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ResNet101

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v0.59.0

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

Files changed (2) hide show
  1. README.md +100 -103
  2. release_assets.json +17 -19
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
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  ResNet101 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 ResNet101 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/resnet.py).
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- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/resnet101) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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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.
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@@ -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 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.58.0/resnet101-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.58.0/resnet101-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/resnet101/releases/v0.58.0/resnet101-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/resnet101/releases/v0.58.0/resnet101-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/resnet101/releases/v0.58.0/resnet101-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/resnet101/releases/v0.58.0/resnet101-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNet101 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet101)**.
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/v0.58.0/src/qai_hub_models/models/resnet101) 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 [ResNet101 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/resnet101) for usage instructions.
52
 
53
  ## Model Details
54
 
@@ -64,102 +64,99 @@ See our repository for [ResNet101 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
- | ResNet101 | ONNX | float | Snapdragon® X2 Elite | 1.63 ms | 2 - 2 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® X Elite | 3.059 ms | 86 - 86 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.266 ms | 0 - 124 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 5.402 ms | 1 - 94 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.077 ms | 0 - 98 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® QCS8450 | 5.402 ms | 1 - 94 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 5.19 ms | 1 - 4 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.596 ms | 0 - 67 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.874 ms | 0 - 70 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.874 ms | 0 - 70 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.059 ms | 86 - 86 MB | NPU
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  | ResNet101 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.566 ms | 1 - 1 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® X Elite | 1.145 ms | 44 - 44 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.962 ms | 0 - 144 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.795 ms | 0 - 146 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.84 ms | 0 - 3 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.275 ms | 0 - 2 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.795 ms | 0 - 146 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.835 ms | 0 - 82 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.76 ms | 0 - 91 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.814 ms | 0 - 83 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.383 ms | 0 - 3 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.751 ms | 0 - 204 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.76 ms | 0 - 91 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.835 ms | 0 - 82 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.145 ms | 44 - 44 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® X2 Elite | 1.996 ms | 1 - 1 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® X Elite | 3.525 ms | 1 - 1 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.427 ms | 0 - 124 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 5.934 ms | 0 - 91 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® QCS8275 | 18.349 ms | 1 - 65 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.317 ms | 1 - 2 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA8775P | 5.443 ms | 1 - 66 MB | NPU
100
- | ResNet101 | QNN_DLC | float | Qualcomm® SA8650P | 5.443 ms | 1 - 66 MB | NPU
101
- | ResNet101 | QNN_DLC | float | Qualcomm® SA8255P | 5.443 ms | 1 - 66 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® QCS8450 | 5.934 ms | 0 - 91 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.141 ms | 1 - 3 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.647 ms | 1 - 68 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA7255P | 18.349 ms | 1 - 65 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.952 ms | 0 - 66 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA8295P | 5.619 ms | 0 - 40 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.952 ms | 0 - 66 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.525 ms | 1 - 1 MB | NPU
110
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.681 ms | 0 - 0 MB | NPU
111
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.255 ms | 1 - 1 MB | NPU
112
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.963 ms | 0 - 128 MB | NPU
113
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.791 ms | 0 - 128 MB | NPU
114
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 6.036 ms | 0 - 2 MB | NPU
115
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 2.99 ms | 0 - 76 MB | NPU
116
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.285 ms | 0 - 1 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.521 ms | 0 - 77 MB | NPU
118
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.521 ms | 0 - 77 MB | NPU
119
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.521 ms | 0 - 77 MB | NPU
120
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.791 ms | 0 - 128 MB | NPU
121
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.779 ms | 0 - 74 MB | NPU
122
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.801 ms | 0 - 89 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.74 ms | 0 - 77 MB | NPU
124
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.392 ms | 2 - 4 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.831 ms | 0 - 198 MB | NPU
126
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.99 ms | 0 - 76 MB | NPU
127
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.957 ms | 0 - 73 MB | NPU
128
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.801 ms | 0 - 89 MB | NPU
129
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.779 ms | 0 - 74 MB | NPU
130
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.255 ms | 1 - 1 MB | NPU
131
- | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.384 ms | 0 - 172 MB | NPU
132
- | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 5.903 ms | 0 - 146 MB | NPU
133
- | ResNet101 | TFLITE | float | Qualcomm® QCS8275 | 18.248 ms | 0 - 108 MB | NPU
134
- | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.29 ms | 0 - 2 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® SA8775P | 5.441 ms | 0 - 111 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® SA8650P | 5.441 ms | 0 - 111 MB | NPU
137
- | ResNet101 | TFLITE | float | Qualcomm® SA8255P | 5.441 ms | 0 - 111 MB | NPU
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- | ResNet101 | TFLITE | float | Qualcomm® QCS8450 | 5.903 ms | 0 - 146 MB | NPU
139
- | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.115 ms | 0 - 88 MB | NPU
140
- | ResNet101 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.64 ms | 0 - 109 MB | NPU
141
- | ResNet101 | TFLITE | float | Qualcomm® SA7255P | 18.248 ms | 0 - 108 MB | NPU
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- | ResNet101 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.923 ms | 0 - 111 MB | NPU
143
- | ResNet101 | TFLITE | float | Qualcomm® SA8295P | 5.531 ms | 0 - 83 MB | NPU
144
- | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.923 ms | 0 - 111 MB | NPU
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  | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.861 ms | 0 - 134 MB | NPU
146
- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.643 ms | 0 - 136 MB | NPU
147
- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.58 ms | 0 - 45 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8275 | 2.771 ms | 0 - 71 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.14 ms | 0 - 2 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.389 ms | 0 - 74 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.389 ms | 0 - 74 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.389 ms | 0 - 74 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.643 ms | 0 - 136 MB | NPU
154
- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.739 ms | 0 - 75 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.659 ms | 0 - 78 MB | NPU
156
- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.702 ms | 0 - 73 MB | NPU
157
- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.26 ms | 0 - 45 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 12.417 ms | 0 - 194 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA7255P | 2.771 ms | 0 - 71 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.815 ms | 0 - 74 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.659 ms | 0 - 78 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.739 ms | 0 - 75 MB | NPU
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164
  ## License
165
  * The license for the original implementation of ResNet101 can be found
 
16
  ResNet101 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 ResNet101 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/v0.59.0/src/qai_hub_models/models/resnet101) 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 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.59.0/resnet101-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/resnet101/releases/v0.59.0/resnet101-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/resnet101/releases/v0.59.0/resnet101-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/resnet101/releases/v0.59.0/resnet101-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/resnet101/releases/v0.59.0/resnet101-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/resnet101/releases/v0.59.0/resnet101-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNet101 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet101)**.
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/v0.59.0/src/qai_hub_models/models/resnet101) 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 [ResNet101 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/resnet101) 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
+ | ResNet101 | ONNX | float | Snapdragon® X2 Elite | 1.625 ms | 2 - 2 MB | NPU
68
+ | ResNet101 | ONNX | float | Snapdragon® X Elite | 3.069 ms | 87 - 87 MB | NPU
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+ | ResNet101 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.265 ms | 0 - 124 MB | NPU
70
+ | ResNet101 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 5.413 ms | 0 - 93 MB | NPU
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+ | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.071 ms | 0 - 98 MB | NPU
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+ | ResNet101 | ONNX | float | Qualcomm® QCS8450 | 5.413 ms | 0 - 93 MB | NPU
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+ | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 5.035 ms | 0 - 4 MB | NPU
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+ | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.069 ms | 87 - 87 MB | NPU
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+ | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.877 ms | 0 - 68 MB | NPU
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+ | ResNet101 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.877 ms | 0 - 68 MB | NPU
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+ | ResNet101 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.602 ms | 0 - 68 MB | NPU
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  | ResNet101 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.566 ms | 1 - 1 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® X Elite | 1.141 ms | 43 - 43 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.969 ms | 0 - 144 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.814 ms | 0 - 146 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 6.002 ms | 0 - 3 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.282 ms | 0 - 51 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.814 ms | 0 - 146 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.386 ms | 0 - 3 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.141 ms | 43 - 43 MB | NPU
87
+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.837 ms | 6 - 88 MB | NPU
88
+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.837 ms | 6 - 88 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.815 ms | 0 - 84 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Snapdragon® X2 Elite | 1.931 ms | 1 - 1 MB | NPU
91
+ | ResNet101 | QNN_DLC | float | Snapdragon® X Elite | 3.54 ms | 1 - 1 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.423 ms | 0 - 122 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 5.936 ms | 0 - 90 MB | NPU
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+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 18.344 ms | 1 - 66 MB | NPU
95
+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.306 ms | 1 - 239 MB | NPU
96
+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8775P | 5.451 ms | 1 - 67 MB | NPU
97
+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8650P | 5.451 ms | 1 - 67 MB | NPU
98
+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8255P | 5.451 ms | 1 - 67 MB | NPU
99
+ | ResNet101 | QNN_DLC | float | Qualcomm® QCS8450 | 5.936 ms | 0 - 90 MB | NPU
100
+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.132 ms | 3 - 5 MB | NPU
101
+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.54 ms | 1 - 1 MB | NPU
102
+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.954 ms | 1 - 67 MB | NPU
103
+ | ResNet101 | QNN_DLC | float | Qualcomm® SA7255P | 18.344 ms | 1 - 66 MB | NPU
104
+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8295P | 5.63 ms | 0 - 39 MB | NPU
105
+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.954 ms | 1 - 67 MB | NPU
106
+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.643 ms | 1 - 69 MB | NPU
107
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.643 ms | 0 - 0 MB | NPU
108
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.257 ms | 0 - 0 MB | NPU
109
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.963 ms | 0 - 126 MB | NPU
110
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.784 ms | 0 - 127 MB | NPU
111
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 6.11 ms | 2 - 4 MB | NPU
112
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 3.037 ms | 0 - 75 MB | NPU
113
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.281 ms | 0 - 125 MB | NPU
114
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.514 ms | 0 - 78 MB | NPU
115
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.514 ms | 0 - 78 MB | NPU
116
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.514 ms | 0 - 78 MB | NPU
117
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.784 ms | 0 - 127 MB | NPU
118
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.392 ms | 0 - 2 MB | NPU
119
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.257 ms | 0 - 0 MB | NPU
120
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.833 ms | 0 - 198 MB | NPU
121
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.804 ms | 0 - 85 MB | NPU
122
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.807 ms | 0 - 77 MB | NPU
123
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.037 ms | 0 - 75 MB | NPU
124
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.974 ms | 0 - 72 MB | NPU
125
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.807 ms | 0 - 77 MB | NPU
126
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.742 ms | 0 - 77 MB | NPU
127
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.804 ms | 0 - 85 MB | NPU
128
+ | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.391 ms | 0 - 176 MB | NPU
129
+ | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 5.914 ms | 0 - 146 MB | NPU
130
+ | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 18.249 ms | 0 - 107 MB | NPU
131
+ | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.308 ms | 0 - 2 MB | NPU
132
+ | ResNet101 | TFLITE | float | Qualcomm® SA8775P | 5.42 ms | 0 - 112 MB | NPU
133
+ | ResNet101 | TFLITE | float | Qualcomm® SA8650P | 5.42 ms | 0 - 112 MB | NPU
134
+ | ResNet101 | TFLITE | float | Qualcomm® SA8255P | 5.42 ms | 0 - 112 MB | NPU
135
+ | ResNet101 | TFLITE | float | Qualcomm® QCS8450 | 5.914 ms | 0 - 146 MB | NPU
136
+ | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.121 ms | 0 - 88 MB | NPU
137
+ | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.924 ms | 0 - 112 MB | NPU
138
+ | ResNet101 | TFLITE | float | Qualcomm® SA7255P | 18.249 ms | 0 - 107 MB | NPU
139
+ | ResNet101 | TFLITE | float | Qualcomm® SA8295P | 5.554 ms | 0 - 77 MB | NPU
140
+ | ResNet101 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.924 ms | 0 - 112 MB | NPU
141
+ | ResNet101 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.637 ms | 0 - 113 MB | NPU
 
 
 
142
  | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.861 ms | 0 - 134 MB | NPU
143
+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.631 ms | 0 - 137 MB | NPU
144
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.336 ms | 0 - 45 MB | NPU
145
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 2.756 ms | 0 - 71 MB | NPU
146
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.139 ms | 0 - 3 MB | NPU
147
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.396 ms | 0 - 74 MB | NPU
148
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.396 ms | 0 - 74 MB | NPU
149
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.396 ms | 0 - 74 MB | NPU
150
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.631 ms | 0 - 137 MB | NPU
151
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.326 ms | 0 - 45 MB | NPU
152
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.282 ms | 0 - 196 MB | NPU
153
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.67 ms | 0 - 78 MB | NPU
154
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.742 ms | 0 - 75 MB | NPU
155
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA7255P | 2.756 ms | 0 - 71 MB | NPU
156
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.802 ms | 0 - 68 MB | NPU
157
+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.742 ms | 0 - 75 MB | NPU
158
+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.705 ms | 0 - 74 MB | NPU
159
+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.67 ms | 0 - 78 MB | NPU
160
 
161
  ## License
162
  * The license for the original implementation of ResNet101 can be found
release_assets.json CHANGED
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