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MobileNet-v2

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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 +123 -88
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
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  MobileNetV2 is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.
17
 
18
  This is based on the implementation of MobileNet-v2 found [here](https://github.com/tonylins/pytorch-mobilenet-v2/tree/master).
19
- 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/mobilenet_v2) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
@@ -29,27 +29,30 @@ Below are pre-exported model assets ready for deployment.
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30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
- | 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/mobilenet_v2/releases/v0.46.0/mobilenet_v2-onnx-float.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.46.0/mobilenet_v2-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.46.0/mobilenet_v2-qnn_dlc-w8a16.zip)
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- | QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.46.0/mobilenet_v2-qnn_dlc-w8a16_mixed_int16.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.46.0/mobilenet_v2-qnn_dlc-w8a8.zip)
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- | 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/mobilenet_v2/releases/v0.46.0/mobilenet_v2-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/mobilenet_v2/releases/v0.46.0/mobilenet_v2-tflite-w8a8.zip)
 
 
 
39
 
40
  For more device-specific assets and performance metrics, visit **[MobileNet-v2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilenet_v2)**.
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/mobilenet_v2) 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 [MobileNet-v2 on GitHub](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/mobilenet_v2) for usage instructions.
53
 
54
  ## Model Details
55
 
@@ -65,85 +68,117 @@ See our repository for [MobileNet-v2 on GitHub](https://github.com/quic/ai-hub-m
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
- | MobileNet-v2 | ONNX | float | Snapdragon® X Elite | 0.77 ms | 7 - 7 MB | NPU
69
- | MobileNet-v2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.523 ms | 0 - 120 MB | NPU
70
- | MobileNet-v2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.801 ms | 0 - 48 MB | NPU
71
- | MobileNet-v2 | ONNX | float | Qualcomm® QCS9075 | 1.078 ms | 1 - 3 MB | NPU
72
- | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.465 ms | 0 - 100 MB | NPU
73
- | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.377 ms | 0 - 100 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Snapdragon® X Elite | 1.048 ms | 1 - 1 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.603 ms | 0 - 51 MB | NPU
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- | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.666 ms | 1 - 32 MB | NPU
77
- | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.897 ms | 1 - 2 MB | NPU
78
- | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8775P | 1.209 ms | 1 - 33 MB | NPU
79
- | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS9075 | 1.127 ms | 1 - 3 MB | NPU
80
- | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.715 ms | 0 - 54 MB | NPU
81
- | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA7255P | 2.666 ms | 1 - 32 MB | NPU
82
- | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8295P | 1.468 ms | 0 - 30 MB | NPU
83
- | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.444 ms | 1 - 31 MB | NPU
84
- | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.333 ms | 1 - 35 MB | NPU
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- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.959 ms | 0 - 0 MB | NPU
86
- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.572 ms | 0 - 41 MB | NPU
87
- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.276 ms | 0 - 2 MB | NPU
88
- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.775 ms | 0 - 29 MB | NPU
89
- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.799 ms | 0 - 2 MB | NPU
90
- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.295 ms | 0 - 30 MB | NPU
91
- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.982 ms | 2 - 4 MB | NPU
92
- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 3.38 ms | 0 - 141 MB | NPU
93
- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.989 ms | 0 - 44 MB | NPU
94
- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.775 ms | 0 - 29 MB | NPU
95
- | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.267 ms | 0 - 27 MB | NPU
96
- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.375 ms | 0 - 28 MB | NPU
97
- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.878 ms | 0 - 145 MB | NPU
98
- | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.301 ms | 0 - 32 MB | NPU
99
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.01 ms | 0 - 0 MB | NPU
100
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.618 ms | 0 - 41 MB | NPU
101
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 2.007 ms | 0 - 29 MB | NPU
102
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 0.863 ms | 0 - 12 MB | NPU
103
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.051 ms | 0 - 31 MB | NPU
104
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS9075 | 1.048 ms | 0 - 2 MB | NPU
105
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCM6690 | 4.756 ms | 0 - 142 MB | NPU
106
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 2.007 ms | 0 - 29 MB | NPU
107
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.41 ms | 0 - 29 MB | NPU
108
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 1.004 ms | 0 - 142 MB | NPU
109
- | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.324 ms | 0 - 33 MB | NPU
110
- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.579 ms | 0 - 0 MB | NPU
111
- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.326 ms | 0 - 40 MB | NPU
112
- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.373 ms | 0 - 2 MB | NPU
113
- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.062 ms | 0 - 29 MB | NPU
114
- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.46 ms | 0 - 1 MB | NPU
115
- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.631 ms | 0 - 31 MB | NPU
116
- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.525 ms | 0 - 2 MB | NPU
117
- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 1.76 ms | 0 - 28 MB | NPU
118
- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.609 ms | 0 - 41 MB | NPU
119
- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.062 ms | 0 - 29 MB | NPU
120
- | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.832 ms | 0 - 27 MB | NPU
121
- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.223 ms | 0 - 32 MB | NPU
122
- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.469 ms | 0 - 28 MB | NPU
123
- | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.181 ms | 0 - 31 MB | NPU
124
- | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.593 ms | 0 - 55 MB | NPU
125
- | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.729 ms | 0 - 35 MB | NPU
126
- | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.898 ms | 0 - 2 MB | NPU
127
- | MobileNet-v2 | TFLITE | float | Qualcomm® SA8775P | 5.179 ms | 0 - 35 MB | NPU
128
- | MobileNet-v2 | TFLITE | float | Qualcomm® QCS9075 | 1.13 ms | 0 - 10 MB | NPU
129
- | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.708 ms | 0 - 56 MB | NPU
130
- | MobileNet-v2 | TFLITE | float | Qualcomm® SA7255P | 2.729 ms | 0 - 35 MB | NPU
131
- | MobileNet-v2 | TFLITE | float | Qualcomm® SA8295P | 1.519 ms | 0 - 32 MB | NPU
132
- | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.451 ms | 0 - 40 MB | NPU
133
- | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.341 ms | 0 - 39 MB | NPU
134
- | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.289 ms | 0 - 41 MB | NPU
135
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.136 ms | 0 - 7 MB | NPU
136
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.987 ms | 0 - 31 MB | NPU
137
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.408 ms | 0 - 1 MB | NPU
138
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.605 ms | 0 - 33 MB | NPU
139
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.539 ms | 0 - 6 MB | NPU
140
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCM6690 | 1.649 ms | 0 - 27 MB | NPU
141
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.546 ms | 0 - 45 MB | NPU
142
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA7255P | 0.987 ms | 0 - 31 MB | NPU
143
- | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8295P | 0.808 ms | 0 - 28 MB | NPU
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- | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.214 ms | 0 - 28 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
145
  | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.421 ms | 0 - 28 MB | NPU
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- | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.184 ms | 0 - 34 MB | NPU
147
 
148
  ## License
149
  * The license for the original implementation of MobileNet-v2 can be found
 
16
  MobileNetV2 is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.
17
 
18
  This is based on the implementation of MobileNet-v2 found [here](https://github.com/tonylins/pytorch-mobilenet-v2/tree/master).
19
+ 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/mobilenet_v2) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
 
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | 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/mobilenet_v2/releases/v0.47.0/mobilenet_v2-onnx-float.zip)
33
+ | 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/mobilenet_v2/releases/v0.47.0/mobilenet_v2-onnx-w8a16.zip)
34
+ | ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.47.0/mobilenet_v2-onnx-w8a16_mixed_int16.zip)
35
+ | 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/mobilenet_v2/releases/v0.47.0/mobilenet_v2-onnx-w8a8.zip)
36
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.47.0/mobilenet_v2-qnn_dlc-float.zip)
37
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.47.0/mobilenet_v2-qnn_dlc-w8a16.zip)
38
+ | QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.47.0/mobilenet_v2-qnn_dlc-w8a16_mixed_int16.zip)
39
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilenet_v2/releases/v0.47.0/mobilenet_v2-qnn_dlc-w8a8.zip)
40
+ | 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/mobilenet_v2/releases/v0.47.0/mobilenet_v2-tflite-float.zip)
41
+ | 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/mobilenet_v2/releases/v0.47.0/mobilenet_v2-tflite-w8a8.zip)
42
 
43
  For more device-specific assets and performance metrics, visit **[MobileNet-v2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilenet_v2)**.
44
 
45
 
46
  ### Option 2: Export with Custom Configurations
47
 
48
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/mobilenet_v2) Python library to compile and export the model with your own:
49
  - Custom weights (e.g., fine-tuned checkpoints)
50
  - Custom input shapes
51
  - Target device and runtime configurations
52
 
53
  This option is ideal if you need to customize the model beyond the default configuration provided here.
54
 
55
+ See our repository for [MobileNet-v2 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/mobilenet_v2) for usage instructions.
56
 
57
  ## Model Details
58
 
 
68
  ## Performance Summary
69
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
70
  |---|---|---|---|---|---|---
71
+ | MobileNet-v2 | ONNX | float | Snapdragon® X2 Elite | 0.322 ms | 7 - 7 MB | NPU
72
+ | MobileNet-v2 | ONNX | float | Snapdragon® X Elite | 0.759 ms | 7 - 7 MB | NPU
73
+ | MobileNet-v2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.43 ms | 0 - 52 MB | NPU
74
+ | MobileNet-v2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.629 ms | 0 - 2 MB | NPU
75
+ | MobileNet-v2 | ONNX | float | Qualcomm® QCS9075 | 0.884 ms | 1 - 3 MB | NPU
76
+ | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.338 ms | 0 - 30 MB | NPU
77
+ | MobileNet-v2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.277 ms | 0 - 34 MB | NPU
78
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.278 ms | 5 - 5 MB | NPU
79
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® X Elite | 0.7 ms | 3 - 3 MB | NPU
80
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.413 ms | 0 - 47 MB | NPU
81
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® QCS6490 | 49.034 ms | 15 - 18 MB | CPU
82
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.577 ms | 0 - 6 MB | NPU
83
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® QCS9075 | 0.776 ms | 0 - 3 MB | NPU
84
+ | MobileNet-v2 | ONNX | w8a16 | Qualcomm® QCM6690 | 18.423 ms | 14 - 21 MB | CPU
85
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.293 ms | 0 - 30 MB | NPU
86
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 13.122 ms | 15 - 22 MB | CPU
87
+ | MobileNet-v2 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.218 ms | 0 - 36 MB | NPU
88
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.304 ms | 6 - 6 MB | NPU
89
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 0.759 ms | 4 - 4 MB | NPU
90
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.461 ms | 0 - 47 MB | NPU
91
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® QCS6490 | 48.871 ms | 14 - 17 MB | CPU
92
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 0.64 ms | 0 - 2 MB | NPU
93
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® QCS9075 | 0.819 ms | 0 - 3 MB | NPU
94
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Qualcomm® QCM6690 | 18.292 ms | 14 - 22 MB | CPU
95
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.341 ms | 0 - 37 MB | NPU
96
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 13.055 ms | 15 - 24 MB | CPU
97
+ | MobileNet-v2 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.258 ms | 0 - 36 MB | NPU
98
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.258 ms | 5 - 5 MB | NPU
99
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® X Elite | 0.619 ms | 3 - 3 MB | NPU
100
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.342 ms | 0 - 45 MB | NPU
101
+ | MobileNet-v2 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.489 ms | 0 - 2 MB | NPU
102
+ | MobileNet-v2 | ONNX | w8a8 | Qualcomm® QCS9075 | 0.646 ms | 0 - 3 MB | NPU
103
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.3 ms | 0 - 30 MB | NPU
104
+ | MobileNet-v2 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.272 ms | 0 - 35 MB | NPU
105
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® X2 Elite | 0.519 ms | 1 - 1 MB | NPU
106
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® X Elite | 1.136 ms | 1 - 1 MB | NPU
107
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.605 ms | 0 - 51 MB | NPU
108
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.725 ms | 1 - 31 MB | NPU
109
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.941 ms | 1 - 32 MB | NPU
110
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8775P | 1.254 ms | 1 - 33 MB | NPU
111
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS9075 | 1.13 ms | 1 - 3 MB | NPU
112
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.712 ms | 0 - 54 MB | NPU
113
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA7255P | 2.725 ms | 1 - 31 MB | NPU
114
+ | MobileNet-v2 | QNN_DLC | float | Qualcomm® SA8295P | 1.509 ms | 0 - 30 MB | NPU
115
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.459 ms | 1 - 31 MB | NPU
116
+ | MobileNet-v2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.356 ms | 1 - 36 MB | NPU
117
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.483 ms | 0 - 0 MB | NPU
118
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.961 ms | 0 - 0 MB | NPU
119
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.573 ms | 0 - 40 MB | NPU
120
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.375 ms | 2 - 4 MB | NPU
121
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.788 ms | 0 - 29 MB | NPU
122
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.809 ms | 0 - 2 MB | NPU
123
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.31 ms | 0 - 30 MB | NPU
124
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.992 ms | 0 - 2 MB | NPU
125
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 3.372 ms | 0 - 142 MB | NPU
126
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.99 ms | 0 - 43 MB | NPU
127
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.788 ms | 0 - 29 MB | NPU
128
+ | MobileNet-v2 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.271 ms | 0 - 27 MB | NPU
129
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.384 ms | 0 - 27 MB | NPU
130
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.862 ms | 0 - 141 MB | NPU
131
+ | MobileNet-v2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.298 ms | 0 - 32 MB | NPU
132
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.465 ms | 0 - 0 MB | NPU
133
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.031 ms | 0 - 0 MB | NPU
134
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.62 ms | 0 - 41 MB | NPU
135
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 1.958 ms | 0 - 29 MB | NPU
136
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 0.861 ms | 0 - 2 MB | NPU
137
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 4.629 ms | 0 - 30 MB | NPU
138
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS9075 | 1.03 ms | 2 - 4 MB | NPU
139
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCM6690 | 4.76 ms | 0 - 142 MB | NPU
140
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 1.958 ms | 0 - 29 MB | NPU
141
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.415 ms | 0 - 33 MB | NPU
142
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 0.99 ms | 0 - 142 MB | NPU
143
+ | MobileNet-v2 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.319 ms | 0 - 33 MB | NPU
144
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.276 ms | 0 - 0 MB | NPU
145
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.555 ms | 0 - 0 MB | NPU
146
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.308 ms | 0 - 40 MB | NPU
147
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.355 ms | 0 - 2 MB | NPU
148
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.027 ms | 0 - 30 MB | NPU
149
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.438 ms | 0 - 2 MB | NPU
150
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.619 ms | 0 - 30 MB | NPU
151
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.538 ms | 0 - 2 MB | NPU
152
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 1.739 ms | 0 - 28 MB | NPU
153
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.595 ms | 0 - 42 MB | NPU
154
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.027 ms | 0 - 30 MB | NPU
155
+ | MobileNet-v2 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.809 ms | 0 - 27 MB | NPU
156
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.215 ms | 0 - 32 MB | NPU
157
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.466 ms | 0 - 28 MB | NPU
158
+ | MobileNet-v2 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.18 ms | 0 - 32 MB | NPU
159
+ | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.594 ms | 0 - 56 MB | NPU
160
+ | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.731 ms | 0 - 35 MB | NPU
161
+ | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.925 ms | 0 - 2 MB | NPU
162
+ | MobileNet-v2 | TFLITE | float | Qualcomm® SA8775P | 1.265 ms | 0 - 37 MB | NPU
163
+ | MobileNet-v2 | TFLITE | float | Qualcomm® QCS9075 | 1.127 ms | 0 - 10 MB | NPU
164
+ | MobileNet-v2 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.721 ms | 0 - 57 MB | NPU
165
+ | MobileNet-v2 | TFLITE | float | Qualcomm® SA7255P | 2.731 ms | 0 - 35 MB | NPU
166
+ | MobileNet-v2 | TFLITE | float | Qualcomm® SA8295P | 1.497 ms | 0 - 32 MB | NPU
167
+ | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.451 ms | 0 - 39 MB | NPU
168
+ | MobileNet-v2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.35 ms | 0 - 39 MB | NPU
169
+ | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.285 ms | 0 - 42 MB | NPU
170
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.178 ms | 0 - 7 MB | NPU
171
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.992 ms | 0 - 31 MB | NPU
172
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.415 ms | 0 - 2 MB | NPU
173
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.618 ms | 0 - 32 MB | NPU
174
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.535 ms | 0 - 6 MB | NPU
175
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCM6690 | 1.654 ms | 0 - 29 MB | NPU
176
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.541 ms | 0 - 45 MB | NPU
177
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA7255P | 0.992 ms | 0 - 31 MB | NPU
178
+ | MobileNet-v2 | TFLITE | w8a8 | Qualcomm® SA8295P | 0.793 ms | 0 - 28 MB | NPU
179
+ | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.212 ms | 0 - 29 MB | NPU
180
  | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.421 ms | 0 - 28 MB | NPU
181
+ | MobileNet-v2 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.187 ms | 0 - 34 MB | NPU
182
 
183
  ## License
184
  * The license for the original implementation of MobileNet-v2 can be found