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YamNet

Audio Classification
PyTorch
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v0.49.1

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See https://github.com/qualcomm/ai-hub-models/releases/v0.49.1 for changelog.

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  1. README.md +98 -98
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: audio-classification
15
  An audio event classifier trained on the AudioSet dataset to predict audio events from the AudioSet ontology employing the Mobilenet_v1 depthwise-separable convolution architecture.
16
 
17
  This is based on the implementation of YamNet found [here](https://github.com/w-hc/torch_audioset).
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/yamnet) 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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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/yamnet/releases/v0.48.0/yamnet-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/yamnet/releases/v0.48.0/yamnet-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/yamnet/releases/v0.48.0/yamnet-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/yamnet/releases/v0.48.0/yamnet-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/yamnet/releases/v0.48.0/yamnet-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/yamnet/releases/v0.48.0/yamnet-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/yamnet/releases/v0.48.0/yamnet-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/yamnet/releases/v0.48.0/yamnet-tflite-w8a8.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[YamNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/yamnet)**.
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/yamnet) 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 [YamNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/yamnet) for usage instructions.
53
 
54
  ## Model Details
55
 
@@ -64,98 +64,98 @@ See our repository for [YamNet on GitHub](https://github.com/qualcomm/ai-hub-mod
64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
- | YamNet | ONNX | float | Snapdragon® X2 Elite | 0.092 ms | 8 - 8 MB | NPU
68
- | YamNet | ONNX | float | Snapdragon® X Elite | 0.274 ms | 8 - 8 MB | NPU
69
- | YamNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.173 ms | 0 - 38 MB | NPU
70
- | YamNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.22 ms | 0 - 10 MB | NPU
71
- | YamNet | ONNX | float | Qualcomm® QCS9075 | 0.301 ms | 0 - 3 MB | NPU
72
- | YamNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.152 ms | 0 - 21 MB | NPU
73
- | YamNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.15 ms | 0 - 25 MB | NPU
74
- | YamNet | ONNX | w8a16 | Snapdragon® X2 Elite | 0.062 ms | 0 - 0 MB | NPU
75
- | YamNet | ONNX | w8a16 | Snapdragon® X Elite | 0.228 ms | 4 - 4 MB | NPU
76
- | YamNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.115 ms | 0 - 39 MB | NPU
77
- | YamNet | ONNX | w8a16 | Qualcomm® QCS6490 | 10.025 ms | 11 - 15 MB | CPU
78
- | YamNet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.143 ms | 0 - 2 MB | NPU
79
- | YamNet | ONNX | w8a16 | Qualcomm® QCS9075 | 0.202 ms | 0 - 3 MB | NPU
80
- | YamNet | ONNX | w8a16 | Qualcomm® QCM6690 | 4.676 ms | 1 - 8 MB | CPU
81
- | YamNet | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.106 ms | 0 - 28 MB | NPU
82
- | YamNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.401 ms | 0 - 7 MB | CPU
83
- | YamNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.105 ms | 0 - 26 MB | NPU
84
- | YamNet | ONNX | w8a8 | Snapdragon® X2 Elite | 0.061 ms | 0 - 0 MB | NPU
85
- | YamNet | ONNX | w8a8 | Snapdragon® X Elite | 0.219 ms | 4 - 4 MB | NPU
86
- | YamNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.114 ms | 0 - 38 MB | NPU
87
- | YamNet | ONNX | w8a8 | Qualcomm® QCS6490 | 1.767 ms | 0 - 6 MB | CPU
88
- | YamNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.14 ms | 0 - 2 MB | NPU
89
- | YamNet | ONNX | w8a8 | Qualcomm® QCS9075 | 0.215 ms | 0 - 3 MB | NPU
90
- | YamNet | ONNX | w8a8 | Qualcomm® QCM6690 | 0.888 ms | 0 - 7 MB | CPU
91
- | YamNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.102 ms | 0 - 22 MB | NPU
92
- | YamNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.625 ms | 0 - 7 MB | CPU
93
- | YamNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.098 ms | 0 - 27 MB | NPU
94
- | YamNet | QNN_DLC | float | Snapdragon® X2 Elite | 0.187 ms | 0 - 0 MB | NPU
95
- | YamNet | QNN_DLC | float | Snapdragon® X Elite | 0.284 ms | 0 - 0 MB | NPU
96
- | YamNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.17 ms | 0 - 37 MB | NPU
97
- | YamNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 0.672 ms | 0 - 21 MB | NPU
98
- | YamNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.211 ms | 0 - 69 MB | NPU
99
- | YamNet | QNN_DLC | float | Qualcomm® SA8775P | 0.372 ms | 0 - 23 MB | NPU
 
100
  | YamNet | QNN_DLC | float | Qualcomm® QCS9075 | 0.263 ms | 0 - 2 MB | NPU
101
- | YamNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 0.358 ms | 0 - 38 MB | NPU
102
- | YamNet | QNN_DLC | float | Qualcomm® SA7255P | 0.672 ms | 0 - 21 MB | NPU
103
- | YamNet | QNN_DLC | float | Qualcomm® SA8295P | 0.539 ms | 0 - 20 MB | NPU
104
- | YamNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.164 ms | 0 - 25 MB | NPU
105
- | YamNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.153 ms | 0 - 24 MB | NPU
106
- | YamNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.156 ms | 0 - 0 MB | NPU
107
- | YamNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.219 ms | 0 - 0 MB | NPU
108
- | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.103 ms | 0 - 35 MB | NPU
109
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 0.607 ms | 0 - 2 MB | NPU
110
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 0.417 ms | 0 - 23 MB | NPU
111
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.128 ms | 0 - 1 MB | NPU
112
- | YamNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.277 ms | 0 - 24 MB | NPU
113
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.188 ms | 0 - 2 MB | NPU
114
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 0.524 ms | 0 - 22 MB | NPU
115
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.212 ms | 0 - 37 MB | NPU
116
- | YamNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 0.417 ms | 0 - 23 MB | NPU
117
- | YamNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 0.427 ms | 0 - 21 MB | NPU
118
- | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.101 ms | 0 - 21 MB | NPU
119
- | YamNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.178 ms | 0 - 22 MB | NPU
120
- | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.098 ms | 0 - 25 MB | NPU
121
- | YamNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.164 ms | 0 - 0 MB | NPU
122
- | YamNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.215 ms | 0 - 0 MB | NPU
123
- | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.109 ms | 29 - 64 MB | NPU
124
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 0.622 ms | 0 - 2 MB | NPU
125
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.395 ms | 0 - 23 MB | NPU
126
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.136 ms | 0 - 57 MB | NPU
127
- | YamNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.277 ms | 0 - 24 MB | NPU
128
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.184 ms | 2 - 4 MB | NPU
129
  | YamNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 0.431 ms | 0 - 22 MB | NPU
130
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.207 ms | 0 - 37 MB | NPU
131
- | YamNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 0.395 ms | 0 - 23 MB | NPU
132
- | YamNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.425 ms | 0 - 21 MB | NPU
133
- | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.096 ms | 0 - 26 MB | NPU
134
- | YamNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.166 ms | 0 - 22 MB | NPU
135
- | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.085 ms | 0 - 25 MB | NPU
136
  | YamNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.179 ms | 0 - 44 MB | NPU
137
- | YamNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 0.712 ms | 0 - 29 MB | NPU
138
  | YamNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.218 ms | 0 - 1 MB | NPU
139
- | YamNet | TFLITE | float | Qualcomm® SA8775P | 0.37 ms | 0 - 30 MB | NPU
140
- | YamNet | TFLITE | float | Qualcomm® QCS9075 | 0.27 ms | 0 - 10 MB | NPU
141
- | YamNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 0.354 ms | 0 - 46 MB | NPU
142
- | YamNet | TFLITE | float | Qualcomm® SA7255P | 0.712 ms | 0 - 29 MB | NPU
143
- | YamNet | TFLITE | float | Qualcomm® SA8295P | 0.597 ms | 0 - 27 MB | NPU
144
- | YamNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.164 ms | 0 - 28 MB | NPU
145
- | YamNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.153 ms | 0 - 30 MB | NPU
146
- | YamNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.114 ms | 0 - 35 MB | NPU
147
- | YamNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 0.543 ms | 0 - 6 MB | NPU
148
- | YamNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.418 ms | 0 - 22 MB | NPU
149
- | YamNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.138 ms | 0 - 15 MB | NPU
150
- | YamNet | TFLITE | w8a8 | Qualcomm® SA8775P | 0.302 ms | 0 - 24 MB | NPU
151
- | YamNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.188 ms | 0 - 6 MB | NPU
152
- | YamNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 0.431 ms | 0 - 21 MB | NPU
153
  | YamNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.207 ms | 0 - 37 MB | NPU
154
- | YamNet | TFLITE | w8a8 | Qualcomm® SA7255P | 0.418 ms | 0 - 22 MB | NPU
155
- | YamNet | TFLITE | w8a8 | Qualcomm® SA8295P | 0.436 ms | 0 - 20 MB | NPU
156
- | YamNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.1 ms | 0 - 22 MB | NPU
157
- | YamNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.167 ms | 0 - 21 MB | NPU
158
- | YamNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.095 ms | 0 - 24 MB | NPU
159
 
160
  ## License
161
  * The license for the original implementation of YamNet can be found
 
15
  An audio event classifier trained on the AudioSet dataset to predict audio events from the AudioSet ontology employing the Mobilenet_v1 depthwise-separable convolution architecture.
16
 
17
  This is based on the implementation of YamNet found [here](https://github.com/w-hc/torch_audioset).
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/tree/v0.49.1/qai_hub_models/models/yamnet) 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/yamnet/releases/v0.49.1/yamnet-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/yamnet/releases/v0.49.1/yamnet-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/yamnet/releases/v0.49.1/yamnet-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/yamnet/releases/v0.49.1/yamnet-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/yamnet/releases/v0.49.1/yamnet-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/yamnet/releases/v0.49.1/yamnet-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/yamnet/releases/v0.49.1/yamnet-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/yamnet/releases/v0.49.1/yamnet-tflite-w8a8.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[YamNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/yamnet)**.
41
 
42
 
43
  ### Option 2: Export with Custom Configurations
44
 
45
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/yamnet) 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 [YamNet on GitHub](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/yamnet) for usage instructions.
53
 
54
  ## Model Details
55
 
 
64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
+ | YamNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.153 ms | 0 - 25 MB | NPU
68
+ | YamNet | ONNX | float | Snapdragon® X2 Elite | 0.09 ms | 8 - 8 MB | NPU
69
+ | YamNet | ONNX | float | Snapdragon® X Elite | 0.275 ms | 8 - 8 MB | NPU
70
+ | YamNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.186 ms | 0 - 37 MB | NPU
71
+ | YamNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.215 ms | 0 - 93 MB | NPU
72
+ | YamNet | ONNX | float | Qualcomm® QCS9075 | 0.29 ms | 0 - 3 MB | NPU
73
+ | YamNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.155 ms | 0 - 21 MB | NPU
74
+ | YamNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.091 ms | 0 - 26 MB | NPU
75
+ | YamNet | ONNX | w8a16 | Snapdragon® X2 Elite | 0.065 ms | 0 - 0 MB | NPU
76
+ | YamNet | ONNX | w8a16 | Snapdragon® X Elite | 0.21 ms | 4 - 4 MB | NPU
77
+ | YamNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.106 ms | 0 - 38 MB | NPU
78
+ | YamNet | ONNX | w8a16 | Qualcomm® QCS6490 | 10.426 ms | 11 - 15 MB | CPU
79
+ | YamNet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.133 ms | 0 - 2 MB | NPU
80
+ | YamNet | ONNX | w8a16 | Qualcomm® QCS9075 | 0.201 ms | 0 - 3 MB | NPU
81
+ | YamNet | ONNX | w8a16 | Qualcomm® QCM6690 | 4.642 ms | 0 - 6 MB | CPU
82
+ | YamNet | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.101 ms | 0 - 23 MB | NPU
83
+ | YamNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.385 ms | 1 - 8 MB | CPU
84
+ | YamNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.096 ms | 0 - 26 MB | NPU
85
+ | YamNet | ONNX | w8a8 | Snapdragon® X2 Elite | 0.058 ms | 0 - 0 MB | NPU
86
+ | YamNet | ONNX | w8a8 | Snapdragon® X Elite | 0.209 ms | 4 - 4 MB | NPU
87
+ | YamNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.117 ms | 0 - 37 MB | NPU
88
+ | YamNet | ONNX | w8a8 | Qualcomm® QCS6490 | 1.637 ms | 0 - 6 MB | CPU
89
+ | YamNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.14 ms | 0 - 20 MB | NPU
90
+ | YamNet | ONNX | w8a8 | Qualcomm® QCS9075 | 0.209 ms | 0 - 3 MB | NPU
91
+ | YamNet | ONNX | w8a8 | Qualcomm® QCM6690 | 0.878 ms | 0 - 7 MB | CPU
92
+ | YamNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.093 ms | 0 - 22 MB | NPU
93
+ | YamNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.615 ms | 0 - 7 MB | CPU
94
+ | YamNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.147 ms | 0 - 23 MB | NPU
95
+ | YamNet | QNN_DLC | float | Snapdragon® X2 Elite | 0.195 ms | 0 - 0 MB | NPU
96
+ | YamNet | QNN_DLC | float | Snapdragon® X Elite | 0.29 ms | 0 - 0 MB | NPU
97
+ | YamNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.168 ms | 0 - 37 MB | NPU
98
+ | YamNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 0.685 ms | 0 - 21 MB | NPU
99
+ | YamNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.215 ms | 0 - 2 MB | NPU
100
+ | YamNet | QNN_DLC | float | Qualcomm® SA8775P | 0.365 ms | 0 - 23 MB | NPU
101
  | YamNet | QNN_DLC | float | Qualcomm® QCS9075 | 0.263 ms | 0 - 2 MB | NPU
102
+ | YamNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 0.357 ms | 0 - 39 MB | NPU
103
+ | YamNet | QNN_DLC | float | Qualcomm® SA7255P | 0.685 ms | 0 - 21 MB | NPU
104
+ | YamNet | QNN_DLC | float | Qualcomm® SA8295P | 0.567 ms | 0 - 20 MB | NPU
105
+ | YamNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.152 ms | 0 - 23 MB | NPU
106
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.092 ms | 0 - 25 MB | NPU
107
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.157 ms | 0 - 0 MB | NPU
108
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.214 ms | 0 - 0 MB | NPU
109
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.113 ms | 0 - 36 MB | NPU
110
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 0.62 ms | 0 - 2 MB | NPU
111
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 0.421 ms | 0 - 23 MB | NPU
112
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.138 ms | 0 - 24 MB | NPU
113
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.28 ms | 0 - 24 MB | NPU
114
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.195 ms | 2 - 4 MB | NPU
115
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 0.516 ms | 0 - 22 MB | NPU
116
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.213 ms | 0 - 37 MB | NPU
117
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 0.421 ms | 0 - 23 MB | NPU
118
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 0.421 ms | 0 - 21 MB | NPU
119
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.104 ms | 0 - 26 MB | NPU
120
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.168 ms | 0 - 22 MB | NPU
121
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.097 ms | 0 - 24 MB | NPU
122
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.178 ms | 0 - 0 MB | NPU
123
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.208 ms | 0 - 0 MB | NPU
124
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.097 ms | 0 - 35 MB | NPU
125
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 0.618 ms | 0 - 2 MB | NPU
126
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.402 ms | 0 - 23 MB | NPU
127
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.137 ms | 0 - 1 MB | NPU
128
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.277 ms | 0 - 25 MB | NPU
129
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.194 ms | 0 - 2 MB | NPU
130
  | YamNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 0.431 ms | 0 - 22 MB | NPU
131
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.205 ms | 0 - 36 MB | NPU
132
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 0.402 ms | 0 - 23 MB | NPU
133
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.431 ms | 0 - 21 MB | NPU
134
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.092 ms | 0 - 22 MB | NPU
135
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.169 ms | 0 - 22 MB | NPU
136
+ | YamNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.155 ms | 0 - 30 MB | NPU
137
  | YamNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.179 ms | 0 - 44 MB | NPU
138
+ | YamNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 0.703 ms | 0 - 29 MB | NPU
139
  | YamNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.218 ms | 0 - 1 MB | NPU
140
+ | YamNet | TFLITE | float | Qualcomm® SA8775P | 0.385 ms | 0 - 30 MB | NPU
141
+ | YamNet | TFLITE | float | Qualcomm® QCS9075 | 0.265 ms | 0 - 10 MB | NPU
142
+ | YamNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 0.356 ms | 0 - 46 MB | NPU
143
+ | YamNet | TFLITE | float | Qualcomm® SA7255P | 0.703 ms | 0 - 29 MB | NPU
144
+ | YamNet | TFLITE | float | Qualcomm® SA8295P | 0.58 ms | 0 - 27 MB | NPU
145
+ | YamNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.152 ms | 0 - 28 MB | NPU
146
+ | YamNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.097 ms | 0 - 24 MB | NPU
147
+ | YamNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.106 ms | 0 - 35 MB | NPU
148
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 0.544 ms | 0 - 6 MB | NPU
149
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.421 ms | 0 - 23 MB | NPU
150
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.138 ms | 0 - 2 MB | NPU
151
+ | YamNet | TFLITE | w8a8 | Qualcomm® SA8775P | 0.836 ms | 0 - 23 MB | NPU
152
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.184 ms | 0 - 6 MB | NPU
153
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 0.432 ms | 0 - 21 MB | NPU
154
  | YamNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.207 ms | 0 - 37 MB | NPU
155
+ | YamNet | TFLITE | w8a8 | Qualcomm® SA7255P | 0.421 ms | 0 - 23 MB | NPU
156
+ | YamNet | TFLITE | w8a8 | Qualcomm® SA8295P | 0.443 ms | 0 - 20 MB | NPU
157
+ | YamNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.097 ms | 0 - 21 MB | NPU
158
+ | YamNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.168 ms | 0 - 21 MB | NPU
 
159
 
160
  ## License
161
  * The license for the original implementation of YamNet can be found