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WideResNet50

Image Classification
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v0.59.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

Files changed (2) hide show
  1. README.md +101 -104
  2. release_assets.json +15 -17
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-classification
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  WideResNet50 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.
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17
  This is based on the implementation of WideResNet50 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/resnet.py).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/wideresnet50) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
@@ -28,26 +28,26 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.58.0/wideresnet50-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.58.0/wideresnet50-onnx-w8a8.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.58.0/wideresnet50-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.58.0/wideresnet50-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.58.0/wideresnet50-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.58.0/wideresnet50-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[WideResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/wideresnet50)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/wideresnet50) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
- See our repository for [WideResNet50 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/wideresnet50) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -63,102 +63,99 @@ See our repository for [WideResNet50 on GitHub](https://github.com/qualcomm/ai-h
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  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | WideResNet50 | ONNX | float | Snapdragon® X2 Elite | 2.131 ms | 2 - 2 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® X Elite | 4.221 ms | 132 - 132 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.539 ms | 0 - 218 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 8.775 ms | 0 - 199 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.522 ms | 0 - 161 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® QCS8450 | 8.775 ms | 0 - 199 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 6.621 ms | 0 - 4 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.426 ms | 0 - 172 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® 8 Elite Mobile | 2.906 ms | 0 - 175 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 2.906 ms | 0 - 175 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.221 ms | 132 - 132 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.837 ms | 1 - 1 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 1.685 ms | 67 - 67 MB | NPU
79
- | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.397 ms | 0 - 131 MB | NPU
80
- | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.584 ms | 0 - 136 MB | NPU
81
- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.982 ms | 0 - 3 MB | NPU
82
- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.871 ms | 0 - 131 MB | NPU
83
- | WideResNet50 | ONNX | w8a8 | Qualcomm® QCS8450 | 2.584 ms | 0 - 136 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.23 ms | 0 - 58 MB | NPU
85
- | WideResNet50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.798 ms | 0 - 215 MB | NPU
86
- | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.15 ms | 0 - 58 MB | NPU
87
- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.915 ms | 0 - 3 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 21.539 ms | 0 - 217 MB | NPU
89
- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.798 ms | 0 - 215 MB | NPU
90
- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.23 ms | 0 - 58 MB | NPU
91
- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.685 ms | 67 - 67 MB | NPU
92
- | WideResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 2.536 ms | 1 - 1 MB | NPU
93
- | WideResNet50 | QNN_DLC | float | Snapdragon® X Elite | 4.711 ms | 1 - 1 MB | NPU
94
- | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.651 ms | 0 - 225 MB | NPU
95
- | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 9.208 ms | 0 - 197 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® QCS8275 | 24.503 ms | 1 - 174 MB | NPU
97
- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.837 ms | 1 - 12 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 7.141 ms | 1 - 169 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® SA8650P | 7.141 ms | 1 - 169 MB | NPU
100
- | WideResNet50 | QNN_DLC | float | Qualcomm® SA8255P | 7.141 ms | 1 - 169 MB | NPU
101
- | WideResNet50 | QNN_DLC | float | Qualcomm® QCS8450 | 9.208 ms | 0 - 197 MB | NPU
102
- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.863 ms | 1 - 3 MB | NPU
103
- | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.575 ms | 1 - 173 MB | NPU
104
  | WideResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 24.503 ms | 1 - 174 MB | NPU
105
- | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.9 ms | 0 - 176 MB | NPU
106
- | WideResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 7.856 ms | 1 - 152 MB | NPU
107
- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.9 ms | 0 - 176 MB | NPU
108
- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.711 ms | 1 - 1 MB | NPU
109
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.031 ms | 0 - 0 MB | NPU
110
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.779 ms | 0 - 0 MB | NPU
111
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.4 ms | 0 - 128 MB | NPU
112
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.511 ms | 0 - 131 MB | NPU
113
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.244 ms | 2 - 4 MB | NPU
114
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 4.034 ms | 0 - 55 MB | NPU
115
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.847 ms | 0 - 34 MB | NPU
116
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.02 ms | 0 - 56 MB | NPU
117
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 2.02 ms | 0 - 56 MB | NPU
118
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 2.02 ms | 0 - 56 MB | NPU
119
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.511 ms | 0 - 131 MB | NPU
120
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.204 ms | 0 - 57 MB | NPU
121
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.854 ms | 0 - 215 MB | NPU
122
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.09 ms | 0 - 57 MB | NPU
123
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.902 ms | 0 - 2 MB | NPU
124
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 19.503 ms | 0 - 216 MB | NPU
125
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.745 ms | 0 - 53 MB | NPU
126
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 4.034 ms | 0 - 55 MB | NPU
127
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.854 ms | 0 - 215 MB | NPU
128
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.204 ms | 0 - 57 MB | NPU
129
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.779 ms | 0 - 0 MB | NPU
130
- | WideResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.577 ms | 0 - 215 MB | NPU
131
- | WideResNet50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 8.174 ms | 0 - 192 MB | NPU
132
- | WideResNet50 | TFLITE | float | Qualcomm® QCS8275 | 148.009 ms | 0 - 18 MB | GPU
133
- | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.76 ms | 0 - 2 MB | NPU
134
- | WideResNet50 | TFLITE | float | Qualcomm® SA8775P | 7.038 ms | 0 - 102 MB | NPU
135
- | WideResNet50 | TFLITE | float | Qualcomm® SA8650P | 7.038 ms | 0 - 102 MB | NPU
136
- | WideResNet50 | TFLITE | float | Qualcomm® SA8255P | 7.038 ms | 0 - 102 MB | NPU
137
- | WideResNet50 | TFLITE | float | Qualcomm® QCS8450 | 8.174 ms | 0 - 192 MB | NPU
138
- | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.777 ms | 0 - 135 MB | NPU
139
- | WideResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.538 ms | 0 - 104 MB | NPU
140
- | WideResNet50 | TFLITE | float | Qualcomm® SA7255P | 148.009 ms | 0 - 18 MB | GPU
141
- | WideResNet50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.853 ms | 0 - 106 MB | NPU
142
- | WideResNet50 | TFLITE | float | Qualcomm® SA8295P | 7.758 ms | 0 - 89 MB | NPU
143
- | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.853 ms | 0 - 106 MB | NPU
144
- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.328 ms | 0 - 127 MB | NPU
145
- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.389 ms | 0 - 129 MB | NPU
146
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.06 ms | 0 - 68 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Qualcomm® QCS8275 | 3.728 ms | 0 - 52 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.729 ms | 0 - 2 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.898 ms | 0 - 54 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.898 ms | 0 - 54 MB | NPU
151
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.898 ms | 0 - 54 MB | NPU
152
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 2.389 ms | 0 - 129 MB | NPU
153
- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 1.117 ms | 0 - 54 MB | NPU
154
- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.73 ms | 0 - 207 MB | NPU
155
- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.05 ms | 0 - 55 MB | NPU
156
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.748 ms | 0 - 68 MB | NPU
157
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 17.348 ms | 0 - 212 MB | NPU
158
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 2.577 ms | 0 - 56 MB | NPU
159
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 3.728 ms | 0 - 52 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.73 ms | 0 - 207 MB | NPU
161
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.117 ms | 0 - 54 MB | NPU
162
 
163
  ## License
164
  * The license for the original implementation of WideResNet50 can be found
 
15
  WideResNet50 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.
16
 
17
  This is based on the implementation of WideResNet50 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/resnet.py).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/wideresnet50) 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 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.59.0/wideresnet50-onnx-float.zip)
32
+ | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.59.0/wideresnet50-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.59.0/wideresnet50-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.59.0/wideresnet50-qnn_dlc-w8a8.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.59.0/wideresnet50-tflite-float.zip)
36
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.59.0/wideresnet50-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[WideResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/wideresnet50)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/wideresnet50) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
+ See our repository for [WideResNet50 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/wideresnet50) for usage instructions.
51
 
52
  ## Model Details
53
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | WideResNet50 | ONNX | float | Snapdragon® X2 Elite | 2.128 ms | 2 - 2 MB | NPU
67
+ | WideResNet50 | ONNX | float | Snapdragon® X Elite | 4.223 ms | 132 - 132 MB | NPU
68
+ | WideResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.522 ms | 0 - 218 MB | NPU
69
+ | WideResNet50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 8.791 ms | 1 - 200 MB | NPU
70
+ | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.514 ms | 0 - 489 MB | NPU
71
+ | WideResNet50 | ONNX | float | Qualcomm® QCS8450 | 8.791 ms | 1 - 200 MB | NPU
72
+ | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 6.606 ms | 0 - 4 MB | NPU
73
+ | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.223 ms | 132 - 132 MB | NPU
74
+ | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 2.856 ms | 0 - 174 MB | NPU
75
+ | WideResNet50 | ONNX | float | Snapdragon® 8 Elite Mobile | 2.856 ms | 0 - 174 MB | NPU
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+ | WideResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.427 ms | 0 - 172 MB | NPU
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+ | WideResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.807 ms | 1 - 1 MB | NPU
78
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 1.681 ms | 67 - 67 MB | NPU
79
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.401 ms | 0 - 132 MB | NPU
80
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.596 ms | 0 - 136 MB | NPU
81
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.073 ms | 0 - 3 MB | NPU
82
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.861 ms | 0 - 92 MB | NPU
83
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® QCS8450 | 2.596 ms | 0 - 136 MB | NPU
84
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.928 ms | 0 - 3 MB | NPU
85
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.681 ms | 67 - 67 MB | NPU
86
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.22 ms | 0 - 58 MB | NPU
87
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.22 ms | 0 - 58 MB | NPU
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+ | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.158 ms | 0 - 60 MB | NPU
89
+ | WideResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 2.534 ms | 1 - 1 MB | NPU
90
+ | WideResNet50 | QNN_DLC | float | Snapdragon® X Elite | 4.741 ms | 1 - 1 MB | NPU
91
+ | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.643 ms | 0 - 224 MB | NPU
92
+ | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 9.208 ms | 0 - 198 MB | NPU
93
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 24.503 ms | 1 - 174 MB | NPU
94
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.814 ms | 1 - 297 MB | NPU
95
+ | WideResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 7.142 ms | 1 - 169 MB | NPU
96
+ | WideResNet50 | QNN_DLC | float | Qualcomm® SA8650P | 7.142 ms | 1 - 169 MB | NPU
97
+ | WideResNet50 | QNN_DLC | float | Qualcomm® SA8255P | 7.142 ms | 1 - 169 MB | NPU
98
+ | WideResNet50 | QNN_DLC | float | Qualcomm® QCS8450 | 9.208 ms | 0 - 198 MB | NPU
99
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 7.118 ms | 1 - 3 MB | NPU
100
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.741 ms | 1 - 1 MB | NPU
101
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.945 ms | 0 - 174 MB | NPU
 
 
102
  | WideResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 24.503 ms | 1 - 174 MB | NPU
103
+ | WideResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 7.833 ms | 1 - 152 MB | NPU
104
+ | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.945 ms | 0 - 174 MB | NPU
105
+ | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.575 ms | 1 - 174 MB | NPU
106
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.883 ms | 0 - 0 MB | NPU
107
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.794 ms | 0 - 0 MB | NPU
108
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.39 ms | 0 - 129 MB | NPU
109
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.512 ms | 0 - 132 MB | NPU
110
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.407 ms | 0 - 2 MB | NPU
111
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 3.978 ms | 0 - 55 MB | NPU
112
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.852 ms | 0 - 2 MB | NPU
113
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.024 ms | 0 - 57 MB | NPU
114
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 2.024 ms | 0 - 57 MB | NPU
115
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 2.024 ms | 0 - 57 MB | NPU
116
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.512 ms | 0 - 132 MB | NPU
117
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.89 ms | 2 - 4 MB | NPU
118
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.794 ms | 0 - 0 MB | NPU
119
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 21.331 ms | 0 - 216 MB | NPU
120
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.852 ms | 0 - 215 MB | NPU
121
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.197 ms | 0 - 56 MB | NPU
122
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.978 ms | 0 - 55 MB | NPU
123
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.731 ms | 0 - 53 MB | NPU
124
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.197 ms | 0 - 56 MB | NPU
125
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.093 ms | 0 - 59 MB | NPU
126
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.852 ms | 0 - 215 MB | NPU
127
+ | WideResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.568 ms | 0 - 213 MB | NPU
128
+ | WideResNet50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 8.178 ms | 0 - 193 MB | NPU
129
+ | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 23.772 ms | 0 - 101 MB | NPU
130
+ | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.752 ms | 0 - 2 MB | NPU
131
+ | WideResNet50 | TFLITE | float | Qualcomm® SA8775P | 7.04 ms | 0 - 102 MB | NPU
132
+ | WideResNet50 | TFLITE | float | Qualcomm® SA8650P | 7.04 ms | 0 - 102 MB | NPU
133
+ | WideResNet50 | TFLITE | float | Qualcomm® SA8255P | 7.04 ms | 0 - 102 MB | NPU
134
+ | WideResNet50 | TFLITE | float | Qualcomm® QCS8450 | 8.178 ms | 0 - 193 MB | NPU
135
+ | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.749 ms | 0 - 134 MB | NPU
136
+ | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.858 ms | 0 - 107 MB | NPU
137
+ | WideResNet50 | TFLITE | float | Qualcomm® SA7255P | 23.772 ms | 0 - 101 MB | NPU
138
+ | WideResNet50 | TFLITE | float | Qualcomm® SA8295P | 7.761 ms | 0 - 88 MB | NPU
139
+ | WideResNet50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.858 ms | 0 - 107 MB | NPU
140
+ | WideResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.538 ms | 0 - 103 MB | NPU
141
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.329 ms | 0 - 129 MB | NPU
142
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.397 ms | 0 - 129 MB | NPU
143
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.978 ms | 0 - 68 MB | NPU
144
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 3.729 ms | 0 - 52 MB | NPU
145
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.733 ms | 0 - 2 MB | NPU
146
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.883 ms | 0 - 54 MB | NPU
147
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.883 ms | 0 - 54 MB | NPU
148
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.883 ms | 0 - 54 MB | NPU
149
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 2.397 ms | 0 - 129 MB | NPU
150
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.747 ms | 0 - 68 MB | NPU
151
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 18.207 ms | 0 - 215 MB | NPU
152
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.719 ms | 0 - 207 MB | NPU
153
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.122 ms | 0 - 55 MB | NPU
154
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 3.729 ms | 0 - 52 MB | NPU
155
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 2.578 ms | 0 - 50 MB | NPU
156
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 1.122 ms | 0 - 55 MB | NPU
157
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.052 ms | 0 - 55 MB | NPU
158
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.719 ms | 0 - 207 MB | NPU
 
159
 
160
  ## License
161
  * The license for the original implementation of WideResNet50 can be found
release_assets.json CHANGED
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18
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- "onnx": {
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  "tool_versions": {
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.58.0/wideresnet50-onnx-float.zip"
25
  }
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27
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  "w8a8": {
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  "universal_assets": {
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- "tflite": {
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.58.0/wideresnet50-tflite-w8a8.zip"
36
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  "qnn_dlc": {
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.58.0/wideresnet50-qnn_dlc-w8a8.zip"
42
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  }
50
  }
51
  }
 
1
  {
2
+ "version": "0.59.0",
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  "precisions": {
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  },
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+ "tflite": {
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  "tool_versions": {
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.59.0/wideresnet50-tflite-float.zip"
24
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  }
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  "w8a8": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.59.0/wideresnet50-qnn_dlc-w8a8.zip"
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  },
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+ "tflite": {
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.59.0/wideresnet50-tflite-w8a8.zip"
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