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ResNet50

Image Classification
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v0.61.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.61.0 for changelog.

Files changed (2) hide show
  1. README.md +110 -110
  2. release_assets.json +7 -7
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: other
4
  tags:
5
  - backbone
6
  - bu_auto
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
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/v0.60.0/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
 
@@ -29,26 +29,26 @@ Below are pre-exported model assets ready for deployment.
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/v0.60.0/resnet50-onnx-float.zip)
33
- | 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/v0.60.0/resnet50-onnx-w8a8.zip)
34
- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/resnet50-qnn_dlc-float.zip)
35
- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/resnet50-qnn_dlc-w8a8.zip)
36
- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/resnet50-tflite-float.zip)
37
- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/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/v0.60.0/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/v0.60.0/src/qai_hub_models/models/resnet50) for usage instructions.
52
 
53
  ## Model Details
54
 
@@ -64,108 +64,108 @@ See our repository for [ResNet50 on GitHub](https://github.com/qualcomm/ai-hub-m
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 | 1.92 ms | 50 - 50 MB | NPU
69
- | ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.468 ms | 0 - 81 MB | NPU
70
- | ResNet50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3.19 ms | 0 - 63 MB | NPU
71
- | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 3.33 ms | 0 - 4 MB | NPU
72
- | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.982 ms | 0 - 192 MB | NPU
73
- | ResNet50 | ONNX | float | Qualcomm® QCS8450 | 3.19 ms | 0 - 63 MB | NPU
74
- | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 3.016 ms | 0 - 4 MB | NPU
75
- | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.92 ms | 50 - 50 MB | NPU
76
- | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.208 ms | 0 - 52 MB | NPU
77
- | ResNet50 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.208 ms | 0 - 52 MB | NPU
78
- | ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.065 ms | 0 - 55 MB | NPU
79
- | ResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.409 ms | 1 - 1 MB | NPU
80
  | ResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 0.831 ms | 25 - 25 MB | NPU
81
- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.677 ms | 0 - 85 MB | NPU
82
- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.201 ms | 0 - 85 MB | NPU
83
- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.708 ms | 0 - 3 MB | NPU
84
- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.984 ms | 0 - 4 MB | NPU
85
- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.906 ms | 0 - 34 MB | NPU
86
- | ResNet50 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.201 ms | 0 - 85 MB | NPU
87
- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.003 ms | 0 - 3 MB | NPU
88
  | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.831 ms | 25 - 25 MB | NPU
89
- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.476 ms | 0 - 168 MB | NPU
90
- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.207 ms | 0 - 55 MB | NPU
91
- | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.584 ms | 0 - 49 MB | NPU
92
- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.584 ms | 0 - 49 MB | NPU
93
- | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.552 ms | 0 - 52 MB | NPU
94
- | ResNet50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.207 ms | 0 - 55 MB | NPU
95
- | ResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 1.345 ms | 1 - 1 MB | NPU
96
- | ResNet50 | QNN_DLC | float | Snapdragon® X Elite | 2.336 ms | 1 - 1 MB | NPU
97
- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.606 ms | 0 - 74 MB | NPU
98
- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 3.734 ms | 0 - 60 MB | NPU
99
- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 3.355 ms | 1 - 4 MB | NPU
100
- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 10.721 ms | 1 - 46 MB | NPU
101
- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.207 ms | 1 - 3 MB | NPU
102
- | ResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 3.37 ms | 0 - 46 MB | NPU
103
- | ResNet50 | QNN_DLC | float | Qualcomm® SA8650P | 3.37 ms | 0 - 46 MB | NPU
104
- | ResNet50 | QNN_DLC | float | Qualcomm® SA8255P | 3.37 ms | 0 - 46 MB | NPU
105
- | ResNet50 | QNN_DLC | float | Qualcomm® QCS8450 | 3.734 ms | 0 - 60 MB | NPU
106
- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 3.25 ms | 3 - 5 MB | NPU
107
- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.336 ms | 1 - 1 MB | NPU
108
- | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.262 ms | 1 - 49 MB | NPU
109
- | ResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 10.721 ms | 1 - 46 MB | NPU
110
- | ResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 3.687 ms | 0 - 28 MB | NPU
111
- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.262 ms | 1 - 49 MB | NPU
112
- | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.091 ms | 1 - 49 MB | NPU
113
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.453 ms | 0 - 0 MB | NPU
114
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.935 ms | 0 - 0 MB | NPU
115
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.68 ms | 0 - 77 MB | NPU
116
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.189 ms | 0 - 80 MB | NPU
117
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.829 ms | 0 - 2 MB | NPU
118
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.963 ms | 0 - 3 MB | NPU
119
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.04 ms | 0 - 45 MB | NPU
120
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.891 ms | 0 - 2 MB | NPU
121
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.094 ms | 0 - 47 MB | NPU
122
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.094 ms | 0 - 47 MB | NPU
123
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.094 ms | 0 - 47 MB | NPU
124
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.189 ms | 0 - 80 MB | NPU
125
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.984 ms | 0 - 2 MB | NPU
126
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.935 ms | 0 - 0 MB | NPU
127
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.6 ms | 0 - 164 MB | NPU
128
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.224 ms | 0 - 51 MB | NPU
129
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.543 ms | 0 - 42 MB | NPU
130
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.04 ms | 0 - 45 MB | NPU
131
- | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.445 ms | 0 - 42 MB | NPU
132
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.543 ms | 0 - 42 MB | NPU
133
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.484 ms | 0 - 44 MB | NPU
134
- | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.224 ms | 0 - 51 MB | NPU
135
- | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.595 ms | 0 - 115 MB | NPU
136
- | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.721 ms | 0 - 96 MB | NPU
137
- | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 3.34 ms | 0 - 53 MB | NPU
138
- | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 10.636 ms | 0 - 69 MB | NPU
139
- | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.208 ms | 0 - 2 MB | NPU
140
- | ResNet50 | TFLITE | float | Qualcomm® SA8775P | 3.352 ms | 0 - 70 MB | NPU
141
- | ResNet50 | TFLITE | float | Qualcomm® SA8650P | 3.352 ms | 0 - 70 MB | NPU
142
- | ResNet50 | TFLITE | float | Qualcomm® SA8255P | 3.352 ms | 0 - 70 MB | NPU
143
- | ResNet50 | TFLITE | float | Qualcomm® QCS8450 | 3.721 ms | 0 - 96 MB | NPU
144
- | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 3.118 ms | 0 - 52 MB | NPU
145
- | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.255 ms | 0 - 73 MB | NPU
146
- | ResNet50 | TFLITE | float | Qualcomm® SA7255P | 10.636 ms | 0 - 69 MB | NPU
147
- | ResNet50 | TFLITE | float | Qualcomm® SA8295P | 3.652 ms | 0 - 50 MB | NPU
148
- | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.255 ms | 0 - 73 MB | NPU
149
- | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.097 ms | 0 - 67 MB | NPU
150
- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.575 ms | 0 - 74 MB | NPU
151
- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.048 ms | 0 - 80 MB | NPU
152
- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.368 ms | 0 - 27 MB | NPU
153
- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.858 ms | 0 - 27 MB | NPU
154
- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.777 ms | 0 - 42 MB | NPU
155
- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.755 ms | 0 - 2 MB | NPU
156
- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.969 ms | 0 - 45 MB | NPU
157
- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8650P | 0.969 ms | 0 - 45 MB | NPU
158
- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8255P | 0.969 ms | 0 - 45 MB | NPU
159
- | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.048 ms | 0 - 80 MB | NPU
160
- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.843 ms | 0 - 27 MB | NPU
161
- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.239 ms | 0 - 161 MB | NPU
162
- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.097 ms | 0 - 49 MB | NPU
163
- | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.484 ms | 0 - 40 MB | NPU
164
- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 1.777 ms | 0 - 42 MB | NPU
165
- | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.29 ms | 0 - 39 MB | NPU
166
- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.484 ms | 0 - 40 MB | NPU
167
- | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.445 ms | 0 - 41 MB | NPU
168
- | ResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.097 ms | 0 - 49 MB | NPU
169
 
170
  ## License
171
  * The license for the original implementation of ResNet50 can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: bsd-3-clause
4
  tags:
5
  - backbone
6
  - bu_auto
 
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/v0.61.0/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/v0.61.0/resnet50-onnx-float.zip)
33
+ | 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/v0.61.0/resnet50-onnx-w8a8.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/resnet50-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/resnet50-qnn_dlc-w8a8.zip)
36
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/resnet50-tflite-float.zip)
37
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/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/v0.61.0/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/v0.61.0/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 | 0.979 ms | 2 - 2 MB | NPU
68
+ | ResNet50 | ONNX | float | Snapdragon® X Elite | 1.925 ms | 50 - 50 MB | NPU
69
+ | ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.461 ms | 0 - 81 MB | NPU
70
+ | ResNet50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3.181 ms | 0 - 63 MB | NPU
71
+ | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 3.346 ms | 0 - 4 MB | NPU
72
+ | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.973 ms | 0 - 218 MB | NPU
73
+ | ResNet50 | ONNX | float | Qualcomm® QCS8450 | 3.181 ms | 0 - 63 MB | NPU
74
+ | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 3.015 ms | 1 - 4 MB | NPU
75
+ | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.925 ms | 50 - 50 MB | NPU
76
+ | ResNet50 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.211 ms | 0 - 53 MB | NPU
77
+ | ResNet50 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.211 ms | 0 - 53 MB | NPU
78
+ | ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.065 ms | 0 - 53 MB | NPU
79
+ | ResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.41 ms | 1 - 1 MB | NPU
80
  | ResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 0.831 ms | 25 - 25 MB | NPU
81
+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.678 ms | 0 - 84 MB | NPU
82
+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.21 ms | 0 - 86 MB | NPU
83
+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.719 ms | 0 - 3 MB | NPU
84
+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.986 ms | 0 - 4 MB | NPU
85
+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.908 ms | 0 - 40 MB | NPU
86
+ | ResNet50 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.21 ms | 0 - 86 MB | NPU
87
+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.007 ms | 0 - 3 MB | NPU
88
  | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.831 ms | 25 - 25 MB | NPU
89
+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.481 ms | 0 - 168 MB | NPU
90
+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.204 ms | 0 - 55 MB | NPU
91
+ | ResNet50 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.578 ms | 0 - 50 MB | NPU
92
+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.578 ms | 0 - 50 MB | NPU
93
+ | ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.554 ms | 0 - 48 MB | NPU
94
+ | ResNet50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.204 ms | 0 - 55 MB | NPU
95
+ | ResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 1.217 ms | 1 - 1 MB | NPU
96
+ | ResNet50 | QNN_DLC | float | Snapdragon® X Elite | 2.323 ms | 1 - 1 MB | NPU
97
+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.622 ms | 0 - 76 MB | NPU
98
+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 3.737 ms | 0 - 61 MB | NPU
99
+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 3.37 ms | 1 - 4 MB | NPU
100
+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 10.714 ms | 1 - 46 MB | NPU
101
+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.222 ms | 1 - 2 MB | NPU
102
+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 3.346 ms | 0 - 47 MB | NPU
103
+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8650P | 3.346 ms | 0 - 47 MB | NPU
104
+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8255P | 3.346 ms | 0 - 47 MB | NPU
105
+ | ResNet50 | QNN_DLC | float | Qualcomm® QCS8450 | 3.737 ms | 0 - 61 MB | NPU
106
+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 3.152 ms | 3 - 5 MB | NPU
107
+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.323 ms | 1 - 1 MB | NPU
108
+ | ResNet50 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.263 ms | 0 - 50 MB | NPU
109
+ | ResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 10.714 ms | 1 - 46 MB | NPU
110
+ | ResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 3.673 ms | 0 - 29 MB | NPU
111
+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.263 ms | 0 - 50 MB | NPU
112
+ | ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.093 ms | 1 - 48 MB | NPU
113
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.454 ms | 0 - 0 MB | NPU
114
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.932 ms | 0 - 0 MB | NPU
115
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.691 ms | 0 - 74 MB | NPU
116
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.183 ms | 0 - 78 MB | NPU
117
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.758 ms | 0 - 2 MB | NPU
118
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.956 ms | 0 - 3 MB | NPU
119
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.014 ms | 0 - 45 MB | NPU
120
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.902 ms | 0 - 2 MB | NPU
121
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.087 ms | 0 - 46 MB | NPU
122
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.087 ms | 0 - 46 MB | NPU
123
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.087 ms | 0 - 46 MB | NPU
124
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.183 ms | 0 - 78 MB | NPU
125
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.997 ms | 0 - 2 MB | NPU
126
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.932 ms | 0 - 0 MB | NPU
127
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.628 ms | 0 - 164 MB | NPU
128
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.241 ms | 0 - 51 MB | NPU
129
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.53 ms | 0 - 42 MB | NPU
130
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 2.014 ms | 0 - 45 MB | NPU
131
+ | ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.435 ms | 0 - 42 MB | NPU
132
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.53 ms | 0 - 42 MB | NPU
133
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.492 ms | 0 - 44 MB | NPU
134
+ | ResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.241 ms | 0 - 51 MB | NPU
135
+ | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.581 ms | 0 - 111 MB | NPU
136
+ | ResNet50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.717 ms | 0 - 96 MB | NPU
137
+ | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 3.342 ms | 0 - 53 MB | NPU
138
+ | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 10.659 ms | 0 - 69 MB | NPU
139
+ | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.206 ms | 0 - 2 MB | NPU
140
+ | ResNet50 | TFLITE | float | Qualcomm® SA8775P | 3.315 ms | 0 - 70 MB | NPU
141
+ | ResNet50 | TFLITE | float | Qualcomm® SA8650P | 3.315 ms | 0 - 70 MB | NPU
142
+ | ResNet50 | TFLITE | float | Qualcomm® SA8255P | 3.315 ms | 0 - 70 MB | NPU
143
+ | ResNet50 | TFLITE | float | Qualcomm® QCS8450 | 3.717 ms | 0 - 96 MB | NPU
144
+ | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 3.119 ms | 0 - 52 MB | NPU
145
+ | ResNet50 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.25 ms | 0 - 72 MB | NPU
146
+ | ResNet50 | TFLITE | float | Qualcomm® SA7255P | 10.659 ms | 0 - 69 MB | NPU
147
+ | ResNet50 | TFLITE | float | Qualcomm® SA8295P | 3.664 ms | 0 - 50 MB | NPU
148
+ | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.25 ms | 0 - 72 MB | NPU
149
+ | ResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.094 ms | 0 - 67 MB | NPU
150
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.589 ms | 0 - 74 MB | NPU
151
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.048 ms | 0 - 81 MB | NPU
152
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.415 ms | 0 - 27 MB | NPU
153
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.857 ms | 0 - 27 MB | NPU
154
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.751 ms | 0 - 42 MB | NPU
155
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.764 ms | 0 - 3 MB | NPU
156
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 0.959 ms | 0 - 45 MB | NPU
157
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8650P | 0.959 ms | 0 - 45 MB | NPU
158
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8255P | 0.959 ms | 0 - 45 MB | NPU
159
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.048 ms | 0 - 81 MB | NPU
160
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.858 ms | 0 - 27 MB | NPU
161
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 6.227 ms | 0 - 161 MB | NPU
162
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.095 ms | 0 - 49 MB | NPU
163
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.485 ms | 0 - 40 MB | NPU
164
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 1.751 ms | 0 - 42 MB | NPU
165
+ | ResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.286 ms | 0 - 39 MB | NPU
166
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.485 ms | 0 - 40 MB | NPU
167
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.446 ms | 0 - 42 MB | NPU
168
+ | ResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.095 ms | 0 - 49 MB | NPU
169
 
170
  ## License
171
  * The license for the original implementation of ResNet50 can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.60.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
@@ -8,19 +8,19 @@
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/resnet50-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/resnet50-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/resnet50-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -31,19 +31,19 @@
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/resnet50-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/resnet50-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
  "qairt": "2.45.0.260326154327"
45
  },
46
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.60.0/resnet50-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.61.0",
3
  "precisions": {
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  "float": {
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  "universal_assets": {
 
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/resnet50-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/resnet50-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/resnet50-tflite-float.zip"
24
  }
25
  }
26
  },
 
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/resnet50-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/resnet50-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
  "qairt": "2.45.0.260326154327"
45
  },
46
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet50/releases/v0.61.0/resnet50-tflite-w8a8.zip"
47
  }
48
  }
49
  }