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ResNeXt50

Image Classification
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v0.63.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (2) hide show
  1. README.md +98 -103
  2. release_assets.json +13 -13
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
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  ResNeXt50 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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18
  This is based on the implementation of ResNeXt50 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/resnet.py).
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/v0.62.2/src/qai_hub_models/models/resnext50) 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
 
@@ -29,26 +29,26 @@ 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/resnext50/releases/v0.62.2/resnext50-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/resnext50/releases/v0.62.2/resnext50-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/resnext50/releases/v0.62.2/resnext50-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/resnext50/releases/v0.62.2/resnext50-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/resnext50/releases/v0.62.2/resnext50-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/resnext50/releases/v0.62.2/resnext50-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNeXt50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnext50)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/resnext50) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
- See our repository for [ResNeXt50 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/resnext50) for usage instructions.
52
 
53
  ## Model Details
54
 
@@ -64,104 +64,99 @@ See our repository for [ResNeXt50 on GitHub](https://github.com/qualcomm/ai-hub-
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
- | ResNeXt50 | ONNX | float | Snapdragon® X2 Elite | 1.113 ms | 2 - 2 MB | NPU
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- | ResNeXt50 | ONNX | float | Snapdragon® X Elite | 2.233 ms | 51 - 51 MB | NPU
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- | ResNeXt50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.663 ms | 0 - 134 MB | NPU
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- | ResNeXt50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3.507 ms | 0 - 115 MB | NPU
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- | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 3.792 ms | 0 - 4 MB | NPU
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- | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.291 ms | 0 - 66 MB | NPU
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- | ResNeXt50 | ONNX | float | Qualcomm® QCS8450 | 3.507 ms | 0 - 115 MB | NPU
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- | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 3.451 ms | 0 - 4 MB | NPU
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- | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.233 ms | 51 - 51 MB | NPU
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- | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.388 ms | 0 - 74 MB | NPU
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- | ResNeXt50 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.388 ms | 0 - 74 MB | NPU
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- | ResNeXt50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.145 ms | 1 - 74 MB | NPU
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- | ResNeXt50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.517 ms | 1 - 1 MB | NPU
80
- | ResNeXt50 | ONNX | w8a8 | Snapdragon® X Elite | 1.098 ms | 26 - 26 MB | NPU
81
- | ResNeXt50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.809 ms | 0 - 106 MB | NPU
82
- | ResNeXt50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.471 ms | 0 - 106 MB | NPU
83
- | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.95 ms | 0 - 3 MB | NPU
84
- | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.209 ms | 0 - 4 MB | NPU
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- | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.092 ms | 0 - 30 MB | NPU
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- | ResNeXt50 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.471 ms | 0 - 106 MB | NPU
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- | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.321 ms | 0 - 3 MB | NPU
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- | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.098 ms | 26 - 26 MB | NPU
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- | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7.796 ms | 0 - 198 MB | NPU
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- | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.362 ms | 0 - 80 MB | NPU
91
- | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.693 ms | 0 - 78 MB | NPU
92
- | ResNeXt50 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.693 ms | 0 - 78 MB | NPU
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- | ResNeXt50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.612 ms | 0 - 78 MB | NPU
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- | ResNeXt50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.362 ms | 0 - 80 MB | NPU
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- | ResNeXt50 | QNN_DLC | float | Snapdragon® X2 Elite | 1.425 ms | 1 - 1 MB | NPU
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- | ResNeXt50 | QNN_DLC | float | Snapdragon® X Elite | 2.696 ms | 1 - 1 MB | NPU
97
- | ResNeXt50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.797 ms | 0 - 134 MB | NPU
98
- | ResNeXt50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 4.019 ms | 0 - 114 MB | NPU
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- | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 3.85 ms | 1 - 4 MB | NPU
100
- | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.523 ms | 1 - 2 MB | NPU
101
- | ResNeXt50 | QNN_DLC | float | Qualcomm® SA8775P | 3.835 ms | 1 - 74 MB | NPU
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- | ResNeXt50 | QNN_DLC | float | Qualcomm® SA8650P | 3.835 ms | 1 - 74 MB | NPU
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- | ResNeXt50 | QNN_DLC | float | Qualcomm® SA8255P | 3.835 ms | 1 - 74 MB | NPU
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- | ResNeXt50 | QNN_DLC | float | Qualcomm® QCS8450 | 4.019 ms | 0 - 114 MB | NPU
105
- | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 3.589 ms | 1 - 3 MB | NPU
106
- | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.696 ms | 1 - 1 MB | NPU
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- | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.468 ms | 0 - 73 MB | NPU
108
- | ResNeXt50 | QNN_DLC | float | Qualcomm® SA7255P | 12.018 ms | 1 - 72 MB | NPU
109
- | ResNeXt50 | QNN_DLC | float | Qualcomm® SA8295P | 4.097 ms | 1 - 57 MB | NPU
110
- | ResNeXt50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.468 ms | 0 - 73 MB | NPU
111
- | ResNeXt50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.186 ms | 1 - 74 MB | NPU
112
- | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.695 ms | 0 - 0 MB | NPU
113
- | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.218 ms | 0 - 0 MB | NPU
114
- | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.794 ms | 0 - 100 MB | NPU
115
- | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.463 ms | 0 - 102 MB | NPU
116
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.198 ms | 0 - 2 MB | NPU
117
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.16 ms | 0 - 3 MB | NPU
118
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.093 ms | 0 - 3 MB | NPU
119
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.447 ms | 0 - 75 MB | NPU
120
  | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.447 ms | 0 - 75 MB | NPU
121
  | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.447 ms | 0 - 75 MB | NPU
122
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.463 ms | 0 - 102 MB | NPU
123
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.307 ms | 0 - 2 MB | NPU
124
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.218 ms | 0 - 0 MB | NPU
125
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7.755 ms | 0 - 196 MB | NPU
126
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.377 ms | 0 - 77 MB | NPU
127
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.636 ms | 0 - 74 MB | NPU
128
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.47 ms | 0 - 73 MB | NPU
129
- | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.771 ms | 0 - 71 MB | NPU
130
- | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.636 ms | 0 - 74 MB | NPU
131
- | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.543 ms | 0 - 76 MB | NPU
132
- | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.377 ms | 0 - 77 MB | NPU
133
- | ResNeXt50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.766 ms | 0 - 173 MB | NPU
134
- | ResNeXt50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.99 ms | 0 - 152 MB | NPU
135
- | ResNeXt50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 3.828 ms | 0 - 53 MB | NPU
136
- | ResNeXt50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.483 ms | 0 - 2 MB | NPU
137
- | ResNeXt50 | TFLITE | float | Qualcomm® SA8775P | 3.822 ms | 0 - 114 MB | NPU
138
- | ResNeXt50 | TFLITE | float | Qualcomm® SA8650P | 3.822 ms | 0 - 114 MB | NPU
139
- | ResNeXt50 | TFLITE | float | Qualcomm® SA8255P | 3.822 ms | 0 - 114 MB | NPU
140
- | ResNeXt50 | TFLITE | float | Qualcomm® QCS8450 | 3.99 ms | 0 - 152 MB | NPU
141
- | ResNeXt50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 3.598 ms | 0 - 52 MB | NPU
142
- | ResNeXt50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.43 ms | 0 - 115 MB | NPU
143
- | ResNeXt50 | TFLITE | float | Qualcomm® SA7255P | 12.024 ms | 0 - 111 MB | NPU
144
- | ResNeXt50 | TFLITE | float | Qualcomm® SA8295P | 4.134 ms | 0 - 86 MB | NPU
145
- | ResNeXt50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.43 ms | 0 - 115 MB | NPU
146
- | ResNeXt50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.195 ms | 0 - 117 MB | NPU
147
- | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.686 ms | 0 - 102 MB | NPU
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- | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.282 ms | 0 - 100 MB | NPU
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- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.929 ms | 0 - 27 MB | NPU
150
- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.023 ms | 0 - 28 MB | NPU
151
- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.892 ms | 0 - 2 MB | NPU
152
- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.261 ms | 0 - 71 MB | NPU
153
  | ResNeXt50 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.261 ms | 0 - 71 MB | NPU
154
  | ResNeXt50 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.261 ms | 0 - 71 MB | NPU
155
- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.282 ms | 0 - 100 MB | NPU
156
- | ResNeXt50 | TFLITE | w8a8 | Qualcomm�� Dragonwing™ IQ-9075 | 1.088 ms | 0 - 27 MB | NPU
157
- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7.366 ms | 0 - 195 MB | NPU
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- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.222 ms | 0 - 70 MB | NPU
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- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.561 ms | 0 - 72 MB | NPU
160
- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® SA7255P | 2.252 ms | 0 - 69 MB | NPU
161
- | ResNeXt50 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.563 ms | 0 - 64 MB | NPU
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- | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.561 ms | 0 - 72 MB | NPU
163
- | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.487 ms | 0 - 73 MB | NPU
164
- | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.222 ms | 0 - 70 MB | NPU
165
 
166
  ## License
167
  * The license for the original implementation of ResNeXt50 can be found
 
16
  ResNeXt50 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 ResNeXt50 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/resnet.py).
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/v0.63.0/src/qai_hub_models/models/resnext50) 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 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-onnx-float.zip)
33
+ | ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-onnx-w8a8.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-qnn_dlc-w8a8.zip)
36
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-tflite-float.zip)
37
+ | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNeXt50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnext50)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/resnext50) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
+ See our repository for [ResNeXt50 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/resnext50) for usage instructions.
52
 
53
  ## Model Details
54
 
 
64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
+ | ResNeXt50 | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.178 ms | 0 - 77 MB | NPU
68
+ | ResNeXt50 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.372 ms | 0 - 76 MB | NPU
69
+ | ResNeXt50 | ONNX | float | Snapdragon® X2 Elite | 1.112 ms | 2 - 2 MB | NPU
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+ | ResNeXt50 | ONNX | float | Snapdragon® X Elite | 2.213 ms | 50 - 50 MB | NPU
71
+ | ResNeXt50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.638 ms | 0 - 141 MB | NPU
72
+ | ResNeXt50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3.222 ms | 0 - 119 MB | NPU
73
+ | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 3.791 ms | 0 - 5 MB | NPU
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+ | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.296 ms | 0 - 58 MB | NPU
75
+ | ResNeXt50 | ONNX | float | Qualcomm® QCS8450 | 3.222 ms | 0 - 119 MB | NPU
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+ | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 3.446 ms | 1 - 4 MB | NPU
77
+ | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.213 ms | 50 - 50 MB | NPU
78
+ | ResNeXt50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.372 ms | 0 - 76 MB | NPU
79
+ | ResNeXt50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.617 ms | 0 - 85 MB | NPU
80
+ | ResNeXt50 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.698 ms | 0 - 78 MB | NPU
81
+ | ResNeXt50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.497 ms | 1 - 1 MB | NPU
82
+ | ResNeXt50 | ONNX | w8a8 | Snapdragon® X Elite | 1.069 ms | 26 - 26 MB | NPU
83
+ | ResNeXt50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.805 ms | 0 - 113 MB | NPU
84
+ | ResNeXt50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.32 ms | 0 - 111 MB | NPU
85
+ | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.258 ms | 0 - 3 MB | NPU
86
+ | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.188 ms | 0 - 4 MB | NPU
87
+ | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.103 ms | 0 - 30 MB | NPU
88
+ | ResNeXt50 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.32 ms | 0 - 111 MB | NPU
89
+ | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.322 ms | 0 - 3 MB | NPU
90
+ | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.069 ms | 26 - 26 MB | NPU
91
+ | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7.43 ms | 0 - 197 MB | NPU
92
+ | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.274 ms | 0 - 85 MB | NPU
93
+ | ResNeXt50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.698 ms | 0 - 78 MB | NPU
94
+ | ResNeXt50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.274 ms | 0 - 85 MB | NPU
95
+ | ResNeXt50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.219 ms | 0 - 78 MB | NPU
96
+ | ResNeXt50 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.454 ms | 1 - 75 MB | NPU
97
+ | ResNeXt50 | QNN_DLC | float | Snapdragon® X2 Elite | 1.412 ms | 1 - 1 MB | NPU
98
+ | ResNeXt50 | QNN_DLC | float | Snapdragon® X Elite | 2.665 ms | 1 - 1 MB | NPU
99
+ | ResNeXt50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.777 ms | 0 - 136 MB | NPU
100
+ | ResNeXt50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 3.821 ms | 0 - 118 MB | NPU
101
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 3.778 ms | 1 - 4 MB | NPU
102
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.483 ms | 1 - 3 MB | NPU
103
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® SA8775P | 3.757 ms | 1 - 76 MB | NPU
104
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® SA8650P | 3.757 ms | 1 - 76 MB | NPU
105
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® SA8255P | 3.757 ms | 1 - 76 MB | NPU
106
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® QCS8450 | 3.821 ms | 0 - 118 MB | NPU
107
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 3.568 ms | 3 - 5 MB | NPU
108
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.665 ms | 1 - 1 MB | NPU
109
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.454 ms | 1 - 75 MB | NPU
110
+ | ResNeXt50 | QNN_DLC | float | Qualcomm® SA8295P | 3.95 ms | 0 - 55 MB | NPU
111
+ | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.54 ms | 0 - 78 MB | NPU
112
+ | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.633 ms | 0 - 79 MB | NPU
113
+ | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.645 ms | 0 - 0 MB | NPU
114
+ | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.2 ms | 0 - 0 MB | NPU
115
+ | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.788 ms | 0 - 102 MB | NPU
116
+ | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.316 ms | 0 - 106 MB | NPU
117
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.435 ms | 0 - 2 MB | NPU
118
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.137 ms | 0 - 3 MB | NPU
119
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.053 ms | 0 - 2 MB | NPU
120
  | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.447 ms | 0 - 75 MB | NPU
121
  | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.447 ms | 0 - 75 MB | NPU
122
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.316 ms | 0 - 106 MB | NPU
123
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.262 ms | 2 - 4 MB | NPU
124
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.2 ms | 0 - 0 MB | NPU
125
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7.72 ms | 0 - 193 MB | NPU
126
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.362 ms | 0 - 81 MB | NPU
127
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.633 ms | 0 - 79 MB | NPU
128
+ | ResNeXt50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.605 ms | 0 - 76 MB | NPU
129
+ | ResNeXt50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.362 ms | 0 - 81 MB | NPU
130
+ | ResNeXt50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.205 ms | 0 - 111 MB | NPU
131
+ | ResNeXt50 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.436 ms | 0 - 115 MB | NPU
132
+ | ResNeXt50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.757 ms | 0 - 177 MB | NPU
133
+ | ResNeXt50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.831 ms | 0 - 158 MB | NPU
134
+ | ResNeXt50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 3.792 ms | 0 - 54 MB | NPU
135
+ | ResNeXt50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.479 ms | 0 - 2 MB | NPU
136
+ | ResNeXt50 | TFLITE | float | Qualcomm® SA8775P | 3.791 ms | 0 - 116 MB | NPU
137
+ | ResNeXt50 | TFLITE | float | Qualcomm® SA8650P | 3.791 ms | 0 - 116 MB | NPU
138
+ | ResNeXt50 | TFLITE | float | Qualcomm® SA8255P | 3.791 ms | 0 - 116 MB | NPU
139
+ | ResNeXt50 | TFLITE | float | Qualcomm® QCS8450 | 3.831 ms | 0 - 158 MB | NPU
140
+ | ResNeXt50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 3.578 ms | 0 - 53 MB | NPU
141
+ | ResNeXt50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.436 ms | 0 - 115 MB | NPU
142
+ | ResNeXt50 | TFLITE | float | Qualcomm® SA8295P | 4.005 ms | 0 - 90 MB | NPU
143
+ | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.496 ms | 0 - 70 MB | NPU
144
+ | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.557 ms | 0 - 65 MB | NPU
145
+ | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.66 ms | 0 - 95 MB | NPU
146
+ | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.122 ms | 0 - 102 MB | NPU
147
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.027 ms | 0 - 27 MB | NPU
148
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.978 ms | 0 - 28 MB | NPU
149
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.894 ms | 0 - 2 MB | NPU
 
 
 
150
  | ResNeXt50 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.261 ms | 0 - 71 MB | NPU
151
  | ResNeXt50 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.261 ms | 0 - 71 MB | NPU
152
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.122 ms | 0 - 102 MB | NPU
153
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.078 ms | 0 - 28 MB | NPU
154
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7.331 ms | 0 - 185 MB | NPU
155
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.218 ms | 0 - 72 MB | NPU
156
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.557 ms | 0 - 65 MB | NPU
157
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® SA7255P | 44.857 ms | 1 - 21 MB | GPU
158
+ | ResNeXt50 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.402 ms | 0 - 68 MB | NPU
159
+ | ResNeXt50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.218 ms | 0 - 72 MB | NPU
 
 
160
 
161
  ## License
162
  * The license for the original implementation of ResNeXt50 can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
- "version": "0.62.2",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
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/resnext50/releases/v0.62.2/resnext50-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/resnext50/releases/v0.62.2/resnext50-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/resnext50/releases/v0.62.2/resnext50-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -28,22 +28,22 @@
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
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/resnext50/releases/v0.62.2/resnext50-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/resnext50/releases/v0.62.2/resnext50-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/resnext50/releases/v0.62.2/resnext50-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.63.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
+ "qairt": "2.50.0.260828221209",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
+ "qairt": "2.50.0.260828221209"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
+ "qairt": "2.50.0.260828221209"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-tflite-float.zip"
24
  }
25
  }
26
  },
 
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
31
+ "qairt": "2.50.0.260828221209",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
+ "qairt": "2.50.0.260828221209"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
+ "qairt": "2.50.0.260828221209"
45
  },
46
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnext50/releases/v0.63.0/resnext50-tflite-w8a8.zip"
47
  }
48
  }
49
  }