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WideResNet50

Image Classification
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v0.62.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.62.0 for changelog.

Files changed (2) hide show
  1. README.md +107 -111
  2. release_assets.json +7 -7
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/v0.61.0/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 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.61.0/wideresnet50-onnx-float.zip)
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- | 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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/src/qai_hub_models/models/wideresnet50) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -63,108 +63,104 @@ 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 | 2.129 ms | 2 - 2 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® X Elite | 4.2 ms | 133 - 133 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.532 ms | 0 - 220 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 8.803 ms | 0 - 198 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 7.515 ms | 0 - 4 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.524 ms | 0 - 161 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® QCS8450 | 8.803 ms | 0 - 198 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 6.625 ms | 0 - 4 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.2 ms | 133 - 133 MB | NPU
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- | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 2.85 ms | 0 - 173 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® 8 Elite Mobile | 2.85 ms | 0 - 173 MB | NPU
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- | WideResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.429 ms | 0 - 172 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.84 ms | 1 - 1 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 1.686 ms | 66 - 66 MB | NPU
80
- | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.396 ms | 0 - 133 MB | NPU
81
- | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.591 ms | 0 - 136 MB | NPU
82
- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.198 ms | 0 - 3 MB | NPU
83
- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.008 ms | 0 - 4 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.855 ms | 0 - 105 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Qualcomm® QCS8450 | 2.591 ms | 0 - 136 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.919 ms | 0 - 3 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.686 ms | 66 - 66 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 19.179 ms | 0 - 216 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.808 ms | 0 - 214 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.227 ms | 0 - 57 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.227 ms | 0 - 57 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.155 ms | 0 - 58 MB | NPU
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- | WideResNet50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.808 ms | 0 - 214 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 2.538 ms | 1 - 1 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Snapdragon® X Elite | 4.71 ms | 1 - 1 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.645 ms | 0 - 225 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 9.263 ms | 0 - 197 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 7.628 ms | 1 - 4 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 24.47 ms | 1 - 174 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.814 ms | 1 - 2 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 7.131 ms | 1 - 169 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® SA8650P | 7.131 ms | 1 - 169 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® SA8255P | 7.131 ms | 1 - 169 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® QCS8450 | 9.263 ms | 0 - 197 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.882 ms | 3 - 5 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.71 ms | 1 - 1 MB | NPU
107
- | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.997 ms | 0 - 176 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 24.47 ms | 1 - 174 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 7.839 ms | 1 - 152 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.997 ms | 0 - 176 MB | NPU
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- | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.57 ms | 1 - 172 MB | NPU
112
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.899 ms | 0 - 0 MB | NPU
113
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.773 ms | 0 - 0 MB | NPU
114
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.396 ms | 0 - 128 MB | NPU
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- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.516 ms | 0 - 131 MB | NPU
116
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.328 ms | 0 - 2 MB | NPU
117
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.931 ms | 0 - 3 MB | NPU
118
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.956 ms | 0 - 55 MB | NPU
119
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.846 ms | 0 - 2 MB | NPU
120
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.018 ms | 0 - 57 MB | NPU
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- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 2.018 ms | 0 - 57 MB | NPU
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- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 2.018 ms | 0 - 57 MB | NPU
123
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.516 ms | 0 - 131 MB | NPU
124
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.89 ms | 2 - 4 MB | NPU
125
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.773 ms | 0 - 0 MB | NPU
126
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 20.328 ms | 0 - 216 MB | NPU
127
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.86 ms | 0 - 214 MB | NPU
128
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.202 ms | 0 - 57 MB | NPU
129
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.956 ms | 0 - 55 MB | NPU
130
- | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.736 ms | 0 - 58 MB | NPU
131
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.202 ms | 0 - 57 MB | NPU
132
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.093 ms | 0 - 60 MB | NPU
133
- | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.86 ms | 0 - 214 MB | NPU
134
- | WideResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.553 ms | 0 - 215 MB | NPU
135
- | WideResNet50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 8.193 ms | 0 - 192 MB | NPU
136
- | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 7.49 ms | 0 - 135 MB | NPU
137
- | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 23.781 ms | 0 - 101 MB | NPU
138
- | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.76 ms | 0 - 2 MB | NPU
139
- | WideResNet50 | TFLITE | float | Qualcomm® SA8775P | 7.042 ms | 0 - 102 MB | NPU
140
- | WideResNet50 | TFLITE | float | Qualcomm® SA8650P | 7.042 ms | 0 - 102 MB | NPU
141
- | WideResNet50 | TFLITE | float | Qualcomm® SA8255P | 7.042 ms | 0 - 102 MB | NPU
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- | WideResNet50 | TFLITE | float | Qualcomm® QCS8450 | 8.193 ms | 0 - 192 MB | NPU
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- | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 7.062 ms | 0 - 135 MB | NPU
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- | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.885 ms | 0 - 106 MB | NPU
145
- | WideResNet50 | TFLITE | float | Qualcomm® SA7255P | 23.781 ms | 0 - 101 MB | NPU
146
- | WideResNet50 | TFLITE | float | Qualcomm® SA8295P | 7.771 ms | 0 - 88 MB | NPU
147
- | WideResNet50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.885 ms | 0 - 106 MB | NPU
148
- | WideResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.536 ms | 0 - 103 MB | NPU
149
- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.365 ms | 0 - 131 MB | NPU
150
- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.395 ms | 0 - 128 MB | NPU
151
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.869 ms | 0 - 68 MB | NPU
152
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.848 ms | 0 - 69 MB | NPU
153
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.762 ms | 0 - 52 MB | NPU
154
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.732 ms | 0 - 2 MB | NPU
155
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.882 ms | 0 - 53 MB | NPU
156
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.882 ms | 0 - 53 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.882 ms | 0 - 53 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 2.395 ms | 0 - 128 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.746 ms | 0 - 68 MB | NPU
160
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 16.912 ms | 0 - 210 MB | NPU
161
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.727 ms | 0 - 207 MB | NPU
162
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.125 ms | 0 - 54 MB | NPU
163
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 3.762 ms | 0 - 52 MB | NPU
164
- | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 2.586 ms | 0 - 50 MB | NPU
165
- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 1.125 ms | 0 - 54 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.05 ms | 0 - 54 MB | NPU
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- | WideResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.727 ms | 0 - 207 MB | NPU
168
 
169
  ## License
170
  * 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/v0.62.0/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/v0.62.0/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/v0.62.0/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/v0.62.0/wideresnet50-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.62.0/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/v0.62.0/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/v0.62.0/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/v0.62.0/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/v0.62.0/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 | 2.122 ms | 2 - 2 MB | NPU
67
+ | WideResNet50 | ONNX | float | Snapdragon® X Elite | 4.207 ms | 132 - 132 MB | NPU
68
+ | WideResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.523 ms | 0 - 220 MB | NPU
69
+ | WideResNet50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 8.79 ms | 1 - 201 MB | NPU
70
+ | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 7.524 ms | 0 - 4 MB | NPU
71
+ | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.52 ms | 0 - 162 MB | NPU
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+ | WideResNet50 | ONNX | float | Qualcomm® QCS8450 | 8.79 ms | 1 - 201 MB | NPU
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+ | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 6.624 ms | 0 - 4 MB | NPU
74
+ | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.207 ms | 132 - 132 MB | NPU
75
+ | WideResNet50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 2.858 ms | 0 - 175 MB | NPU
76
+ | WideResNet50 | ONNX | float | Snapdragon® 8 Elite Mobile | 2.858 ms | 0 - 175 MB | NPU
77
+ | WideResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.433 ms | 0 - 172 MB | NPU
78
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.818 ms | 1 - 1 MB | NPU
79
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 1.685 ms | 67 - 67 MB | NPU
80
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.397 ms | 0 - 132 MB | NPU
81
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.594 ms | 0 - 135 MB | NPU
82
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.243 ms | 0 - 3 MB | NPU
83
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.01 ms | 0 - 4 MB | NPU
84
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.86 ms | 0 - 82 MB | NPU
85
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® QCS8450 | 2.594 ms | 0 - 135 MB | NPU
86
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.92 ms | 0 - 3 MB | NPU
87
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.685 ms | 67 - 67 MB | NPU
88
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 23.149 ms | 0 - 217 MB | NPU
89
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.81 ms | 0 - 214 MB | NPU
90
+ | WideResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.222 ms | 0 - 56 MB | NPU
91
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.222 ms | 0 - 56 MB | NPU
92
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.158 ms | 0 - 58 MB | NPU
93
+ | WideResNet50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.81 ms | 0 - 214 MB | NPU
94
+ | WideResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 2.53 ms | 1 - 1 MB | NPU
95
+ | WideResNet50 | QNN_DLC | float | Snapdragon® X Elite | 4.7 ms | 1 - 1 MB | NPU
96
+ | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.635 ms | 0 - 224 MB | NPU
97
+ | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 9.23 ms | 0 - 198 MB | NPU
98
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 7.63 ms | 1 - 4 MB | NPU
99
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.808 ms | 1 - 2 MB | NPU
100
+ | WideResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 7.143 ms | 1 - 169 MB | NPU
101
+ | WideResNet50 | QNN_DLC | float | Qualcomm® SA8650P | 7.143 ms | 1 - 169 MB | NPU
102
+ | WideResNet50 | QNN_DLC | float | Qualcomm® SA8255P | 7.143 ms | 1 - 169 MB | NPU
103
+ | WideResNet50 | QNN_DLC | float | Qualcomm® QCS8450 | 9.23 ms | 0 - 198 MB | NPU
104
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.87 ms | 1 - 3 MB | NPU
105
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.7 ms | 1 - 1 MB | NPU
106
+ | WideResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.917 ms | 1 - 176 MB | NPU
107
+ | WideResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 24.503 ms | 1 - 174 MB | NPU
108
+ | WideResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 7.846 ms | 1 - 152 MB | NPU
109
+ | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.917 ms | 1 - 176 MB | NPU
110
+ | WideResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.568 ms | 1 - 174 MB | NPU
111
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.889 ms | 0 - 0 MB | NPU
112
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.799 ms | 1 - 1 MB | NPU
113
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.393 ms | 0 - 127 MB | NPU
114
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.53 ms | 0 - 132 MB | NPU
115
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.477 ms | 0 - 2 MB | NPU
116
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.933 ms | 0 - 3 MB | NPU
117
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.854 ms | 0 - 2 MB | NPU
118
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.021 ms | 0 - 56 MB | NPU
119
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 2.021 ms | 0 - 56 MB | NPU
120
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 2.021 ms | 0 - 56 MB | NPU
121
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.53 ms | 0 - 132 MB | NPU
122
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.891 ms | 0 - 2 MB | NPU
123
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.799 ms | 1 - 1 MB | NPU
124
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 23.034 ms | 0 - 216 MB | NPU
125
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.866 ms | 0 - 214 MB | NPU
126
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.269 ms | 0 - 55 MB | NPU
127
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.967 ms | 0 - 56 MB | NPU
128
+ | WideResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.74 ms | 0 - 59 MB | NPU
129
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.269 ms | 0 - 55 MB | NPU
130
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.092 ms | 0 - 60 MB | NPU
131
+ | WideResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.866 ms | 0 - 214 MB | NPU
132
+ | WideResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.549 ms | 0 - 211 MB | NPU
133
+ | WideResNet50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 8.171 ms | 0 - 192 MB | NPU
134
+ | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 7.489 ms | 0 - 135 MB | NPU
135
+ | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.75 ms | 0 - 2 MB | NPU
136
+ | WideResNet50 | TFLITE | float | Qualcomm® SA8775P | 7.066 ms | 0 - 101 MB | NPU
137
+ | WideResNet50 | TFLITE | float | Qualcomm® SA8650P | 7.066 ms | 0 - 101 MB | NPU
138
+ | WideResNet50 | TFLITE | float | Qualcomm® SA8255P | 7.066 ms | 0 - 101 MB | NPU
139
+ | WideResNet50 | TFLITE | float | Qualcomm® QCS8450 | 8.171 ms | 0 - 192 MB | NPU
140
+ | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.779 ms | 0 - 134 MB | NPU
141
+ | WideResNet50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.857 ms | 0 - 106 MB | NPU
142
+ | WideResNet50 | TFLITE | float | Qualcomm® SA7255P | 23.795 ms | 0 - 101 MB | NPU
143
+ | WideResNet50 | TFLITE | float | Qualcomm® SA8295P | 7.774 ms | 0 - 88 MB | NPU
144
+ | WideResNet50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.857 ms | 0 - 106 MB | NPU
145
+ | WideResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.537 ms | 0 - 102 MB | NPU
146
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.336 ms | 0 - 129 MB | NPU
147
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.382 ms | 0 - 128 MB | NPU
148
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 8.758 ms | 0 - 68 MB | NPU
149
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.851 ms | 0 - 69 MB | NPU
150
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.735 ms | 0 - 2 MB | NPU
151
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.891 ms | 0 - 54 MB | NPU
152
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.891 ms | 0 - 54 MB | NPU
153
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.891 ms | 0 - 54 MB | NPU
154
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 2.382 ms | 0 - 128 MB | NPU
155
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.763 ms | 0 - 68 MB | NPU
156
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 19.503 ms | 0 - 210 MB | NPU
157
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.721 ms | 0 - 207 MB | NPU
158
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.121 ms | 0 - 56 MB | NPU
159
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 3.739 ms | 0 - 52 MB | NPU
160
+ | WideResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 2.574 ms | 0 - 54 MB | NPU
161
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 1.121 ms | 0 - 56 MB | NPU
162
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.051 ms | 0 - 56 MB | NPU
163
+ | WideResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.721 ms | 0 - 207 MB | NPU
 
 
 
 
164
 
165
  ## License
166
  * The license for the original implementation of WideResNet50 can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.61.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
@@ -8,19 +8,19 @@
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.61.0/wideresnet50-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.61.0/wideresnet50-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.61.0/wideresnet50-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -31,19 +31,19 @@
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.61.0/wideresnet50-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.61.0/wideresnet50-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
  "qairt": "2.45.0.260326154327"
45
  },
46
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.61.0/wideresnet50-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.62.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
 
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.62.0/wideresnet50-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.62.0/wideresnet50-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.62.0/wideresnet50-tflite-float.zip"
24
  }
25
  }
26
  },
 
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.62.0/wideresnet50-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.62.0/wideresnet50-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
  "qairt": "2.45.0.260326154327"
45
  },
46
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/wideresnet50/releases/v0.62.0/wideresnet50-tflite-w8a8.zip"
47
  }
48
  }
49
  }