qualcomm® QCM6690 | 222.666 ms | 31 - 49 MB | CPU
81
- | HRNetPose | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.974 ms | 0 - 131 MB | NPU
82
- | HRNetPose | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 214.852 ms | 25 - 40 MB | CPU
83
- | HRNetPose | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.78 ms | 0 - 129 MB | NPU
84
- | HRNetPose | ONNX | w8a16 | Snapdragon® X2 Elite | 1.013 ms | 28 - 28 MB | NPU
85
- | HRNetPose | ONNX | w8a8 | Snapdragon® X Elite | 1.654 ms | 28 - 28 MB | NPU
86
- | HRNetPose | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.049 ms | 0 - 187 MB | NPU
87
- | HRNetPose | ONNX | w8a8 | Qualcomm® QCS6490 | 89.855 ms | 9 - 68 MB | CPU
88
- | HRNetPose | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.462 ms | 0 - 34 MB | NPU
89
- | HRNetPose | ONNX | w8a8 | Qualcomm® QCS9075 | 1.547 ms | 0 - 3 MB | NPU
90
- | HRNetPose | ONNX | w8a8 | Qualcomm® QCM6690 | 60.68 ms | 9 - 34 MB | CPU
91
- | HRNetPose | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.912 ms | 0 - 122 MB | NPU
92
- | HRNetPose | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 58.636 ms | 9 - 30 MB | CPU
93
- | HRNetPose | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.802 ms | 0 - 122 MB | NPU
94
- | HRNetPose | ONNX | w8a8 | Snapdragon® X2 Elite | 0.764 ms | 30 - 30 MB | NPU
95
- | HRNetPose | QNN_DLC | float | Snapdragon® X Elite | 2.951 ms | 1 - 1 MB | NPU
96
- | HRNetPose | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.963 ms | 0 - 118 MB | NPU
97
- | HRNetPose | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 14.164 ms | 1 - 75 MB | NPU
98
- | HRNetPose | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.723 ms | 1 - 9 MB | NPU
99
- | HRNetPose | QNN_DLC | float | Qualcomm® SA8775P | 18.617 ms | 1 - 75 MB | NPU
100
- | HRNetPose | QNN_DLC | float | Qualcomm® QCS9075 | 4.138 ms | 3 - 5 MB | NPU
101
- | HRNetPose | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 5.02 ms | 0 - 106 MB | NPU
102
- | HRNetPose | QNN_DLC | float | Qualcomm® SA7255P | 14.164 ms | 1 - 75 MB | NPU
103
- | HRNetPose | QNN_DLC | float | Qualcomm® SA8295P | 4.57 ms | 1 - 67 MB | NPU
104
- | HRNetPose | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.549 ms | 1 - 75 MB | NPU
105
- | HRNetPose | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.237 ms | 1 - 78 MB | NPU
106
- | HRNetPose | QNN_DLC | float | Snapdragon® X2 Elite | 1.616 ms | 1 - 1 MB | NPU
107
- | HRNetPose | QNN_DLC | w8a16 | Snapdragon® X Elite | 2.142 ms | 0 - 0 MB | NPU
108
- | HRNetPose | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.385 ms | 0 - 150 MB | NPU
109
- | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.713 ms | 2 - 4 MB | NPU
110
- | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 5.184 ms | 0 - 98 MB | NPU
111
- | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.893 ms | 0 - 103 MB | NPU
112
- | HRNetPose | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.288 ms | 0 - 101 MB | NPU
113
- | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.215 ms | 0 - 2 MB | NPU
114
- | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 19.483 ms | 0 - 217 MB | NPU
115
- | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 2.606 ms | 0 - 152 MB | NPU
116
- | HRNetPose | QNN_DLC | w8a16 | Qualcomm® SA7255P | 5.184 ms | 0 - 98 MB | NPU
117
- | HRNetPose | QNN_DLC | w8a16 | Qualcomm® SA8295P | 3.145 ms | 0 - 96 MB | NPU
118
- | HRNetPose | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.012 ms | 0 - 100 MB | NPU
119
- | HRNetPose | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 2.544 ms | 0 - 99 MB | NPU
120
- | HRNetPose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.792 ms | 0 - 100 MB | NPU
121
- | HRNetPose | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.292 ms | 0 - 0 MB | NPU
122
- | HRNetPose | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.274 ms | 0 - 0 MB | NPU
123
- | HRNetPose | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.826 ms | 0 - 133 MB | NPU
124
- | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 3.733 ms | 0 - 2 MB | NPU
125
- | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.852 ms | 0 - 88 MB | NPU
126
- | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.142 ms | 0 - 2 MB | NPU
127
- | HRNetPose | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.51 ms | 0 - 90 MB | NPU
128
- | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 1.321 ms | 2 - 4 MB | NPU
129
- | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 10.309 ms | 0 - 211 MB | NPU
130
- | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.685 ms | 0 - 135 MB | NPU
131
- | HRNetPose | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.852 ms | 0 - 88 MB | NPU
132
- | HRNetPose | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.976 ms | 0 - 87 MB | NPU
133
- | HRNetPose | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.652 ms | 0 - 92 MB | NPU
134
- | HRNetPose | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.517 ms | 0 - 88 MB | NPU
135
- | HRNetPose | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.567 ms | 0 - 93 MB | NPU
136
- | HRNetPose | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.737 ms | 0 - 0 MB | NPU
137
- | HRNetPose | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.974 ms | 0 - 186 MB | NPU
138
- | HRNetPose | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 14.187 ms | 0 - 115 MB | NPU
139
- | HRNetPose | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.721 ms | 0 - 3 MB | NPU
140
- | HRNetPose | TFLITE | float | Qualcomm® SA8775P | 4.346 ms | 0 - 116 MB | NPU
141
- | HRNetPose | TFLITE | float | Qualcomm® QCS9075 | 4.167 ms | 0 - 58 MB | NPU
142
- | HRNetPose | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.031 ms | 0 - 178 MB | NPU
143
- | HRNetPose | TFLITE | float | Qualcomm® SA7255P | 14.187 ms | 0 - 115 MB | NPU
144
- | HRNetPose | TFLITE | float | Qualcomm® SA8295P | 4.602 ms | 0 - 106 MB | NPU
145
- | HRNetPose | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.556 ms | 0 - 117 MB | NPU
146
- | HRNetPose | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.286 ms | 0 - 118 MB | NPU
147
- | HRNetPose | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.725 ms | 0 - 142 MB | NPU
148
- | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS6490 | 3.422 ms | 0 - 30 MB | NPU
149
- | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.585 ms | 0 - 86 MB | NPU
150
- | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.943 ms | 0 - 2 MB | NPU
151
- | HRNetPose | TFLITE | w8a8 | Qualcomm® SA8775P | 4.696 ms | 0 - 87 MB | NPU
152
- | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.115 ms | 0 - 30 MB | NPU
153
- | HRNetPose | TFLITE | w8a8 | Qualcomm® QCM6690 | 9.613 ms | 0 - 207 MB | NPU
154
- | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.479 ms | 0 - 144 MB | NPU
155
- | HRNetPose | TFLITE | w8a8 | Qualcomm® SA7255P | 2.585 ms | 0 - 86 MB | NPU
156
- | HRNetPose | TFLITE | w8a8 | Qualcomm® SA8295P | 1.796 ms | 0 - 85 MB | NPU
157
- | HRNetPose | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.612 ms | 0 - 90 MB | NPU
158
- | HRNetPose | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.355 ms | 0 - 85 MB | NPU
159
- | HRNetPose | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.516 ms | 0 - 90 MB | NPU
160
 
161
  ## License
162
  * The license for the original implementation of HRNetPose can be found
 
15
  HRNet performs pose estimation in high-resolution representations.
16
 
17
  This is based on the implementation of HRNetPose found [here](https://github.com/leoxiaobin/deep-high-resolution-net.pytorch).
18
+ 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/main/qai_hub_models/models/hrnet_pose) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  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.
21
 
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.48.0/hrnet_pose-onnx-float.zip)
32
+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.48.0/hrnet_pose-onnx-w8a16.zip)
33
+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.48.0/hrnet_pose-onnx-w8a8.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.48.0/hrnet_pose-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.48.0/hrnet_pose-qnn_dlc-w8a16.zip)
36
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.48.0/hrnet_pose-qnn_dlc-w8a8.zip)
37
+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.48.0/hrnet_pose-tflite-float.zip)
38
+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/hrnet_pose/releases/v0.48.0/hrnet_pose-tflite-w8a8.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[HRNetPose on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/hrnet_pose)**.
41
 
42
 
43
  ### Option 2: Export with Custom Configurations
44
 
45
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/hrnet_pose) Python library to compile and export the model with your own:
46
  - Custom weights (e.g., fine-tuned checkpoints)
47
  - Custom input shapes
48
  - Target device and runtime configurations
49
 
50
  This option is ideal if you need to customize the model beyond the default configuration provided here.
51
 
52
+ See our repository for [HRNetPose on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/hrnet_pose) for usage instructions.
53
 
54
  ## Model Details
55
 
 
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
+ | HRNetPose | ONNX | float | Snapdragon® X2 Elite | 2.382 ms | 55 - 55 MB | NPU
69
+ | HRNetPose | ONNX | float | Snapdragon® X Elite | 2.62 ms | 55 - 55 MB | NPU
70
+ | HRNetPose | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.86 ms | 0 - 145 MB | NPU
71
+ | HRNetPose | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.432 ms | 0 - 58 MB | NPU
72
+ | HRNetPose | ONNX | float | Qualcomm® QCS9075 | 3.904 ms | 0 - 4 MB | NPU
73
+ | HRNetPose | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.503 ms | 0 - 93 MB | NPU
74
+ | HRNetPose | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.217 ms | 1 - 91 MB | NPU
75
+ | HRNetPose | ONNX | w8a16 | Snapdragon® X2 Elite | 1.012 ms | 28 - 28 MB | NPU
76
+ | HRNetPose | ONNX | w8a16 | Snapdragon® X Elite | 1.985 ms | 28 - 28 MB | NPU
77
+ | HRNetPose | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.278 ms | 0 - 202 MB | NPU
78
+ | HRNetPose | ONNX | w8a16 | Qualcomm® QCS6490 | 476.311 ms | 29 - 33 MB | CPU
79
+ | HRNetPose | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.721 ms | 0 - 37 MB | NPU
80
+ | HRNetPose | ONNX | w8a16 | Qualcomm® QCS9075 | 2.0 ms | 0 - 3 MB | NPU
81
+ | HRNetPose | ONNX | w8a16 | Qualcomm® QCM6690 | 222.648 ms | 30 - 49 MB | CPU
82
+ | HRNetPose | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.976 ms | 0 - 131 MB | NPU
83
+ | HRNetPose | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 216.257 ms | 26 - 40 MB | CPU
84
+ | HRNetPose | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.787 ms | 0 - 128 MB | NPU
85
+ | HRNetPose | ONNX | w8a8 | Snapdragon® X2 Elite | 0.781 ms | 30 - 30 MB | NPU
86
+ | HRNetPose | ONNX | w8a8 | Snapdragon® X Elite | 1.647 ms | 28 - 28 MB | NPU
87
+ | HRNetPose | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.05 ms | 0 - 186 MB | NPU
88
+ | HRNetPose | ONNX | w8a8 | Qualcomm® QCS6490 | 91.319 ms | 9 - 68 MB | CPU
89
+ | HRNetPose | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.476 ms | 0 - 33 MB | NPU
90
+ | HRNetPose | ONNX | w8a8 | Qualcomm® QCS9075 | 1.542 ms | 0 - 3 MB | NPU
91
+ | HRNetPose | ONNX | w8a8 | Qualcomm® QCM6690 | 60.963 ms | 9 - 35 MB | CPU
92
+ | HRNetPose | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.927 ms | 0 - 124 MB | NPU
93
+ | HRNetPose | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 58.834 ms | 9 - 30 MB | CPU
94
+ | HRNetPose | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.808 ms | 0 - 122 MB | NPU
95
+ | HRNetPose | QNN_DLC | float | Snapdragon® X2 Elite | 1.638 ms | 1 - 1 MB | NPU
96
+ | HRNetPose | QNN_DLC | float | Snapdragon® X Elite | 2.964 ms | 1 - 1 MB | NPU
97
+ | HRNetPose | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.971 ms | 0 - 119 MB | NPU
98
+ | HRNetPose | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 14.16 ms | 1 - 75 MB | NPU
99
+ | HRNetPose | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.735 ms | 1 - 2 MB | NPU
100
+ | HRNetPose | QNN_DLC | float | Qualcomm® SA8775P | 4.311 ms | 0 - 76 MB | NPU
101
+ | HRNetPose | QNN_DLC | float | Qualcomm® QCS9075 | 4.136 ms | 3 - 5 MB | NPU
102
+ | HRNetPose | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 4.963 ms | 0 - 106 MB | NPU
103
+ | HRNetPose | QNN_DLC | float | Qualcomm® SA7255P | 14.16 ms | 1 - 75 MB | NPU
104
+ | HRNetPose | QNN_DLC | float | Qualcomm® SA8295P | 4.571 ms | 1 - 68 MB | NPU
105
+ | HRNetPose | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.55 ms | 0 - 75 MB | NPU
106
+ | HRNetPose | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.245 ms | 1 - 78 MB | NPU
107
+ | HRNetPose | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.281 ms | 0 - 0 MB | NPU
108
+ | HRNetPose | QNN_DLC | w8a16 | Snapdragon® X Elite | 2.156 ms | 0 - 0 MB | NPU
109
+ | HRNetPose | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.391 ms | 0 - 150 MB | NPU
110
+ | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.791 ms | 0 - 2 MB | NPU
111
+ | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 5.146 ms | 0 - 98 MB | NPU
112
+ | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.89 ms | 0 - 2 MB | NPU
113
+ | HRNetPose | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.283 ms | 0 - 101 MB | NPU
114
+ | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.202 ms | 0 - 2 MB | NPU
115
+ | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 20.146 ms | 0 - 217 MB | NPU
116
+ | HRNetPose | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 2.614 ms | 0 - 150 MB | NPU
117
+ | HRNetPose | QNN_DLC | w8a16 | Qualcomm® SA7255P | 5.146 ms | 0 - 98 MB | NPU
118
+ | HRNetPose | QNN_DLC | w8a16 | Qualcomm® SA8295P | 3.142 ms | 0 - 97 MB | NPU
119
+ | HRNetPose | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.028 ms | 0 - 99 MB | NPU
120
+ | HRNetPose | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 2.538 ms | 0 - 103 MB | NPU
121
+ | HRNetPose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.797 ms | 0 - 100 MB | NPU
122
+ | HRNetPose | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.7 ms | 0 - 0 MB | NPU
123
+ | HRNetPose | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.288 ms | 0 - 0 MB | NPU
124
+ | HRNetPose | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.841 ms | 0 - 133 MB | NPU
125
+ | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 3.782 ms | 2 - 4 MB | NPU
126
+ | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.836 ms | 0 - 88 MB | NPU
127
+ | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.157 ms | 0 - 4 MB | NPU
128
+ | HRNetPose | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.505 ms | 0 - 90 MB | NPU
129
+ | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 1.32 ms | 0 - 2 MB | NPU
130
+ | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 10.307 ms | 0 - 212 MB | NPU
131
+ | HRNetPose | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.678 ms | 0 - 136 MB | NPU
132
+ | HRNetPose | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.836 ms | 0 - 88 MB | NPU
133
+ | HRNetPose | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.982 ms | 0 - 87 MB | NPU
134
+ | HRNetPose | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.662 ms | 0 - 92 MB | NPU
135
+ | HRNetPose | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.515 ms | 0 - 88 MB | NPU
136
+ | HRNetPose | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.568 ms | 0 - 93 MB | NPU
137
+ | HRNetPose | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.975 ms | 0 - 191 MB | NPU
138
+ | HRNetPose | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 14.187 ms | 0 - 114 MB | NPU
139
+ | HRNetPose | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.727 ms | 0 - 3 MB | NPU
140
+ | HRNetPose | TFLITE | float | Qualcomm® SA8775P | 18.722 ms | 0 - 116 MB | NPU
141
+ | HRNetPose | TFLITE | float | Qualcomm® QCS9075 | 4.156 ms | 0 - 58 MB | NPU
142
+ | HRNetPose | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 4.945 ms | 0 - 177 MB | NPU
143
+ | HRNetPose | TFLITE | float | Qualcomm® SA7255P | 14.187 ms | 0 - 114 MB | NPU
144
+ | HRNetPose | TFLITE | float | Qualcomm® SA8295P | 4.603 ms | 0 - 105 MB | NPU
145
+ | HRNetPose | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.558 ms | 0 - 116 MB | NPU
146
+ | HRNetPose | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.278 ms | 0 - 118 MB | NPU
147
+ | HRNetPose | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.73 ms | 0 - 143 MB | NPU
148
+ | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS6490 | 3.379 ms | 0 - 30 MB | NPU
149
+ | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.564 ms | 0 - 86 MB | NPU
150
+ | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.955 ms | 0 - 2 MB | NPU
151
+ | HRNetPose | TFLITE | w8a8 | Qualcomm® SA8775P | 1.374 ms | 0 - 89 MB | NPU
152
+ | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.11 ms | 0 - 30 MB | NPU
153
+ | HRNetPose | TFLITE | w8a8 | Qualcomm® QCM6690 | 9.588 ms | 0 - 208 MB | NPU
154
+ | HRNetPose | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.499 ms | 0 - 142 MB | NPU
155
+ | HRNetPose | TFLITE | w8a8 | Qualcomm® SA7255P | 2.564 ms | 0 - 86 MB | NPU
156
+ | HRNetPose | TFLITE | w8a8 | Qualcomm® SA8295P | 1.79 ms | 0 - 85 MB | NPU
157
+ | HRNetPose | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.582 ms | 0 - 88 MB | NPU
158
+ | HRNetPose | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.356 ms | 0 - 86 MB | NPU
159
+ | HRNetPose | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.517 ms | 0 - 91 MB | NPU
160
 
161
  ## License
162
  * The license for the original implementation of HRNetPose can be found