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YamNet

Audio Classification
PyTorch
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v0.47.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +97 -89
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/quic/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.
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.46.0/yamnet-onnx-float.zip)
32
- | ONNX | w8a16 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.46.0/yamnet-onnx-w8a16.zip)
33
- | ONNX | w8a8 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.46.0/yamnet-onnx-w8a8.zip)
34
- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.46.0/yamnet-qnn_dlc-float.zip)
35
- | QNN_DLC | w8a16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.46.0/yamnet-qnn_dlc-w8a16.zip)
36
- | QNN_DLC | w8a8 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.46.0/yamnet-qnn_dlc-w8a8.zip)
37
- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.46.0/yamnet-tflite-float.zip)
38
- | TFLITE | w8a8 | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.46.0/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/quic/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/quic/ai-hub-models/blob/main/qai_hub_models/models/yamnet) for usage instructions.
53
 
54
  ## Model Details
55
 
@@ -64,90 +64,98 @@ See our repository for [YamNet on GitHub](https://github.com/quic/ai-hub-models/
64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
- | YamNet | ONNX | float | Snapdragon® X Elite | 0.286 ms | 8 - 8 MB | NPU
68
- | YamNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.33 ms | 0 - 109 MB | NPU
69
- | YamNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.367 ms | 0 - 117 MB | NPU
70
- | YamNet | ONNX | float | Qualcomm® QCS9075 | 0.487 ms | 0 - 3 MB | NPU
71
- | YamNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.269 ms | 0 - 92 MB | NPU
72
- | YamNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.26 ms | 0 - 92 MB | NPU
 
 
73
  | YamNet | ONNX | w8a16 | Snapdragon® X Elite | 0.21 ms | 4 - 4 MB | NPU
74
- | YamNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.265 ms | 0 - 106 MB | NPU
75
- | YamNet | ONNX | w8a16 | Qualcomm® QCS6490 | 11.068 ms | 9 - 14 MB | CPU
76
- | YamNet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.317 ms | 0 - 11 MB | NPU
77
- | YamNet | ONNX | w8a16 | Qualcomm® QCS9075 | 0.394 ms | 0 - 3 MB | NPU
78
- | YamNet | ONNX | w8a16 | Qualcomm® QCM6690 | 6.783 ms | 6 - 13 MB | CPU
79
- | YamNet | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.208 ms | 0 - 96 MB | NPU
80
- | YamNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.83 ms | 6 - 13 MB | CPU
81
- | YamNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.204 ms | 0 - 95 MB | NPU
82
- | YamNet | ONNX | w8a8 | Snapdragon® X Elite | 0.22 ms | 4 - 4 MB | NPU
83
- | YamNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.255 ms | 0 - 105 MB | NPU
84
- | YamNet | ONNX | w8a8 | Qualcomm® QCS6490 | 1.655 ms | 0 - 6 MB | CPU
85
- | YamNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.333 ms | 0 - 6 MB | NPU
86
- | YamNet | ONNX | w8a8 | Qualcomm® QCS9075 | 0.393 ms | 0 - 3 MB | NPU
87
- | YamNet | ONNX | w8a8 | Qualcomm® QCM6690 | 0.825 ms | 0 - 8 MB | CPU
88
- | YamNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.207 ms | 0 - 92 MB | NPU
89
- | YamNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.561 ms | 0 - 7 MB | CPU
90
- | YamNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.2 ms | 0 - 95 MB | NPU
91
- | YamNet | QNN_DLC | float | Snapdragon® X Elite | 0.286 ms | 0 - 0 MB | NPU
92
- | YamNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.181 ms | 0 - 38 MB | NPU
93
- | YamNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.211 ms | 0 - 25 MB | NPU
94
- | YamNet | QNN_DLC | float | Qualcomm® SA8775P | 0.36 ms | 0 - 23 MB | NPU
95
- | YamNet | QNN_DLC | float | Qualcomm® QCS9075 | 0.259 ms | 0 - 2 MB | NPU
96
- | YamNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 0.355 ms | 0 - 39 MB | NPU
97
- | YamNet | QNN_DLC | float | Qualcomm® SA8295P | 0.556 ms | 0 - 20 MB | NPU
98
- | YamNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.161 ms | 0 - 25 MB | NPU
99
- | YamNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.15 ms | 0 - 24 MB | NPU
100
- | YamNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.214 ms | 0 - 0 MB | NPU
101
- | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.116 ms | 0 - 35 MB | NPU
102
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 0.631 ms | 0 - 2 MB | NPU
 
 
 
 
 
103
  | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 0.421 ms | 0 - 23 MB | NPU
104
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.136 ms | 0 - 1 MB | NPU
105
- | YamNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.268 ms | 0 - 25 MB | NPU
106
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.184 ms | 0 - 2 MB | NPU
107
- | YamNet | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 0.502 ms | 0 - 22 MB | NPU
108
  | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.214 ms | 0 - 36 MB | NPU
109
  | YamNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 0.421 ms | 0 - 23 MB | NPU
110
- | YamNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 0.428 ms | 0 - 21 MB | NPU
111
- | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.094 ms | 0 - 21 MB | NPU
112
- | YamNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.171 ms | 0 - 22 MB | NPU
113
- | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.098 ms | 0 - 25 MB | NPU
114
- | YamNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.202 ms | 0 - 0 MB | NPU
115
- | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.11 ms | 0 - 35 MB | NPU
116
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 0.624 ms | 0 - 2 MB | NPU
117
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.392 ms | 0 - 24 MB | NPU
118
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.131 ms | 0 - 1 MB | NPU
119
- | YamNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.273 ms | 0 - 24 MB | NPU
 
120
  | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.183 ms | 0 - 2 MB | NPU
121
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 0.434 ms | 0 - 22 MB | NPU
122
- | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.205 ms | 0 - 36 MB | NPU
123
- | YamNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 0.392 ms | 0 - 24 MB | NPU
124
- | YamNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.443 ms | 0 - 21 MB | NPU
125
- | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.094 ms | 0 - 25 MB | NPU
126
- | YamNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.164 ms | 0 - 22 MB | NPU
127
- | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.089 ms | 0 - 25 MB | NPU
128
- | YamNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.181 ms | 0 - 44 MB | NPU
129
- | YamNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 1.962 ms | 0 - 20 MB | GPU
130
- | YamNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.221 ms | 0 - 1 MB | NPU
131
- | YamNet | TFLITE | float | Qualcomm® SA8775P | 0.368 ms | 0 - 31 MB | NPU
132
- | YamNet | TFLITE | float | Qualcomm® QCS9075 | 0.261 ms | 0 - 10 MB | NPU
133
- | YamNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 0.355 ms | 0 - 45 MB | NPU
134
- | YamNet | TFLITE | float | Qualcomm® SA7255P | 1.962 ms | 0 - 20 MB | GPU
135
- | YamNet | TFLITE | float | Qualcomm® SA8295P | 0.561 ms | 0 - 27 MB | NPU
136
- | YamNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.159 ms | 0 - 32 MB | NPU
137
- | YamNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.146 ms | 0 - 30 MB | NPU
138
- | YamNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.109 ms | 0 - 35 MB | NPU
139
- | YamNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 0.51 ms | 0 - 6 MB | NPU
140
- | YamNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.418 ms | 0 - 23 MB | NPU
141
- | YamNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.131 ms | 0 - 7 MB | NPU
142
- | YamNet | TFLITE | w8a8 | Qualcomm® SA8775P | 0.784 ms | 0 - 24 MB | NPU
143
- | YamNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.182 ms | 0 - 6 MB | NPU
144
- | YamNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 0.426 ms | 0 - 21 MB | NPU
145
- | YamNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.208 ms | 0 - 37 MB | NPU
146
- | YamNet | TFLITE | w8a8 | Qualcomm® SA7255P | 0.418 ms | 0 - 23 MB | NPU
147
- | YamNet | TFLITE | w8a8 | Qualcomm® SA8295P | 0.434 ms | 0 - 20 MB | NPU
148
- | YamNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.101 ms | 0 - 26 MB | NPU
149
  | YamNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.169 ms | 0 - 21 MB | NPU
150
- | YamNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.095 ms | 0 - 24 MB | NPU
151
 
152
  ## License
153
  * 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/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
 
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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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
  ## 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 | 0.089 ms | 8 - 8 MB | NPU
68
+ | YamNet | ONNX | float | Snapdragon® X Elite | 0.287 ms | 8 - 8 MB | NPU
69
+ | YamNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.175 ms | 0 - 38 MB | NPU
70
+ | YamNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.22 ms | 0 - 28 MB | NPU
71
+ | YamNet | ONNX | float | Qualcomm® QCS9075 | 0.3 ms | 0 - 3 MB | NPU
72
+ | YamNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.157 ms | 0 - 21 MB | NPU
73
+ | YamNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.148 ms | 0 - 24 MB | NPU
74
+ | YamNet | ONNX | w8a16 | Snapdragon® X2 Elite | 0.064 ms | 0 - 0 MB | NPU
75
  | YamNet | ONNX | w8a16 | Snapdragon® X Elite | 0.21 ms | 4 - 4 MB | NPU
76
+ | YamNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.111 ms | 0 - 37 MB | NPU
77
+ | YamNet | ONNX | w8a16 | Qualcomm® QCS6490 | 13.793 ms | 11 - 15 MB | CPU
78
+ | YamNet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.138 ms | 0 - 5 MB | NPU
79
+ | YamNet | ONNX | w8a16 | Qualcomm® QCS9075 | 0.213 ms | 0 - 3 MB | NPU
80
+ | YamNet | ONNX | w8a16 | Qualcomm® QCM6690 | 4.691 ms | 0 - 7 MB | CPU
81
+ | YamNet | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.1 ms | 0 - 23 MB | NPU
82
+ | YamNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.404 ms | 0 - 7 MB | CPU
83
+ | YamNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.097 ms | 0 - 26 MB | NPU
84
+ | YamNet | ONNX | w8a8 | Snapdragon® X2 Elite | 0.057 ms | 0 - 0 MB | NPU
85
+ | YamNet | ONNX | w8a8 | Snapdragon® X Elite | 0.215 ms | 4 - 4 MB | NPU
86
+ | YamNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.109 ms | 0 - 38 MB | NPU
87
+ | YamNet | ONNX | w8a8 | Qualcomm® QCS6490 | 1.658 ms | 0 - 6 MB | CPU
88
+ | YamNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.141 ms | 0 - 6 MB | NPU
89
+ | YamNet | ONNX | w8a8 | Qualcomm® QCS9075 | 0.218 ms | 0 - 3 MB | NPU
90
+ | YamNet | ONNX | w8a8 | Qualcomm® QCM6690 | 0.892 ms | 0 - 8 MB | CPU
91
+ | YamNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.096 ms | 0 - 23 MB | NPU
92
+ | YamNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.633 ms | 0 - 7 MB | CPU
93
+ | YamNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.098 ms | 0 - 26 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 | 0.273 ms | 0 - 0 MB | NPU
96
+ | YamNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.168 ms | 0 - 37 MB | NPU
97
+ | YamNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 0.665 ms | 0 - 22 MB | NPU
98
+ | YamNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.216 ms | 0 - 1 MB | NPU
99
+ | YamNet | QNN_DLC | float | Qualcomm® SA8775P | 0.367 ms | 0 - 22 MB | NPU
100
+ | YamNet | QNN_DLC | float | Qualcomm® QCS9075 | 0.262 ms | 2 - 4 MB | NPU
101
+ | YamNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 0.352 ms | 0 - 39 MB | NPU
102
+ | YamNet | QNN_DLC | float | Qualcomm® SA7255P | 0.665 ms | 0 - 22 MB | NPU
103
+ | YamNet | QNN_DLC | float | Qualcomm® SA8295P | 0.566 ms | 0 - 20 MB | NPU
104
+ | YamNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.147 ms | 0 - 21 MB | NPU
105
+ | YamNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.144 ms | 0 - 24 MB | NPU
106
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.158 ms | 0 - 0 MB | NPU
107
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.221 ms | 0 - 0 MB | NPU
108
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.102 ms | 0 - 35 MB | NPU
109
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 0.603 ms | 2 - 4 MB | NPU
110
  | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 0.421 ms | 0 - 23 MB | NPU
111
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.136 ms | 0 - 8 MB | NPU
112
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.276 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 | 0.518 ms | 0 - 22 MB | NPU
115
  | YamNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.214 ms | 0 - 36 MB | NPU
116
  | YamNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 0.421 ms | 0 - 23 MB | NPU
117
+ | YamNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 0.423 ms | 0 - 21 MB | NPU
118
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.105 ms | 0 - 21 MB | NPU
119
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.167 ms | 0 - 22 MB | NPU
120
+ | YamNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.091 ms | 0 - 25 MB | NPU
121
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.186 ms | 0 - 0 MB | NPU
122
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.209 ms | 0 - 0 MB | NPU
123
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.114 ms | 0 - 35 MB | NPU
124
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 0.616 ms | 0 - 2 MB | NPU
125
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.405 ms | 0 - 24 MB | NPU
126
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.139 ms | 0 - 1 MB | NPU
127
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.281 ms | 0 - 25 MB | NPU
128
  | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.183 ms | 0 - 2 MB | NPU
129
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 0.431 ms | 0 - 23 MB | NPU
130
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.212 ms | 0 - 36 MB | NPU
131
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 0.405 ms | 0 - 24 MB | NPU
132
+ | YamNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.43 ms | 0 - 21 MB | NPU
133
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.104 ms | 0 - 25 MB | NPU
134
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.161 ms | 0 - 22 MB | NPU
135
+ | YamNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.098 ms | 0 - 25 MB | NPU
136
+ | YamNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.182 ms | 0 - 44 MB | NPU
137
+ | YamNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 0.699 ms | 0 - 28 MB | NPU
138
+ | YamNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.218 ms | 0 - 3 MB | NPU
139
+ | YamNet | TFLITE | float | Qualcomm® SA8775P | 1.149 ms | 0 - 29 MB | NPU
140
+ | YamNet | TFLITE | float | Qualcomm® QCS9075 | 0.262 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 | 0.699 ms | 0 - 28 MB | NPU
143
+ | YamNet | TFLITE | float | Qualcomm® SA8295P | 0.571 ms | 0 - 27 MB | NPU
144
+ | YamNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.161 ms | 0 - 32 MB | NPU
145
+ | YamNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.154 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 | 0.524 ms | 0 - 6 MB | NPU
148
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.423 ms | 0 - 23 MB | NPU
149
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.139 ms | 0 - 1 MB | NPU
150
+ | YamNet | TFLITE | w8a8 | Qualcomm® SA8775P | 0.289 ms | 0 - 24 MB | NPU
151
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.188 ms | 0 - 6 MB | NPU
152
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 0.433 ms | 0 - 21 MB | NPU
153
+ | YamNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.223 ms | 0 - 37 MB | NPU
154
+ | YamNet | TFLITE | w8a8 | Qualcomm® SA7255P | 0.423 ms | 0 - 23 MB | NPU
155
+ | YamNet | TFLITE | w8a8 | Qualcomm® SA8295P | 0.446 ms | 0 - 20 MB | NPU
156
+ | YamNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.102 ms | 0 - 26 MB | NPU
157
  | YamNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.169 ms | 0 - 21 MB | NPU
158
+ | YamNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.086 ms | 0 - 24 MB | NPU
159
 
160
  ## License
161
  * The license for the original implementation of YamNet can be found