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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 +98 -101
  2. release_assets.json +17 -19
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
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  ResNet50 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 ResNet50 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/resnet50) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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  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/resnet50/releases/v0.58.0/resnet50-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/resnet50/releases/v0.58.0/resnet50-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/resnet50/releases/v0.58.0/resnet50-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/resnet50/releases/v0.58.0/resnet50-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/resnet50/releases/v0.58.0/resnet50-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/resnet50/releases/v0.58.0/resnet50-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet50)**.
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/resnet50) 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 [ResNet50 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/resnet50) for usage instructions.
52
 
53
  ## Model Details
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@@ -64,102 +64,99 @@ See our repository for [ResNet50 on GitHub](https://github.com/qualcomm/ai-hub-m
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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
- | ResNet50 | ONNX | float | Snapdragon® X2 Elite | 0.983 ms | 2 - 2 MB | NPU
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- | ResNet50 | ONNX | float | Snapdragon® X Elite | 1.925 ms | 50 - 50 MB | NPU
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- | ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.464 ms | 0 - 80 MB | NPU
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- | ResNet50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3.194 ms | 0 - 62 MB | NPU
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- | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.985 ms | 0 - 70 MB | NPU
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- | ResNet50 | ONNX | float | Qualcomm® QCS8450 | 3.194 ms | 0 - 62 MB | NPU
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- | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 3.018 ms | 0 - 4 MB | NPU
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- | ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.058 ms | 0 - 53 MB | NPU
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- | ResNet50 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.207 ms | 0 - 53 MB | NPU
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- | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.207 ms | 0 - 53 MB | NPU
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- | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.925 ms | 50 - 50 MB | NPU
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  | ResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.41 ms | 1 - 1 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 0.828 ms | 25 - 25 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.681 ms | 0 - 85 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.21 ms | 0 - 84 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.725 ms | 0 - 3 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.906 ms | 0 - 67 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.21 ms | 0 - 84 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.581 ms | 0 - 45 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.202 ms | 0 - 55 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.55 ms | 0 - 50 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.005 ms | 0 - 3 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.469 ms | 0 - 168 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.202 ms | 0 - 55 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.581 ms | 0 - 45 MB | NPU
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- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.828 ms | 25 - 25 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 1.234 ms | 1 - 1 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® X Elite | 2.314 ms | 1 - 1 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.607 ms | 1 - 79 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 3.742 ms | 0 - 63 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® QCS8275 | 10.72 ms | 1 - 46 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.202 ms | 0 - 3 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 3.359 ms | 1 - 47 MB | NPU
100
- | ResNet50 | QNN_DLC | float | Qualcomm® SA8650P | 3.359 ms | 1 - 47 MB | NPU
101
- | ResNet50 | QNN_DLC | float | Qualcomm® SA8255P | 3.359 ms | 1 - 47 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® QCS8450 | 3.742 ms | 0 - 63 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 3.18 ms | 3 - 5 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.096 ms | 1 - 48 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 10.72 ms | 1 - 46 MB | NPU
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- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.263 ms | 0 - 48 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 3.659 ms | 0 - 28 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.263 ms | 0 - 48 MB | NPU
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- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.314 ms | 1 - 1 MB | NPU
110
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.45 ms | 0 - 0 MB | NPU
111
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.937 ms | 0 - 0 MB | NPU
112
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.683 ms | 0 - 74 MB | NPU
113
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.186 ms | 0 - 76 MB | NPU
114
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.768 ms | 2 - 4 MB | NPU
115
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 2.012 ms | 0 - 45 MB | NPU
116
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.898 ms | 0 - 2 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.084 ms | 0 - 47 MB | NPU
118
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.084 ms | 0 - 47 MB | NPU
119
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.084 ms | 0 - 47 MB | NPU
120
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.186 ms | 0 - 76 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.534 ms | 0 - 42 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.221 ms | 0 - 51 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.484 ms | 0 - 48 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.985 ms | 0 - 2 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.619 ms | 0 - 163 MB | NPU
126
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.012 ms | 0 - 45 MB | NPU
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- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.459 ms | 0 - 42 MB | NPU
128
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.221 ms | 0 - 51 MB | NPU
129
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.534 ms | 0 - 42 MB | NPU
130
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.937 ms | 0 - 0 MB | NPU
131
- | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.585 ms | 0 - 111 MB | NPU
132
- | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.727 ms | 0 - 96 MB | NPU
133
- | ResNet50 | TFLITE | float | Qualcomm® QCS8275 | 10.663 ms | 0 - 69 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.206 ms | 0 - 3 MB | NPU
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  | ResNet50 | TFLITE | float | Qualcomm® SA8775P | 3.343 ms | 0 - 70 MB | NPU
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  | ResNet50 | TFLITE | float | Qualcomm® SA8650P | 3.343 ms | 0 - 70 MB | NPU
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  | ResNet50 | TFLITE | float | Qualcomm® SA8255P | 3.343 ms | 0 - 70 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® QCS8450 | 3.727 ms | 0 - 96 MB | NPU
139
- | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 3.413 ms | 0 - 52 MB | NPU
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- | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.083 ms | 0 - 67 MB | NPU
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- | ResNet50 | TFLITE | float | Qualcomm® SA7255P | 10.663 ms | 0 - 69 MB | NPU
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- | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.249 ms | 0 - 72 MB | NPU
143
- | ResNet50 | TFLITE | float | Qualcomm® SA8295P | 3.662 ms | 0 - 50 MB | NPU
144
- | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.249 ms | 0 - 72 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.571 ms | 0 - 74 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.048 ms | 0 - 81 MB | NPU
147
- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.358 ms | 0 - 27 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8275 | 1.744 ms | 0 - 42 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.762 ms | 0 - 169 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.959 ms | 0 - 45 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8650P | 0.959 ms | 0 - 45 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8255P | 0.959 ms | 0 - 45 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.048 ms | 0 - 81 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.499 ms | 0 - 46 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.094 ms | 0 - 49 MB | NPU
156
- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.449 ms | 0 - 43 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.853 ms | 0 - 27 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.232 ms | 0 - 161 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 1.744 ms | 0 - 42 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.282 ms | 0 - 40 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.094 ms | 0 - 49 MB | NPU
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- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.499 ms | 0 - 46 MB | NPU
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164
  ## License
165
  * The license for the original implementation of ResNet50 can be found
 
16
  ResNet50 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 ResNet50 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/resnet50) 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/resnet50/releases/v0.59.0/resnet50-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/resnet50/releases/v0.59.0/resnet50-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/resnet50/releases/v0.59.0/resnet50-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/resnet50/releases/v0.59.0/resnet50-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/resnet50/releases/v0.59.0/resnet50-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/resnet50/releases/v0.59.0/resnet50-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet50)**.
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/resnet50) 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 [ResNet50 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/resnet50) 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
+ | ResNet50 | ONNX | float | Snapdragon® X2 Elite | 0.986 ms | 2 - 2 MB | NPU
68
+ | ResNet50 | ONNX | float | Snapdragon® X Elite | 1.917 ms | 50 - 50 MB | NPU
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+ | ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.465 ms | 0 - 79 MB | NPU
70
+ | ResNet50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3.19 ms | 0 - 63 MB | NPU
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+ | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.971 ms | 0 - 58 MB | NPU
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+ | ResNet50 | ONNX | float | Qualcomm® QCS8450 | 3.19 ms | 0 - 63 MB | NPU
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+ | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 3.016 ms | 0 - 4 MB | NPU
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+ | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.917 ms | 50 - 50 MB | NPU
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+ | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.207 ms | 0 - 51 MB | NPU
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+ | ResNet50 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.207 ms | 0 - 51 MB | NPU
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+ | ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.054 ms | 0 - 53 MB | NPU
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  | ResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.41 ms | 1 - 1 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 0.833 ms | 25 - 25 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.678 ms | 0 - 83 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.204 ms | 0 - 85 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.71 ms | 0 - 3 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.905 ms | 0 - 67 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.204 ms | 0 - 85 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.007 ms | 0 - 3 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.833 ms | 25 - 25 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.577 ms | 0 - 49 MB | NPU
88
+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.577 ms | 0 - 49 MB | NPU
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+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.559 ms | 0 - 50 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 1.247 ms | 1 - 1 MB | NPU
91
+ | ResNet50 | QNN_DLC | float | Snapdragon® X Elite | 2.332 ms | 1 - 1 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.607 ms | 0 - 79 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 3.734 ms | 0 - 61 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 10.725 ms | 1 - 46 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.212 ms | 0 - 3 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 3.35 ms | 1 - 47 MB | NPU
97
+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8650P | 3.35 ms | 1 - 47 MB | NPU
98
+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8255P | 3.35 ms | 1 - 47 MB | NPU
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+ | ResNet50 | QNN_DLC | float | Qualcomm® QCS8450 | 3.734 ms | 0 - 61 MB | NPU
100
+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 3.181 ms | 3 - 5 MB | NPU
101
+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.332 ms | 1 - 1 MB | NPU
102
+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.268 ms | 1 - 50 MB | NPU
103
+ | ResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 10.725 ms | 1 - 46 MB | NPU
104
+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 3.642 ms | 0 - 28 MB | NPU
105
+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.268 ms | 1 - 50 MB | NPU
106
+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.1 ms | 1 - 49 MB | NPU
107
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.529 ms | 0 - 0 MB | NPU
108
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.945 ms | 0 - 0 MB | NPU
109
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.678 ms | 0 - 78 MB | NPU
110
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.193 ms | 0 - 79 MB | NPU
111
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.77 ms | 0 - 2 MB | NPU
112
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 2.05 ms | 0 - 45 MB | NPU
113
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.893 ms | 0 - 2 MB | NPU
114
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.089 ms | 0 - 46 MB | NPU
115
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.089 ms | 0 - 46 MB | NPU
116
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.089 ms | 0 - 46 MB | NPU
117
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.193 ms | 0 - 79 MB | NPU
118
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.986 ms | 0 - 2 MB | NPU
119
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.945 ms | 0 - 0 MB | NPU
120
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.612 ms | 0 - 164 MB | NPU
121
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.224 ms | 0 - 51 MB | NPU
122
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.536 ms | 0 - 46 MB | NPU
123
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.05 ms | 0 - 45 MB | NPU
124
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.431 ms | 0 - 42 MB | NPU
125
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.536 ms | 0 - 46 MB | NPU
126
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.494 ms | 0 - 44 MB | NPU
127
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.224 ms | 0 - 51 MB | NPU
128
+ | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.586 ms | 0 - 112 MB | NPU
129
+ | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.729 ms | 0 - 97 MB | NPU
130
+ | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 10.664 ms | 0 - 69 MB | NPU
131
+ | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.218 ms | 0 - 2 MB | NPU
 
 
 
132
  | ResNet50 | TFLITE | float | Qualcomm® SA8775P | 3.343 ms | 0 - 70 MB | NPU
133
  | ResNet50 | TFLITE | float | Qualcomm® SA8650P | 3.343 ms | 0 - 70 MB | NPU
134
  | ResNet50 | TFLITE | float | Qualcomm® SA8255P | 3.343 ms | 0 - 70 MB | NPU
135
+ | ResNet50 | TFLITE | float | Qualcomm® QCS8450 | 3.729 ms | 0 - 97 MB | NPU
136
+ | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 3.125 ms | 0 - 52 MB | NPU
137
+ | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.25 ms | 0 - 72 MB | NPU
138
+ | ResNet50 | TFLITE | float | Qualcomm® SA7255P | 10.664 ms | 0 - 69 MB | NPU
139
+ | ResNet50 | TFLITE | float | Qualcomm® SA8295P | 3.636 ms | 0 - 50 MB | NPU
140
+ | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.25 ms | 0 - 72 MB | NPU
141
+ | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.09 ms | 0 - 66 MB | NPU
142
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.569 ms | 0 - 73 MB | NPU
143
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.05 ms | 0 - 81 MB | NPU
144
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.649 ms | 0 - 27 MB | NPU
145
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 1.755 ms | 0 - 42 MB | NPU
146
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.758 ms | 0 - 1 MB | NPU
147
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.964 ms | 0 - 45 MB | NPU
148
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8650P | 0.964 ms | 0 - 45 MB | NPU
149
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8255P | 0.964 ms | 0 - 45 MB | NPU
150
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.05 ms | 0 - 81 MB | NPU
151
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.89 ms | 0 - 27 MB | NPU
152
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.191 ms | 0 - 161 MB | NPU
153
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.096 ms | 0 - 49 MB | NPU
154
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.485 ms | 0 - 40 MB | NPU
155
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 1.755 ms | 0 - 42 MB | NPU
156
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.278 ms | 0 - 40 MB | NPU
157
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.485 ms | 0 - 40 MB | NPU
158
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.448 ms | 0 - 47 MB | NPU
159
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.096 ms | 0 - 49 MB | NPU
160
 
161
  ## License
162
  * The license for the original implementation of ResNet50 can be found
release_assets.json CHANGED
@@ -1,51 +1,49 @@
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- "float": {
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.58.0/resnet50-tflite-float.zip"
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  {
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