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RTMPose-Body2d

Keypoint Detection
PyTorch
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v0.51.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.

Files changed (2) hide show
  1. README.md +54 -54
  2. release_assets.json +46 -1
README.md CHANGED
@@ -27,11 +27,11 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-onnx-w8a16.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/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-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/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[RTMPose-Body2d on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/rtmpose_body2d)**.
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@@ -60,55 +60,55 @@ See our repository for [RTMPose-Body2d on GitHub](https://github.com/qualcomm/ai
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  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
62
  |---|---|---|---|---|---|---
63
- | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.922 ms | 0 - 40 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® X2 Elite | 0.937 ms | 37 - 37 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® X Elite | 1.851 ms | 37 - 37 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.343 ms | 0 - 56 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.78 ms | 0 - 171 MB | NPU
68
- | RTMPose-Body2d | ONNX | float | Qualcomm® QCS9075 | 2.431 ms | 0 - 4 MB | NPU
69
- | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.091 ms | 0 - 36 MB | NPU
70
- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.739 ms | 0 - 60 MB | NPU
71
- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X2 Elite | 0.771 ms | 19 - 19 MB | NPU
72
- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X Elite | 1.93 ms | 19 - 19 MB | NPU
73
- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.172 ms | 0 - 92 MB | NPU
74
- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS6490 | 163.105 ms | 48 - 51 MB | CPU
75
- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.71 ms | 0 - 149 MB | NPU
76
- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS9075 | 1.909 ms | 0 - 3 MB | NPU
77
- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCM6690 | 86.821 ms | 47 - 55 MB | CPU
78
- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.861 ms | 0 - 54 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 82.562 ms | 48 - 57 MB | CPU
80
- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.905 ms | 1 - 36 MB | NPU
81
- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X2 Elite | 1.09 ms | 1 - 1 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X Elite | 1.845 ms | 1 - 1 MB | NPU
83
- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.317 ms | 0 - 58 MB | NPU
84
- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 7.536 ms | 1 - 33 MB | NPU
85
- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.747 ms | 1 - 2 MB | NPU
86
- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8775P | 2.447 ms | 1 - 35 MB | NPU
87
- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS9075 | 2.413 ms | 1 - 3 MB | NPU
88
- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.524 ms | 0 - 63 MB | NPU
89
- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA7255P | 7.536 ms | 1 - 33 MB | NPU
90
- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8295P | 3.543 ms | 0 - 35 MB | NPU
91
- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.09 ms | 1 - 36 MB | NPU
92
- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.751 ms | 0 - 51 MB | NPU
93
- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.965 ms | 0 - 0 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.958 ms | 0 - 0 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.162 ms | 0 - 79 MB | NPU
96
- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 3.849 ms | 0 - 49 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.736 ms | 0 - 2 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.05 ms | 0 - 53 MB | NPU
99
- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.905 ms | 2 - 4 MB | NPU
100
- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA7255P | 3.849 ms | 0 - 49 MB | NPU
101
- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.893 ms | 0 - 50 MB | NPU
102
- | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.894 ms | 0 - 51 MB | NPU
103
- | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.27 ms | 0 - 88 MB | NPU
104
- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 7.471 ms | 0 - 48 MB | NPU
105
- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.736 ms | 0 - 2 MB | NPU
106
- | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8775P | 2.447 ms | 0 - 50 MB | NPU
107
- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS9075 | 2.397 ms | 0 - 40 MB | NPU
108
- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.546 ms | 0 - 99 MB | NPU
109
- | RTMPose-Body2d | TFLITE | float | Qualcomm® SA7255P | 7.471 ms | 0 - 48 MB | NPU
110
- | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8295P | 3.539 ms | 0 - 51 MB | NPU
111
- | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.088 ms | 0 - 52 MB | NPU
112
 
113
  ## License
114
  * The license for the original implementation of RTMPose-Body2d can be found
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-onnx-float.zip)
31
+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-onnx-w8a16.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-qnn_dlc-w8a16.zip)
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+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-tflite-float.zip)
35
 
36
  For more device-specific assets and performance metrics, visit **[RTMPose-Body2d on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/rtmpose_body2d)**.
37
 
 
60
  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
62
  |---|---|---|---|---|---|---
63
+ | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.922 ms | 0 - 39 MB | NPU
64
+ | RTMPose-Body2d | ONNX | float | Snapdragon® X2 Elite | 0.94 ms | 37 - 37 MB | NPU
65
+ | RTMPose-Body2d | ONNX | float | Snapdragon® X Elite | 1.872 ms | 37 - 37 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.338 ms | 0 - 59 MB | NPU
67
+ | RTMPose-Body2d | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.857 ms | 0 - 177 MB | NPU
68
+ | RTMPose-Body2d | ONNX | float | Qualcomm® QCS9075 | 2.436 ms | 0 - 4 MB | NPU
69
+ | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.09 ms | 0 - 32 MB | NPU
70
+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.738 ms | 0 - 60 MB | NPU
71
+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X2 Elite | 0.769 ms | 19 - 19 MB | NPU
72
+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X Elite | 1.914 ms | 19 - 19 MB | NPU
73
+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.166 ms | 0 - 91 MB | NPU
74
+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS6490 | 174.817 ms | 47 - 49 MB | CPU
75
+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.713 ms | 0 - 22 MB | NPU
76
+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS9075 | 1.905 ms | 0 - 3 MB | NPU
77
+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCM6690 | 87.349 ms | 47 - 56 MB | CPU
78
+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.861 ms | 0 - 58 MB | NPU
79
+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 82.65 ms | 48 - 56 MB | CPU
80
+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.91 ms | 1 - 36 MB | NPU
81
+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X2 Elite | 1.056 ms | 1 - 1 MB | NPU
82
+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X Elite | 1.843 ms | 1 - 1 MB | NPU
83
+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.284 ms | 1 - 56 MB | NPU
84
+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 7.518 ms | 1 - 33 MB | NPU
85
+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.746 ms | 1 - 2 MB | NPU
86
+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8775P | 2.386 ms | 0 - 33 MB | NPU
87
+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS9075 | 2.383 ms | 1 - 3 MB | NPU
88
+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.538 ms | 0 - 62 MB | NPU
89
+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA7255P | 7.518 ms | 1 - 33 MB | NPU
90
+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8295P | 3.523 ms | 0 - 35 MB | NPU
91
+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.082 ms | 0 - 35 MB | NPU
92
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.735 ms | 0 - 49 MB | NPU
93
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.981 ms | 0 - 0 MB | NPU
94
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.949 ms | 0 - 0 MB | NPU
95
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.179 ms | 0 - 72 MB | NPU
96
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 3.819 ms | 0 - 48 MB | NPU
97
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.76 ms | 0 - 96 MB | NPU
98
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.008 ms | 0 - 51 MB | NPU
99
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.876 ms | 0 - 2 MB | NPU
100
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA7255P | 3.819 ms | 0 - 48 MB | NPU
101
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.891 ms | 0 - 53 MB | NPU
102
+ | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.887 ms | 0 - 47 MB | NPU
103
+ | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.26 ms | 0 - 75 MB | NPU
104
+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 7.486 ms | 0 - 44 MB | NPU
105
+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.706 ms | 0 - 2 MB | NPU
106
+ | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8775P | 2.399 ms | 0 - 46 MB | NPU
107
+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS9075 | 2.346 ms | 0 - 40 MB | NPU
108
+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.511 ms | 0 - 84 MB | NPU
109
+ | RTMPose-Body2d | TFLITE | float | Qualcomm® SA7255P | 7.486 ms | 0 - 44 MB | NPU
110
+ | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8295P | 3.506 ms | 0 - 47 MB | NPU
111
+ | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.04 ms | 0 - 47 MB | NPU
112
 
113
  ## License
114
  * The license for the original implementation of RTMPose-Body2d can be found
release_assets.json CHANGED
@@ -1 +1,46 @@
1
- {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-tflite-float.zip"}}},"w8a16":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-onnx-w8a16.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-qnn_dlc-w8a16.zip"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "version": "0.51.0",
3
+ "precisions": {
4
+ "float": {
5
+ "universal_assets": {
6
+ "tflite": {
7
+ "tool_versions": {
8
+ "qairt": "2.45.0.260326154327",
9
+ "litert": "1.4.2"
10
+ },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-tflite-float.zip"
12
+ },
13
+ "qnn_dlc": {
14
+ "tool_versions": {
15
+ "qairt": "2.45.0.260326154327"
16
+ },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-qnn_dlc-float.zip"
18
+ },
19
+ "onnx": {
20
+ "tool_versions": {
21
+ "qairt": "2.42.0.251225135753_193295",
22
+ "onnx_runtime": "1.24.3"
23
+ },
24
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-onnx-float.zip"
25
+ }
26
+ }
27
+ },
28
+ "w8a16": {
29
+ "universal_assets": {
30
+ "qnn_dlc": {
31
+ "tool_versions": {
32
+ "qairt": "2.45.0.260326154327"
33
+ },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-qnn_dlc-w8a16.zip"
35
+ },
36
+ "onnx": {
37
+ "tool_versions": {
38
+ "qairt": "2.42.0.251225135753_193295",
39
+ "onnx_runtime": "1.24.3"
40
+ },
41
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.51.0/rtmpose_body2d-onnx-w8a16.zip"
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+ }
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+ }
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+ }
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+ }
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+ }