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PidNet

Image Segmentation
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v0.63.0

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

Files changed (2) hide show
  1. README.md +93 -99
  2. release_assets.json +13 -13
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-segmentation
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  PIDNet (Proportional-Integral-Derivative Network) is a real-time semantic segmentation model based on PID controllers
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17
  This is based on the implementation of PidNet found [here](https://github.com/XuJiacong/PIDNet).
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/v0.62.2/src/qai_hub_models/models/pidnet) 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
 
@@ -28,26 +28,26 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-onnx-w8a8.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/pidnet/releases/v0.62.2/pidnet-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-qnn_dlc-w8a8.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/pidnet/releases/v0.62.2/pidnet-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[PidNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/pidnet)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/pidnet) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
- See our repository for [PidNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/pidnet) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -65,100 +65,94 @@ See our repository for [PidNet on GitHub](https://github.com/qualcomm/ai-hub-mod
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  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
- | PidNet | ONNX | float | Snapdragon® X2 Elite | 13.743 ms | 24 - 24 MB | NPU
69
- | PidNet | ONNX | float | Snapdragon® X Elite | 32.114 ms | 24 - 24 MB | NPU
70
- | PidNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 22.848 ms | 30 - 331 MB | NPU
71
- | PidNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 54.789 ms | 13 - 318 MB | NPU
72
- | PidNet | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 40.42 ms | 24 - 51 MB | NPU
73
- | PidNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 32.832 ms | 24 - 46 MB | NPU
74
- | PidNet | ONNX | float | Qualcomm® QCS8450 | 54.789 ms | 13 - 318 MB | NPU
75
- | PidNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 42.261 ms | 24 - 51 MB | NPU
76
- | PidNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 32.114 ms | 24 - 24 MB | NPU
77
- | PidNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 17.614 ms | 6 - 219 MB | NPU
78
- | PidNet | ONNX | float | Snapdragon® 8 Elite Mobile | 17.614 ms | 6 - 219 MB | NPU
79
- | PidNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.235 ms | 7 - 256 MB | NPU
80
- | PidNet | ONNX | w8a8 | Snapdragon® X2 Elite | 26.075 ms | 7 - 7 MB | NPU
81
- | PidNet | ONNX | w8a8 | Snapdragon® X Elite | 54.893 ms | 7 - 7 MB | NPU
82
- | PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 38.835 ms | 7 - 270 MB | NPU
83
- | PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 57.517 ms | 8 - 271 MB | NPU
84
- | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 157.864 ms | 6 - 9 MB | NPU
85
- | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 51.006 ms | 6 - 10 MB | NPU
86
- | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 52.717 ms | 6 - 177 MB | NPU
87
- | PidNet | ONNX | w8a8 | Qualcomm® QCS8450 | 57.517 ms | 8 - 271 MB | NPU
88
- | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 54.064 ms | 6 - 9 MB | NPU
89
- | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 54.893 ms | 7 - 7 MB | NPU
90
- | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 210.332 ms | 6 - 225 MB | NPU
91
- | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 62.654 ms | 7 - 235 MB | NPU
92
- | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 44.899 ms | 1 - 217 MB | NPU
93
- | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 44.899 ms | 1 - 217 MB | NPU
94
- | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 25.8 ms | 2 - 236 MB | NPU
95
- | PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 62.654 ms | 7 - 235 MB | NPU
96
- | PidNet | QNN_DLC | float | Snapdragon® X2 Elite | 13.562 ms | 24 - 24 MB | NPU
97
- | PidNet | QNN_DLC | float | Snapdragon® X Elite | 38.875 ms | 24 - 24 MB | NPU
98
- | PidNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 25.468 ms | 16 - 323 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 75.957 ms | 3 - 308 MB | NPU
100
- | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 44.511 ms | 24 - 53 MB | NPU
101
- | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 37.729 ms | 24 - 27 MB | NPU
102
- | PidNet | QNN_DLC | float | Qualcomm® SA8775P | 46.605 ms | 24 - 247 MB | NPU
 
103
  | PidNet | QNN_DLC | float | Qualcomm® SA8650P | 46.605 ms | 24 - 247 MB | NPU
104
  | PidNet | QNN_DLC | float | Qualcomm® SA8255P | 46.605 ms | 24 - 247 MB | NPU
105
- | PidNet | QNN_DLC | float | Qualcomm® QCS8450 | 75.957 ms | 3 - 308 MB | NPU
106
- | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 47.528 ms | 24 - 52 MB | NPU
107
- | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 38.875 ms | 24 - 24 MB | NPU
108
- | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 18.213 ms | 23 - 267 MB | NPU
109
- | PidNet | QNN_DLC | float | Qualcomm® SA7255P | 117.751 ms | 24 - 246 MB | NPU
110
- | PidNet | QNN_DLC | float | Qualcomm® SA8295P | 51.907 ms | 24 - 252 MB | NPU
111
- | PidNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 18.213 ms | 23 - 267 MB | NPU
112
- | PidNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.062 ms | 18 - 289 MB | NPU
113
- | PidNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 25.762 ms | 6 - 6 MB | NPU
114
- | PidNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 60.63 ms | 6 - 6 MB | NPU
115
- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 43.111 ms | 6 - 267 MB | NPU
116
- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 63.574 ms | 6 - 270 MB | NPU
117
- | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 56.547 ms | 6 - 15 MB | NPU
118
- | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 57.901 ms | 6 - 8 MB | NPU
119
- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 58.537 ms | 6 - 219 MB | NPU
120
- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8650P | 58.537 ms | 6 - 219 MB | NPU
121
- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8255P | 58.537 ms | 6 - 219 MB | NPU
122
- | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 63.574 ms | 6 - 270 MB | NPU
123
- | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 59.064 ms | 6 - 14 MB | NPU
124
- | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 60.63 ms | 6 - 6 MB | NPU
125
- | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 43.833 ms | 6 - 241 MB | NPU
126
- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 111.291 ms | 6 - 218 MB | NPU
127
- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 66.453 ms | 6 - 223 MB | NPU
128
- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 43.833 ms | 6 - 241 MB | NPU
129
- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 24.54 ms | 6 - 272 MB | NPU
130
- | PidNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 24.955 ms | 2 - 322 MB | NPU
131
- | PidNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 74.253 ms | 0 - 326 MB | NPU
132
- | PidNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 43.808 ms | 0 - 46 MB | NPU
133
- | PidNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 36.276 ms | 2 - 5 MB | NPU
134
- | PidNet | TFLITE | float | Qualcomm® SA8775P | 45.283 ms | 3 - 233 MB | NPU
135
  | PidNet | TFLITE | float | Qualcomm® SA8650P | 45.283 ms | 3 - 233 MB | NPU
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  | PidNet | TFLITE | float | Qualcomm® SA8255P | 45.283 ms | 3 - 233 MB | NPU
137
- | PidNet | TFLITE | float | Qualcomm® QCS8450 | 74.253 ms | 0 - 326 MB | NPU
138
- | PidNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 45.833 ms | 0 - 45 MB | NPU
139
- | PidNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 18.901 ms | 2 - 255 MB | NPU
140
- | PidNet | TFLITE | float | Qualcomm® SA7255P | 116.628 ms | 0 - 228 MB | NPU
141
- | PidNet | TFLITE | float | Qualcomm® SA8295P | 50.971 ms | 3 - 245 MB | NPU
142
- | PidNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 18.901 ms | 2 - 255 MB | NPU
143
- | PidNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.648 ms | 4 - 274 MB | NPU
144
- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 38.123 ms | 1 - 262 MB | NPU
145
- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 58.254 ms | 1 - 266 MB | NPU
146
- | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 200.632 ms | 2 - 72 MB | NPU
147
- | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 49.767 ms | 1 - 18 MB | NPU
148
- | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 50.412 ms | 0 - 3 MB | NPU
149
- | PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 51.017 ms | 1 - 214 MB | NPU
150
- | PidNet | TFLITE | w8a8 | Qualcomm® SA8650P | 51.017 ms | 1 - 214 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® SA8255P | 51.017 ms | 1 - 214 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 58.254 ms | 1 - 266 MB | NPU
153
- | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 51.628 ms | 0 - 17 MB | NPU
154
- | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 243.409 ms | 3 - 233 MB | NPU
155
- | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 66.153 ms | 1 - 219 MB | NPU
156
- | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 70.041 ms | 1 - 233 MB | NPU
157
- | PidNet | TFLITE | w8a8 | Qualcomm® SA7255P | 98.332 ms | 0 - 212 MB | NPU
158
- | PidNet | TFLITE | w8a8 | Qualcomm® SA8295P | 58.069 ms | 1 - 217 MB | NPU
159
- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 70.041 ms | 1 - 233 MB | NPU
160
- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 22.173 ms | 0 - 266 MB | NPU
161
- | PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 66.153 ms | 1 - 219 MB | NPU
162
 
163
  ## License
164
  * The license for the original implementation of PidNet can be found
 
15
  PIDNet (Proportional-Integral-Derivative Network) is a real-time semantic segmentation model based on PID controllers
16
 
17
  This is based on the implementation of PidNet found [here](https://github.com/XuJiacong/PIDNet).
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/v0.63.0/src/qai_hub_models/models/pidnet) 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 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-onnx-float.zip)
32
+ | ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-onnx-w8a8.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-qnn_dlc-w8a8.zip)
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+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[PidNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/pidnet)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/pidnet) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
+ See our repository for [PidNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/pidnet) for usage instructions.
51
 
52
  ## Model Details
53
 
 
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
+ | PidNet | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 16.389 ms | 5 - 242 MB | NPU
69
+ | PidNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 17.755 ms | 6 - 211 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® X2 Elite | 13.292 ms | 24 - 24 MB | NPU
71
+ | PidNet | ONNX | float | Snapdragon® X Elite | 31.933 ms | 24 - 24 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 22.44 ms | 30 - 325 MB | NPU
73
+ | PidNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 47.61 ms | 30 - 323 MB | NPU
74
+ | PidNet | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 39.427 ms | 24 - 52 MB | NPU
75
+ | PidNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 32.316 ms | 24 - 46 MB | NPU
76
+ | PidNet | ONNX | float | Qualcomm® QCS8450 | 47.61 ms | 30 - 323 MB | NPU
77
+ | PidNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 41.808 ms | 24 - 51 MB | NPU
78
+ | PidNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 31.933 ms | 24 - 24 MB | NPU
79
+ | PidNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 17.755 ms | 6 - 211 MB | NPU
80
+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 22.332 ms | 2 - 225 MB | NPU
81
+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 41.075 ms | 1 - 209 MB | NPU
82
+ | PidNet | ONNX | w8a8 | Snapdragon® X2 Elite | 22.95 ms | 7 - 7 MB | NPU
83
+ | PidNet | ONNX | w8a8 | Snapdragon® X Elite | 54.452 ms | 7 - 7 MB | NPU
84
+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 38.501 ms | 7 - 261 MB | NPU
85
+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 54.859 ms | 8 - 263 MB | NPU
86
+ | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 116.686 ms | 6 - 9 MB | NPU
87
+ | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 50.257 ms | 6 - 10 MB | NPU
88
+ | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 52.157 ms | 6 - 11 MB | NPU
89
+ | PidNet | ONNX | w8a8 | Qualcomm® QCS8450 | 54.859 ms | 8 - 263 MB | NPU
90
+ | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 54.412 ms | 6 - 9 MB | NPU
91
+ | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 54.452 ms | 7 - 7 MB | NPU
92
+ | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 236.789 ms | 5 - 219 MB | NPU
93
+ | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 62.58 ms | 7 - 225 MB | NPU
94
+ | PidNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 41.075 ms | 1 - 209 MB | NPU
95
+ | PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 62.58 ms | 7 - 225 MB | NPU
96
+ | PidNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 12.535 ms | 23 - 275 MB | NPU
97
+ | PidNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.331 ms | 11 - 242 MB | NPU
98
+ | PidNet | QNN_DLC | float | Snapdragon® X2 Elite | 14.229 ms | 24 - 24 MB | NPU
99
+ | PidNet | QNN_DLC | float | Snapdragon® X Elite | 38.012 ms | 24 - 24 MB | NPU
100
+ | PidNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 25.199 ms | 24 - 316 MB | NPU
101
+ | PidNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 50.953 ms | 4 - 297 MB | NPU
102
+ | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 44.073 ms | 24 - 53 MB | NPU
103
+ | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 36.425 ms | 24 - 26 MB | NPU
104
  | PidNet | QNN_DLC | float | Qualcomm® SA8650P | 46.605 ms | 24 - 247 MB | NPU
105
  | PidNet | QNN_DLC | float | Qualcomm® SA8255P | 46.605 ms | 24 - 247 MB | NPU
106
+ | PidNet | QNN_DLC | float | Qualcomm® QCS8450 | 50.953 ms | 4 - 297 MB | NPU
107
+ | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 46.8 ms | 24 - 53 MB | NPU
108
+ | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 38.012 ms | 24 - 24 MB | NPU
109
+ | PidNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 18.331 ms | 11 - 242 MB | NPU
110
+ | PidNet | QNN_DLC | float | Qualcomm® SA7255P | 116.892 ms | 24 - 231 MB | NPU
111
+ | PidNet | QNN_DLC | float | Qualcomm® SA8295P | 52.671 ms | 24 - 242 MB | NPU
112
+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 24.618 ms | 6 - 255 MB | NPU
113
+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 44.636 ms | 6 - 228 MB | NPU
114
+ | PidNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 25.079 ms | 6 - 6 MB | NPU
115
+ | PidNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 60.236 ms | 6 - 6 MB | NPU
116
+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 43.073 ms | 6 - 256 MB | NPU
117
+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 59.235 ms | 6 - 258 MB | NPU
118
+ | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 56.329 ms | 6 - 15 MB | NPU
119
+ | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 57.392 ms | 6 - 17 MB | NPU
120
+ | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 59.235 ms | 6 - 258 MB | NPU
121
+ | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 59.532 ms | 6 - 15 MB | NPU
122
+ | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 60.236 ms | 6 - 6 MB | NPU
123
+ | PidNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 44.636 ms | 6 - 228 MB | NPU
124
+ | PidNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 110.52 ms | 6 - 207 MB | NPU
125
+ | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 66.502 ms | 6 - 212 MB | NPU
126
+ | PidNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 12.693 ms | 2 - 255 MB | NPU
127
+ | PidNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.622 ms | 2 - 238 MB | NPU
128
+ | PidNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 25.88 ms | 2 - 309 MB | NPU
129
+ | PidNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 49.327 ms | 0 - 312 MB | NPU
130
+ | PidNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 43.649 ms | 2 - 47 MB | NPU
131
+ | PidNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 36.102 ms | 2 - 5 MB | NPU
 
 
 
 
132
  | PidNet | TFLITE | float | Qualcomm® SA8650P | 45.283 ms | 3 - 233 MB | NPU
133
  | PidNet | TFLITE | float | Qualcomm® SA8255P | 45.283 ms | 3 - 233 MB | NPU
134
+ | PidNet | TFLITE | float | Qualcomm® QCS8450 | 49.327 ms | 0 - 312 MB | NPU
135
+ | PidNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 45.595 ms | 0 - 45 MB | NPU
136
+ | PidNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 18.622 ms | 2 - 238 MB | NPU
137
+ | PidNet | TFLITE | float | Qualcomm® SA8295P | 52.299 ms | 3 - 233 MB | NPU
138
+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 22.097 ms | 1 - 250 MB | NPU
139
+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 69.04 ms | 1 - 222 MB | NPU
140
+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 37.983 ms | 1 - 255 MB | NPU
141
+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 50.971 ms | 1 - 255 MB | NPU
142
+ | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 182.211 ms | 2 - 73 MB | NPU
143
+ | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 49.925 ms | 1 - 19 MB | NPU
144
+ | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 50.202 ms | 1 - 3 MB | NPU
145
+ | PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 50.935 ms | 1 - 203 MB | NPU
146
+ | PidNet | TFLITE | w8a8 | Qualcomm® SA8650P | 50.935 ms | 1 - 203 MB | NPU
147
+ | PidNet | TFLITE | w8a8 | Qualcomm® SA8255P | 50.935 ms | 1 - 203 MB | NPU
148
+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 50.971 ms | 1 - 255 MB | NPU
149
+ | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 51.615 ms | 0 - 17 MB | NPU
150
+ | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 242.224 ms | 2 - 187 MB | NPU
151
+ | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 66.091 ms | 2 - 209 MB | NPU
152
+ | PidNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 69.04 ms | 1 - 222 MB | NPU
153
+ | PidNet | TFLITE | w8a8 | Qualcomm® SA7255P | 98.116 ms | 1 - 203 MB | NPU
154
+ | PidNet | TFLITE | w8a8 | Qualcomm® SA8295P | 57.79 ms | 1 - 207 MB | NPU
155
+ | PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 66.091 ms | 2 - 209 MB | NPU
 
 
 
156
 
157
  ## License
158
  * The license for the original implementation of PidNet can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
- "version": "0.62.2",
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  "precisions": {
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  "float": {
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  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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- "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.27.1"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
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  "tool_versions": {
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- "qairt": "2.45.0.260326154327"
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  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
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  "tool_versions": {
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- "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -28,22 +28,22 @@
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
31
- "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
- "qairt": "2.45.0.260326154327"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
- "qairt": "2.45.0.260326154327"
45
  },
46
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.62.2/pidnet-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.63.0",
3
  "precisions": {
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  "float": {
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  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209",
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  "onnx_runtime": "1.27.1"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-onnx-float.zip"
12
  },
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  "qnn_dlc": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-qnn_dlc-float.zip"
18
  },
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  "tflite": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-tflite-float.zip"
24
  }
25
  }
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  },
 
28
  "universal_assets": {
29
  "onnx": {
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  "tool_versions": {
31
+ "qairt": "2.50.0.260828221209",
32
  "onnx_runtime": "1.27.1"
33
  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-qnn_dlc-w8a8.zip"
41
  },
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  "tflite": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.63.0/pidnet-tflite-w8a8.zip"
47
  }
48
  }
49
  }