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SINet

Image Segmentation
PyTorch
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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 +93 -95
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: image-segmentation
14
  SINet is a machine learning model that is designed to segment people from close-up portrait images in real time.
15
 
16
  This is based on the implementation of SINet found [here](https://github.com/clovaai/ext_portrait_segmentation).
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- 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/sinet) 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.
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@@ -27,28 +27,28 @@ 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 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sinet/releases/v0.47.0/sinet-onnx-float.zip)
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- | 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/sinet/releases/v0.47.0/sinet-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/sinet/releases/v0.47.0/sinet-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/sinet/releases/v0.47.0/sinet-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/sinet/releases/v0.47.0/sinet-qnn_dlc-w8a16.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sinet/releases/v0.47.0/sinet-qnn_dlc-w8a8.zip)
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- | 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/sinet/releases/v0.47.0/sinet-tflite-float.zip)
37
- | 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/sinet/releases/v0.47.0/sinet-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[SINet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/sinet)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
- Use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/sinet) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
- See our repository for [SINet on GitHub](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/sinet) for usage instructions.
52
 
53
  ## Model Details
54
 
@@ -65,92 +65,90 @@ See our repository for [SINet on GitHub](https://github.com/quic/ai-hub-models/b
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
- | SINet | ONNX | float | Snapdragon® X Elite | 1.922 ms | 2 - 2 MB | NPU
69
- | SINet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.102 ms | 0 - 46 MB | NPU
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- | SINet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.675 ms | 0 - 11 MB | NPU
71
- | SINet | ONNX | float | Qualcomm® QCS9075 | 2.137 ms | 2 - 5 MB | NPU
72
- | SINet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.855 ms | 0 - 29 MB | NPU
73
- | SINet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.706 ms | 0 - 40 MB | NPU
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- | SINet | ONNX | float | Snapdragon® X2 Elite | 0.765 ms | 0 - 0 MB | NPU
75
- | SINet | ONNX | w8a16 | Snapdragon® X Elite | 2.224 ms | 1 - 1 MB | NPU
76
- | SINet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.309 ms | 0 - 54 MB | NPU
77
- | SINet | ONNX | w8a16 | Qualcomm® QCS6490 | 50.178 ms | 14 - 17 MB | CPU
78
- | SINet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.956 ms | 0 - 3 MB | NPU
79
- | SINet | ONNX | w8a16 | Qualcomm® QCS9075 | 2.233 ms | 0 - 3 MB | NPU
80
- | SINet | ONNX | w8a16 | Qualcomm® QCM6690 | 19.751 ms | 22 - 31 MB | CPU
81
- | SINet | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.031 ms | 0 - 45 MB | NPU
82
- | SINet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 13.932 ms | 26 - 35 MB | CPU
83
- | SINet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.889 ms | 0 - 46 MB | NPU
84
- | SINet | ONNX | w8a16 | Snapdragon® X2 Elite | 0.968 ms | 0 - 0 MB | NPU
85
- | SINet | ONNX | w8a8 | Snapdragon® X Elite | 39.108 ms | 7 - 7 MB | NPU
86
- | SINet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.212 ms | 7 - 66 MB | NPU
87
- | SINet | ONNX | w8a8 | Qualcomm® QCS6490 | 41.318 ms | 7 - 11 MB | CPU
88
- | SINet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 5.308 ms | 6 - 8 MB | NPU
89
- | SINet | ONNX | w8a8 | Qualcomm® QCS9075 | 8.282 ms | 6 - 9 MB | NPU
90
- | SINet | ONNX | w8a8 | Qualcomm® QCM6690 | 16.324 ms | 5 - 14 MB | CPU
91
- | SINet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.462 ms | 0 - 33 MB | NPU
92
- | SINet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.272 ms | 7 - 15 MB | CPU
93
- | SINet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.363 ms | 0 - 37 MB | NPU
94
- | SINet | ONNX | w8a8 | Snapdragon® X2 Elite | 3.473 ms | 8 - 8 MB | NPU
95
- | SINet | QNN_DLC | float | Snapdragon® X Elite | 3.805 ms | 1 - 1 MB | NPU
96
- | SINet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.214 ms | 0 - 48 MB | NPU
97
- | SINet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 6.666 ms | 1 - 34 MB | NPU
98
- | SINet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.475 ms | 1 - 19 MB | NPU
99
- | SINet | QNN_DLC | float | Qualcomm® SA8775P | 3.976 ms | 1 - 38 MB | NPU
100
- | SINet | QNN_DLC | float | Qualcomm® QCS9075 | 3.867 ms | 1 - 4 MB | NPU
101
- | SINet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.731 ms | 0 - 53 MB | NPU
102
- | SINet | QNN_DLC | float | Qualcomm® SA7255P | 6.666 ms | 1 - 34 MB | NPU
103
  | SINet | QNN_DLC | float | Qualcomm® SA8295P | 4.719 ms | 1 - 36 MB | NPU
104
- | SINet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.829 ms | 1 - 33 MB | NPU
105
- | SINet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.126 ms | 1 - 39 MB | NPU
106
- | SINet | QNN_DLC | float | Snapdragon® X2 Elite | 1.396 ms | 1 - 1 MB | NPU
107
- | SINet | QNN_DLC | w8a16 | Snapdragon® X Elite | 7.032 ms | 0 - 0 MB | NPU
108
- | SINet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.065 ms | 0 - 50 MB | NPU
109
- | SINet | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 10.785 ms | 0 - 38 MB | NPU
110
- | SINet | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.541 ms | 1 - 2 MB | NPU
111
- | SINet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 7.05 ms | 0 - 40 MB | NPU
112
- | SINet | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.836 ms | 2 - 5 MB | NPU
113
- | SINet | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 7.185 ms | 0 - 52 MB | NPU
114
- | SINet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 10.785 ms | 0 - 38 MB | NPU
115
- | SINet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 8.125 ms | 0 - 36 MB | NPU
116
- | SINet | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.441 ms | 0 - 40 MB | NPU
117
- | SINet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.195 ms | 0 - 42 MB | NPU
118
- | SINet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 3.51 ms | 0 - 0 MB | NPU
119
- | SINet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.587 ms | 0 - 0 MB | NPU
120
- | SINet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.804 ms | 0 - 48 MB | NPU
121
- | SINet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 7.498 ms | 0 - 36 MB | NPU
122
- | SINet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.217 ms | 0 - 11 MB | NPU
123
- | SINet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.531 ms | 0 - 39 MB | NPU
124
- | SINet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 4.596 ms | 0 - 2 MB | NPU
125
- | SINet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 4.508 ms | 0 - 49 MB | NPU
126
- | SINet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 7.498 ms | 0 - 36 MB | NPU
127
- | SINet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 5.268 ms | 0 - 34 MB | NPU
128
- | SINet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.349 ms | 0 - 40 MB | NPU
129
- | SINet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.133 ms | 0 - 39 MB | NPU
130
- | SINet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.466 ms | 0 - 0 MB | NPU
131
  | SINet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.085 ms | 0 - 44 MB | NPU
132
- | SINet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 3.814 ms | 0 - 33 MB | NPU
133
- | SINet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.685 ms | 0 - 17 MB | NPU
134
- | SINet | TFLITE | float | Qualcomm® SA8775P | 8.743 ms | 1 - 33 MB | NPU
135
- | SINet | TFLITE | float | Qualcomm® QCS9075 | 2.093 ms | 1 - 4 MB | NPU
136
- | SINet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.998 ms | 0 - 49 MB | NPU
137
- | SINet | TFLITE | float | Qualcomm® SA7255P | 3.814 ms | 0 - 33 MB | NPU
138
- | SINet | TFLITE | float | Qualcomm® SA8295P | 2.596 ms | 0 - 34 MB | NPU
139
- | SINet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.848 ms | 0 - 29 MB | NPU
140
- | SINet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.691 ms | 0 - 38 MB | NPU
141
- | SINet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.028 ms | 0 - 46 MB | NPU
142
- | SINet | TFLITE | w8a8 | Qualcomm® QCS6490 | 23.147 ms | 0 - 12 MB | NPU
143
- | SINet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 2.937 ms | 0 - 35 MB | NPU
144
- | SINet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.477 ms | 0 - 43 MB | NPU
145
- | SINet | TFLITE | w8a8 | Qualcomm® SA8775P | 1.778 ms | 0 - 38 MB | NPU
146
- | SINet | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.797 ms | 0 - 3 MB | NPU
147
- | SINet | TFLITE | w8a8 | Qualcomm® QCM6690 | 14.95 ms | 0 - 33 MB | NPU
148
- | SINet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.718 ms | 0 - 48 MB | NPU
149
- | SINet | TFLITE | w8a8 | Qualcomm® SA7255P | 2.937 ms | 0 - 35 MB | NPU
150
- | SINet | TFLITE | w8a8 | Qualcomm® SA8295P | 2.233 ms | 0 - 34 MB | NPU
151
- | SINet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.741 ms | 0 - 34 MB | NPU
152
- | SINet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.671 ms | 0 - 35 MB | NPU
153
- | SINet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.633 ms | 0 - 38 MB | NPU
154
 
155
  ## License
156
  * The license for the original implementation of SINet can be found
 
14
  SINet is a machine learning model that is designed to segment people from close-up portrait images in real time.
15
 
16
  This is based on the implementation of SINet found [here](https://github.com/clovaai/ext_portrait_segmentation).
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/main/qai_hub_models/models/sinet) 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
+ | 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/sinet/releases/v0.48.0/sinet-onnx-float.zip)
31
+ | 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/sinet/releases/v0.48.0/sinet-onnx-w8a16.zip)
32
+ | 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/sinet/releases/v0.48.0/sinet-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sinet/releases/v0.48.0/sinet-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sinet/releases/v0.48.0/sinet-qnn_dlc-w8a16.zip)
35
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sinet/releases/v0.48.0/sinet-qnn_dlc-w8a8.zip)
36
+ | 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/sinet/releases/v0.48.0/sinet-tflite-float.zip)
37
+ | 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/sinet/releases/v0.48.0/sinet-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[SINet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/sinet)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/sinet) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
+ See our repository for [SINet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/sinet) for usage instructions.
52
 
53
  ## Model Details
54
 
 
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
+ | SINet | ONNX | float | Snapdragon® X2 Elite | 0.815 ms | 0 - 0 MB | NPU
69
+ | SINet | ONNX | float | Snapdragon® X Elite | 1.907 ms | 2 - 2 MB | NPU
70
+ | SINet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.128 ms | 0 - 46 MB | NPU
71
+ | SINet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.664 ms | 1 - 43 MB | NPU
72
+ | SINet | ONNX | float | Qualcomm® QCS9075 | 2.141 ms | 2 - 5 MB | NPU
73
+ | SINet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.856 ms | 0 - 29 MB | NPU
74
+ | SINet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.708 ms | 0 - 41 MB | NPU
75
+ | SINet | ONNX | w8a16 | Snapdragon® X2 Elite | 0.961 ms | 0 - 0 MB | NPU
76
+ | SINet | ONNX | w8a16 | Snapdragon® X Elite | 2.214 ms | 1 - 1 MB | NPU
77
+ | SINet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.318 ms | 0 - 53 MB | NPU
78
+ | SINet | ONNX | w8a16 | Qualcomm® QCS6490 | 51.811 ms | 13 - 16 MB | CPU
79
+ | SINet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.953 ms | 0 - 3 MB | NPU
80
+ | SINet | ONNX | w8a16 | Qualcomm® QCS9075 | 2.229 ms | 0 - 3 MB | NPU
81
+ | SINet | ONNX | w8a16 | Qualcomm® QCM6690 | 19.972 ms | 21 - 29 MB | CPU
82
+ | SINet | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.032 ms | 0 - 38 MB | NPU
83
+ | SINet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 13.662 ms | 20 - 29 MB | CPU
84
+ | SINet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.891 ms | 0 - 46 MB | NPU
85
+ | SINet | ONNX | w8a8 | Snapdragon® X2 Elite | 3.443 ms | 8 - 8 MB | NPU
86
+ | SINet | ONNX | w8a8 | Snapdragon® X Elite | 40.351 ms | 7 - 7 MB | NPU
87
+ | SINet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.189 ms | 7 - 64 MB | NPU
88
+ | SINet | ONNX | w8a8 | Qualcomm® QCS6490 | 40.935 ms | 7 - 10 MB | CPU
89
+ | SINet | ONNX | w8a8 | Qualcomm® QCM6690 | 16.266 ms | 7 - 14 MB | CPU
90
+ | SINet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.45 ms | 0 - 40 MB | NPU
91
+ | SINet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.213 ms | 7 - 16 MB | CPU
92
+ | SINet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.381 ms | 0 - 42 MB | NPU
93
+ | SINet | QNN_DLC | float | Snapdragon® X2 Elite | 1.401 ms | 1 - 1 MB | NPU
94
+ | SINet | QNN_DLC | float | Snapdragon® X Elite | 3.863 ms | 1 - 1 MB | NPU
95
+ | SINet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.222 ms | 0 - 47 MB | NPU
96
+ | SINet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 6.634 ms | 1 - 34 MB | NPU
97
+ | SINet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.474 ms | 1 - 3 MB | NPU
98
+ | SINet | QNN_DLC | float | Qualcomm® SA8775P | 3.934 ms | 1 - 38 MB | NPU
99
+ | SINet | QNN_DLC | float | Qualcomm® QCS9075 | 3.865 ms | 3 - 6 MB | NPU
100
+ | SINet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.718 ms | 0 - 52 MB | NPU
101
+ | SINet | QNN_DLC | float | Qualcomm® SA7255P | 6.634 ms | 1 - 34 MB | NPU
 
102
  | SINet | QNN_DLC | float | Qualcomm® SA8295P | 4.719 ms | 1 - 36 MB | NPU
103
+ | SINet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.84 ms | 1 - 33 MB | NPU
104
+ | SINet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.123 ms | 1 - 39 MB | NPU
105
+ | SINet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 3.575 ms | 0 - 0 MB | NPU
106
+ | SINet | QNN_DLC | w8a16 | Snapdragon® X Elite | 7.112 ms | 0 - 0 MB | NPU
107
+ | SINet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.07 ms | 0 - 51 MB | NPU
108
+ | SINet | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 10.806 ms | 0 - 39 MB | NPU
109
+ | SINet | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.533 ms | 0 - 2 MB | NPU
110
+ | SINet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 7.024 ms | 0 - 39 MB | NPU
111
+ | SINet | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.835 ms | 0 - 3 MB | NPU
112
+ | SINet | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 7.116 ms | 0 - 52 MB | NPU
113
+ | SINet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 10.806 ms | 0 - 39 MB | NPU
114
+ | SINet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 8.156 ms | 0 - 35 MB | NPU
115
+ | SINet | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.44 ms | 0 - 41 MB | NPU
116
+ | SINet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.197 ms | 0 - 42 MB | NPU
117
+ | SINet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.495 ms | 0 - 0 MB | NPU
118
+ | SINet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.583 ms | 0 - 0 MB | NPU
119
+ | SINet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.805 ms | 0 - 49 MB | NPU
120
+ | SINet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 7.504 ms | 0 - 37 MB | NPU
121
+ | SINet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.21 ms | 0 - 66 MB | NPU
122
+ | SINet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.573 ms | 0 - 38 MB | NPU
123
+ | SINet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 4.598 ms | 2 - 4 MB | NPU
124
+ | SINet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 4.479 ms | 0 - 49 MB | NPU
125
+ | SINet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 7.504 ms | 0 - 37 MB | NPU
126
+ | SINet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 5.258 ms | 0 - 34 MB | NPU
127
+ | SINet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.354 ms | 0 - 35 MB | NPU
128
+ | SINet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.135 ms | 0 - 39 MB | NPU
 
129
  | SINet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.085 ms | 0 - 44 MB | NPU
130
+ | SINet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 3.795 ms | 0 - 33 MB | NPU
131
+ | SINet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.675 ms | 0 - 2 MB | NPU
132
+ | SINet | TFLITE | float | Qualcomm® SA8775P | 2.153 ms | 0 - 36 MB | NPU
133
+ | SINet | TFLITE | float | Qualcomm® QCS9075 | 2.122 ms | 1 - 4 MB | NPU
134
+ | SINet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 2.047 ms | 0 - 49 MB | NPU
135
+ | SINet | TFLITE | float | Qualcomm® SA7255P | 3.795 ms | 0 - 33 MB | NPU
136
+ | SINet | TFLITE | float | Qualcomm® SA8295P | 2.598 ms | 0 - 34 MB | NPU
137
+ | SINet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.846 ms | 0 - 30 MB | NPU
138
+ | SINet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.692 ms | 0 - 38 MB | NPU
139
+ | SINet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.033 ms | 0 - 47 MB | NPU
140
+ | SINet | TFLITE | w8a8 | Qualcomm® QCS6490 | 21.089 ms | 0 - 12 MB | NPU
141
+ | SINet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 3.053 ms | 0 - 36 MB | NPU
142
+ | SINet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.474 ms | 0 - 2 MB | NPU
143
+ | SINet | TFLITE | w8a8 | Qualcomm® SA8775P | 7.587 ms | 0 - 36 MB | NPU
144
+ | SINet | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.791 ms | 0 - 3 MB | NPU
145
+ | SINet | TFLITE | w8a8 | Qualcomm® QCM6690 | 17.499 ms | 0 - 32 MB | NPU
146
+ | SINet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.682 ms | 0 - 48 MB | NPU
147
+ | SINet | TFLITE | w8a8 | Qualcomm® SA7255P | 3.053 ms | 0 - 36 MB | NPU
148
+ | SINet | TFLITE | w8a8 | Qualcomm® SA8295P | 2.216 ms | 0 - 34 MB | NPU
149
+ | SINet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.742 ms | 0 - 39 MB | NPU
150
+ | SINet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.6 ms | 0 - 35 MB | NPU
151
+ | SINet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.635 ms | 0 - 39 MB | NPU
152
 
153
  ## License
154
  * The license for the original implementation of SINet can be found