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ResNet18

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v0.64.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.64.0 for changelog.

Files changed (2) hide show
  1. README.md +99 -99
  2. release_assets.json +9 -9
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
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  ResNet18 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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  This is based on the implementation of ResNet18 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/resnet18) 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 |
31
  |---|---|---|---|---|
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- | 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/resnet18/releases/v0.63.0/resnet18-onnx-float.zip)
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- | 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/resnet18/releases/v0.63.0/resnet18-onnx-w8a8.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.63.0/resnet18-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.63.0/resnet18-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.63.0/resnet18-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.63.0/resnet18-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNet18 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet18)**.
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/resnet18) 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 [ResNet18 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/resnet18) for usage instructions.
52
 
53
  ## Model Details
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@@ -64,98 +64,98 @@ See our repository for [ResNet18 on GitHub](https://github.com/qualcomm/ai-hub-m
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  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
- | ResNet18 | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.549 ms | 0 - 26 MB | NPU
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- | ResNet18 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.619 ms | 0 - 26 MB | NPU
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  | ResNet18 | ONNX | float | Snapdragon® X2 Elite | 0.519 ms | 2 - 2 MB | NPU
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- | ResNet18 | ONNX | float | Snapdragon® X Elite | 1.017 ms | 22 - 22 MB | NPU
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- | ResNet18 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.748 ms | 0 - 40 MB | NPU
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- | ResNet18 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 1.674 ms | 1 - 42 MB | NPU
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- | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 1.801 ms | 1 - 5 MB | NPU
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- | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.057 ms | 0 - 25 MB | NPU
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- | ResNet18 | ONNX | float | Qualcomm® QCS8450 | 1.674 ms | 1 - 42 MB | NPU
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- | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 1.677 ms | 1 - 4 MB | NPU
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- | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.017 ms | 22 - 22 MB | NPU
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- | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.619 ms | 0 - 26 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.347 ms | 0 - 29 MB | NPU
80
- | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.359 ms | 0 - 34 MB | NPU
81
- | ResNet18 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.265 ms | 1 - 1 MB | NPU
82
- | ResNet18 | ONNX | w8a8 | Snapdragon® X Elite | 0.498 ms | 12 - 12 MB | NPU
83
- | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.414 ms | 0 - 55 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.624 ms | 0 - 57 MB | NPU
85
- | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.639 ms | 0 - 3 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.645 ms | 0 - 4 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.55 ms | 0 - 14 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® QCS8450 | 0.624 ms | 0 - 57 MB | NPU
89
- | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.658 ms | 0 - 3 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.498 ms | 12 - 12 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 2.918 ms | 0 - 38 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.588 ms | 0 - 39 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.359 ms | 0 - 34 MB | NPU
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- | ResNet18 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.588 ms | 0 - 39 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.586 ms | 1 - 29 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.709 ms | 0 - 32 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® X2 Elite | 0.681 ms | 1 - 1 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® X Elite | 1.436 ms | 1 - 1 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.909 ms | 0 - 39 MB | NPU
100
- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 2.262 ms | 0 - 42 MB | NPU
101
- | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 1.872 ms | 1 - 4 MB | NPU
102
- | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.335 ms | 1 - 2 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® SA8775P | 1.963 ms | 1 - 31 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® SA8650P | 1.963 ms | 1 - 31 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® SA8255P | 1.963 ms | 1 - 31 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® QCS8450 | 2.262 ms | 0 - 42 MB | NPU
107
- | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 1.851 ms | 1 - 3 MB | NPU
108
- | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.436 ms | 1 - 1 MB | NPU
109
- | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.709 ms | 0 - 32 MB | NPU
110
- | ResNet18 | QNN_DLC | float | Qualcomm® SA8295P | 2.133 ms | 0 - 23 MB | NPU
111
- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.271 ms | 0 - 28 MB | NPU
112
- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.302 ms | 0 - 27 MB | NPU
113
- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.305 ms | 0 - 0 MB | NPU
114
- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.608 ms | 0 - 0 MB | NPU
115
- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.423 ms | 0 - 51 MB | NPU
116
- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.597 ms | 0 - 58 MB | NPU
117
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.878 ms | 0 - 2 MB | NPU
118
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.614 ms | 0 - 3 MB | NPU
119
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.549 ms | 0 - 2 MB | NPU
120
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 0.597 ms | 0 - 58 MB | NPU
121
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.635 ms | 0 - 2 MB | NPU
122
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.608 ms | 0 - 0 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 3.266 ms | 0 - 36 MB | NPU
124
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.687 ms | 0 - 36 MB | NPU
125
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.302 ms | 0 - 27 MB | NPU
126
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.329 ms | 0 - 29 MB | NPU
127
- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.81 ms | 0 - 25 MB | NPU
128
- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.687 ms | 0 - 36 MB | NPU
129
- | ResNet18 | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.591 ms | 0 - 30 MB | NPU
130
- | ResNet18 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.71 ms | 0 - 36 MB | NPU
131
- | ResNet18 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.92 ms | 0 - 60 MB | NPU
132
- | ResNet18 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 2.227 ms | 0 - 65 MB | NPU
133
- | ResNet18 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 1.842 ms | 0 - 26 MB | NPU
134
- | ResNet18 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.316 ms | 0 - 103 MB | NPU
135
- | ResNet18 | TFLITE | float | Qualcomm® SA8775P | 1.934 ms | 0 - 33 MB | NPU
136
- | ResNet18 | TFLITE | float | Qualcomm® SA8650P | 1.934 ms | 0 - 33 MB | NPU
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- | ResNet18 | TFLITE | float | Qualcomm® SA8255P | 1.934 ms | 0 - 33 MB | NPU
138
- | ResNet18 | TFLITE | float | Qualcomm® QCS8450 | 2.227 ms | 0 - 65 MB | NPU
139
- | ResNet18 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1.792 ms | 0 - 26 MB | NPU
140
- | ResNet18 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.71 ms | 0 - 36 MB | NPU
141
- | ResNet18 | TFLITE | float | Qualcomm® SA7255P | 5.936 ms | 0 - 31 MB | NPU
142
- | ResNet18 | TFLITE | float | Qualcomm® SA8295P | 2.151 ms | 0 - 26 MB | NPU
143
- | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.233 ms | 0 - 27 MB | NPU
144
- | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.254 ms | 0 - 26 MB | NPU
145
- | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.294 ms | 0 - 51 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.448 ms | 0 - 58 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.404 ms | 0 - 14 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.45 ms | 0 - 14 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.379 ms | 0 - 7 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.555 ms | 0 - 29 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® SA8650P | 0.555 ms | 0 - 29 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® SA8255P | 0.555 ms | 0 - 29 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS8450 | 0.448 ms | 0 - 58 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.458 ms | 0 - 14 MB | NPU
155
- | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 2.789 ms | 0 - 36 MB | NPU
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  | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.545 ms | 0 - 35 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.254 ms | 0 - 26 MB | NPU
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- | ResNet18 | TFLITE | w8a8 | Qualcomm® SA8295P | 0.642 ms | 0 - 25 MB | NPU
 
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  | ResNet18 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.545 ms | 0 - 35 MB | NPU
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161
  ## License
 
16
  ResNet18 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 ResNet18 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/v0.64.0/src/qai_hub_models/models/resnet18) 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 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.64.0/resnet18-onnx-float.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.64.0/resnet18-onnx-w8a8.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.64.0/resnet18-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.64.0/resnet18-qnn_dlc-w8a8.zip)
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+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.64.0/resnet18-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.64.0/resnet18-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNet18 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet18)**.
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/v0.64.0/src/qai_hub_models/models/resnet18) 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 [ResNet18 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/resnet18) 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
+ | ResNet18 | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.551 ms | 0 - 27 MB | NPU
68
+ | ResNet18 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.618 ms | 0 - 31 MB | NPU
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  | ResNet18 | ONNX | float | Snapdragon® X2 Elite | 0.519 ms | 2 - 2 MB | NPU
70
+ | ResNet18 | ONNX | float | Snapdragon® X Elite | 1.019 ms | 23 - 23 MB | NPU
71
+ | ResNet18 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.752 ms | 0 - 39 MB | NPU
72
+ | ResNet18 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 1.684 ms | 1 - 41 MB | NPU
73
+ | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 1.807 ms | 1 - 5 MB | NPU
74
+ | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.064 ms | 0 - 25 MB | NPU
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+ | ResNet18 | ONNX | float | Qualcomm® QCS8450 | 1.684 ms | 1 - 41 MB | NPU
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+ | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 1.679 ms | 1 - 4 MB | NPU
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+ | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.019 ms | 23 - 23 MB | NPU
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+ | ResNet18 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.618 ms | 0 - 31 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.347 ms | 0 - 30 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.359 ms | 0 - 33 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.33 ms | 1 - 1 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® X Elite | 0.504 ms | 11 - 11 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.416 ms | 0 - 55 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.627 ms | 0 - 59 MB | NPU
85
+ | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.663 ms | 0 - 3 MB | NPU
86
+ | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.64 ms | 0 - 4 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.552 ms | 0 - 14 MB | NPU
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+ | ResNet18 | ONNX | w8a8 | Qualcomm® QCS8450 | 0.627 ms | 0 - 59 MB | NPU
89
+ | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.67 ms | 0 - 3 MB | NPU
90
+ | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.504 ms | 11 - 11 MB | NPU
91
+ | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 2.903 ms | 0 - 38 MB | NPU
92
+ | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.589 ms | 0 - 39 MB | NPU
93
+ | ResNet18 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.359 ms | 0 - 33 MB | NPU
94
+ | ResNet18 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.589 ms | 0 - 39 MB | NPU
95
+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.579 ms | 0 - 28 MB | NPU
96
+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.71 ms | 1 - 27 MB | NPU
97
+ | ResNet18 | QNN_DLC | float | Snapdragon® X2 Elite | 0.709 ms | 1 - 1 MB | NPU
98
+ | ResNet18 | QNN_DLC | float | Snapdragon® X Elite | 1.432 ms | 1 - 1 MB | NPU
99
+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.928 ms | 0 - 39 MB | NPU
100
+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 2.263 ms | 0 - 42 MB | NPU
101
+ | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 1.87 ms | 1 - 4 MB | NPU
102
+ | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.336 ms | 1 - 2 MB | NPU
103
+ | ResNet18 | QNN_DLC | float | Qualcomm® SA8775P | 1.986 ms | 1 - 31 MB | NPU
104
+ | ResNet18 | QNN_DLC | float | Qualcomm® SA8650P | 1.986 ms | 1 - 31 MB | NPU
105
+ | ResNet18 | QNN_DLC | float | Qualcomm® SA8255P | 1.986 ms | 1 - 31 MB | NPU
106
+ | ResNet18 | QNN_DLC | float | Qualcomm® QCS8450 | 2.263 ms | 0 - 42 MB | NPU
107
+ | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 1.848 ms | 3 - 5 MB | NPU
108
+ | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.432 ms | 1 - 1 MB | NPU
109
+ | ResNet18 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.71 ms | 1 - 27 MB | NPU
110
+ | ResNet18 | QNN_DLC | float | Qualcomm® SA8295P | 2.135 ms | 0 - 23 MB | NPU
111
+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.274 ms | 0 - 28 MB | NPU
112
+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.303 ms | 0 - 26 MB | NPU
113
+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.302 ms | 0 - 0 MB | NPU
114
+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.609 ms | 0 - 0 MB | NPU
115
+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.421 ms | 0 - 51 MB | NPU
116
+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.598 ms | 0 - 57 MB | NPU
117
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.888 ms | 0 - 2 MB | NPU
118
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.64 ms | 0 - 3 MB | NPU
119
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.543 ms | 0 - 6 MB | NPU
120
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.72 ms | 0 - 29 MB | NPU
121
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 0.72 ms | 0 - 29 MB | NPU
122
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 0.72 ms | 0 - 29 MB | NPU
123
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 0.598 ms | 0 - 57 MB | NPU
124
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.63 ms | 2 - 4 MB | NPU
125
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.609 ms | 0 - 0 MB | NPU
126
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 3.264 ms | 0 - 37 MB | NPU
127
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.686 ms | 0 - 36 MB | NPU
128
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.303 ms | 0 - 26 MB | NPU
129
+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.823 ms | 0 - 26 MB | NPU
130
+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.686 ms | 0 - 36 MB | NPU
131
+ | ResNet18 | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.594 ms | 0 - 31 MB | NPU
132
+ | ResNet18 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.725 ms | 0 - 34 MB | NPU
133
+ | ResNet18 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.919 ms | 0 - 60 MB | NPU
134
+ | ResNet18 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 2.217 ms | 0 - 63 MB | NPU
135
+ | ResNet18 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 1.838 ms | 0 - 26 MB | NPU
136
+ | ResNet18 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.316 ms | 0 - 2 MB | NPU
137
+ | ResNet18 | TFLITE | float | Qualcomm® SA8775P | 10.854 ms | 0 - 18 MB | GPU
138
+ | ResNet18 | TFLITE | float | Qualcomm® SA8650P | 10.854 ms | 0 - 18 MB | GPU
139
+ | ResNet18 | TFLITE | float | Qualcomm® SA8255P | 10.854 ms | 0 - 18 MB | GPU
140
+ | ResNet18 | TFLITE | float | Qualcomm® QCS8450 | 2.217 ms | 0 - 63 MB | NPU
141
+ | ResNet18 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1.801 ms | 0 - 26 MB | NPU
142
+ | ResNet18 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.725 ms | 0 - 34 MB | NPU
143
+ | ResNet18 | TFLITE | float | Qualcomm® SA7255P | 5.866 ms | 0 - 30 MB | NPU
144
+ | ResNet18 | TFLITE | float | Qualcomm® SA8295P | 2.151 ms | 0 - 25 MB | NPU
145
+ | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.229 ms | 0 - 27 MB | NPU
146
+ | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.253 ms | 0 - 26 MB | NPU
147
+ | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.298 ms | 0 - 51 MB | NPU
148
+ | ResNet18 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.452 ms | 0 - 58 MB | NPU
149
+ | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.481 ms | 0 - 14 MB | NPU
150
+ | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.449 ms | 0 - 14 MB | NPU
151
+ | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.374 ms | 0 - 11 MB | NPU
152
+ | ResNet18 | TFLITE | w8a8 | Qualcomm® QCS8450 | 0.452 ms | 0 - 58 MB | NPU
153
+ | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.459 ms | 0 - 14 MB | NPU
154
+ | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 2.785 ms | 0 - 36 MB | NPU
 
155
  | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.545 ms | 0 - 35 MB | NPU
156
+ | ResNet18 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.253 ms | 0 - 26 MB | NPU
157
+ | ResNet18 | TFLITE | w8a8 | Qualcomm® SA7255P | 1.043 ms | 0 - 28 MB | NPU
158
+ | ResNet18 | TFLITE | w8a8 | Qualcomm® SA8295P | 0.637 ms | 0 - 24 MB | NPU
159
  | ResNet18 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.545 ms | 0 - 35 MB | NPU
160
 
161
  ## License
release_assets.json CHANGED
@@ -1,26 +1,26 @@
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  "precisions": {
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  "float": {
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  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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  "qairt": "2.50.0.260828221209",
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- "onnx_runtime": "1.27.1"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.63.0/resnet18-onnx-float.zip"
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.50.0.260828221209"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.63.0/resnet18-qnn_dlc-float.zip"
18
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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/resnet18/releases/v0.63.0/resnet18-tflite-float.zip"
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25
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26
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@@ -29,21 +29,21 @@
29
  "onnx": {
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  "tool_versions": {
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  "qairt": "2.50.0.260828221209",
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- "onnx_runtime": "1.27.1"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.63.0/resnet18-onnx-w8a8.zip"
35
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.50.0.260828221209"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.63.0/resnet18-qnn_dlc-w8a8.zip"
41
  },
42
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  "tool_versions": {
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  "qairt": "2.50.0.260828221209"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.63.0/resnet18-tflite-w8a8.zip"
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  }
48
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49
  }
 
1
  {
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  "tool_versions": {
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  "qairt": "2.50.0.260828221209",
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.64.0/resnet18-onnx-float.zip"
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  "qnn_dlc": {
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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/resnet18/releases/v0.64.0/resnet18-tflite-float.zip"
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  },
 
29
  "onnx": {
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  "tool_versions": {
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  "qairt": "2.50.0.260828221209",
32
+ "onnx_runtime": "1.30.0"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.64.0/resnet18-onnx-w8a8.zip"
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  "qnn_dlc": {
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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/resnet18/releases/v0.64.0/resnet18-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/resnet18/releases/v0.64.0/resnet18-tflite-w8a8.zip"
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