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DenseNet-121

Image Classification
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v0.60.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.60.0 for changelog.

Files changed (2) hide show
  1. README.md +121 -108
  2. release_assets.json +8 -8
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
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  Densenet 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 DenseNet-121 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/densenet.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/densenet121) 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.
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@@ -29,143 +29,156 @@ Below are pre-exported model assets ready for deployment.
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  | 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/densenet121/releases/v0.59.0/densenet121-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.59.0/densenet121-onnx-w8a16.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/densenet121/releases/v0.59.0/densenet121-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/densenet121/releases/v0.59.0/densenet121-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.59.0/densenet121-qnn_dlc-w8a16.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/densenet121/releases/v0.59.0/densenet121-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/densenet121/releases/v0.59.0/densenet121-tflite-float.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[DenseNet-121 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/densenet121)**.
41
 
42
 
43
  ### Option 2: Export with Custom Configurations
44
 
45
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/densenet121) Python library to compile and export the model with your own:
46
  - Custom weights (e.g., fine-tuned checkpoints)
47
  - Custom input shapes
48
  - Target device and runtime configurations
49
 
50
  This option is ideal if you need to customize the model beyond the default configuration provided here.
51
 
52
- See our repository for [DenseNet-121 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/densenet121) for usage instructions.
53
 
54
  ## Model Details
55
 
56
  **Model Type:** Model_use_case.image_classification
57
 
58
  **Model Stats:**
59
- - Model checkpoint: Imagenet
60
  - Input resolution: 224x224
61
- - Number of parameters: 7.99M
62
  - Model size (float): 30.5 MB
63
  - Model size (w8a16): 8.72 MB
64
  - Model size (w8a8): 8.30 MB
 
65
 
66
  ## Performance Summary
67
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
68
  |---|---|---|---|---|---|---
69
- | DenseNet-121 | ONNX | float | Snapdragon® X2 Elite | 0.726 ms | 2 - 2 MB | NPU
70
- | DenseNet-121 | ONNX | float | Snapdragon® X Elite | 1.591 ms | 16 - 16 MB | NPU
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- | DenseNet-121 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.071 ms | 0 - 91 MB | NPU
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- | DenseNet-121 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 2.604 ms | 1 - 90 MB | NPU
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- | DenseNet-121 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.516 ms | 0 - 18 MB | NPU
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- | DenseNet-121 | ONNX | float | Qualcomm® QCS8450 | 2.604 ms | 1 - 90 MB | NPU
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- | DenseNet-121 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 2.402 ms | 1 - 3 MB | NPU
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- | DenseNet-121 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.591 ms | 16 - 16 MB | NPU
77
- | DenseNet-121 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.781 ms | 0 - 41 MB | NPU
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- | DenseNet-121 | ONNX | float | Snapdragon® 8 Elite Mobile | 0.781 ms | 0 - 41 MB | NPU
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- | DenseNet-121 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.668 ms | 0 - 45 MB | NPU
 
80
  | DenseNet-121 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.845 ms | 1 - 1 MB | NPU
81
- | DenseNet-121 | ONNX | w8a16 | Snapdragon® X Elite | 1.828 ms | 8 - 8 MB | NPU
82
- | DenseNet-121 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.269 ms | 0 - 106 MB | NPU
83
- | DenseNet-121 | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 2.251 ms | 0 - 110 MB | NPU
84
- | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 7.206 ms | 0 - 3 MB | NPU
85
- | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.789 ms | 0 - 120 MB | NPU
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- | DenseNet-121 | ONNX | w8a16 | Qualcomm® QCS8450 | 2.251 ms | 0 - 110 MB | NPU
 
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  | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 1.981 ms | 0 - 3 MB | NPU
88
- | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.828 ms | 8 - 8 MB | NPU
89
- | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.887 ms | 0 - 86 MB | NPU
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- | DenseNet-121 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.887 ms | 0 - 86 MB | NPU
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- | DenseNet-121 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.785 ms | 0 - 86 MB | NPU
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- | DenseNet-121 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.491 ms | 1 - 1 MB | NPU
93
- | DenseNet-121 | ONNX | w8a8 | Snapdragon® X Elite | 0.889 ms | 9 - 9 MB | NPU
94
- | DenseNet-121 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.607 ms | 0 - 116 MB | NPU
95
- | DenseNet-121 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.51 ms | 0 - 111 MB | NPU
96
- | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.818 ms | 0 - 3 MB | NPU
97
- | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.863 ms | 0 - 13 MB | NPU
98
- | DenseNet-121 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.51 ms | 0 - 111 MB | NPU
99
- | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.98 ms | 0 - 3 MB | NPU
100
- | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.889 ms | 9 - 9 MB | NPU
101
- | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.508 ms | 0 - 93 MB | NPU
102
- | DenseNet-121 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.508 ms | 0 - 93 MB | NPU
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- | DenseNet-121 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.468 ms | 0 - 92 MB | NPU
104
- | DenseNet-121 | QNN_DLC | float | Snapdragon® X2 Elite | 0.953 ms | 1 - 1 MB | NPU
105
- | DenseNet-121 | QNN_DLC | float | Snapdragon® X Elite | 2.044 ms | 1 - 1 MB | NPU
106
- | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.196 ms | 0 - 77 MB | NPU
107
- | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 3.292 ms | 0 - 77 MB | NPU
108
- | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 7.905 ms | 1 - 37 MB | NPU
109
- | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.808 ms | 1 - 18 MB | NPU
110
- | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8775P | 2.703 ms | 1 - 42 MB | NPU
111
- | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8650P | 2.703 ms | 1 - 42 MB | NPU
112
- | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8255P | 2.703 ms | 1 - 42 MB | NPU
113
- | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8450 | 3.292 ms | 0 - 77 MB | NPU
114
- | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 2.528 ms | 1 - 3 MB | NPU
115
- | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.044 ms | 1 - 1 MB | NPU
116
- | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.881 ms | 1 - 38 MB | NPU
117
- | DenseNet-121 | QNN_DLC | float | Qualcomm® SA7255P | 7.905 ms | 1 - 37 MB | NPU
118
- | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8295P | 3.036 ms | 0 - 36 MB | NPU
119
- | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.881 ms | 1 - 38 MB | NPU
120
- | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.719 ms | 1 - 40 MB | NPU
121
- | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.43 ms | 0 - 0 MB | NPU
122
- | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.149 ms | 0 - 0 MB | NPU
123
- | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.987 ms | 0 - 87 MB | NPU
124
- | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4.434 ms | 0 - 87 MB | NPU
125
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 5.812 ms | 0 - 66 MB | NPU
126
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.811 ms | 0 - 2 MB | NPU
127
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 3.192 ms | 0 - 68 MB | NPU
128
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 3.192 ms | 0 - 68 MB | NPU
129
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA8255P | 3.192 ms | 0 - 68 MB | NPU
130
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 4.434 ms | 0 - 87 MB | NPU
131
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 3.0 ms | 0 - 2 MB | NPU
132
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 3.149 ms | 0 - 0 MB | NPU
133
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.716 ms | 0 - 62 MB | NPU
134
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 5.812 ms | 0 - 66 MB | NPU
135
- | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 4.925 ms | 0 - 64 MB | NPU
136
- | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.716 ms | 0 - 62 MB | NPU
137
- | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.097 ms | 0 - 76 MB | NPU
138
- | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.157 ms | 0 - 0 MB | NPU
139
- | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® X Elite | 2.615 ms | 0 - 0 MB | NPU
140
- | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.67 ms | 0 - 80 MB | NPU
141
- | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.878 ms | 0 - 80 MB | NPU
142
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 4.99 ms | 0 - 60 MB | NPU
143
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.36 ms | 0 - 2 MB | NPU
144
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.677 ms | 0 - 63 MB | NPU
145
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 2.677 ms | 0 - 63 MB | NPU
146
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 2.677 ms | 0 - 63 MB | NPU
147
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.878 ms | 0 - 80 MB | NPU
148
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.512 ms | 0 - 2 MB | NPU
149
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 2.615 ms | 0 - 0 MB | NPU
150
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.052 ms | 0 - 62 MB | NPU
151
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 4.99 ms | 0 - 60 MB | NPU
152
- | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 3.39 ms | 0 - 58 MB | NPU
153
- | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.052 ms | 0 - 62 MB | NPU
154
- | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.905 ms | 0 - 67 MB | NPU
155
- | DenseNet-121 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.213 ms | 0 - 91 MB | NPU
156
- | DenseNet-121 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.292 ms | 0 - 87 MB | NPU
157
- | DenseNet-121 | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 7.925 ms | 0 - 52 MB | NPU
158
- | DenseNet-121 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.813 ms | 0 - 2 MB | NPU
159
- | DenseNet-121 | TFLITE | float | Qualcomm® SA8775P | 2.738 ms | 0 - 55 MB | NPU
160
- | DenseNet-121 | TFLITE | float | Qualcomm® SA8650P | 2.738 ms | 0 - 55 MB | NPU
161
- | DenseNet-121 | TFLITE | float | Qualcomm® SA8255P | 2.738 ms | 0 - 55 MB | NPU
162
- | DenseNet-121 | TFLITE | float | Qualcomm® QCS8450 | 3.292 ms | 0 - 87 MB | NPU
163
- | DenseNet-121 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 2.542 ms | 0 - 18 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
164
  | DenseNet-121 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.882 ms | 0 - 50 MB | NPU
165
- | DenseNet-121 | TFLITE | float | Qualcomm® SA7255P | 7.925 ms | 0 - 52 MB | NPU
166
- | DenseNet-121 | TFLITE | float | Qualcomm® SA8295P | 3.051 ms | 0 - 50 MB | NPU
167
  | DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.882 ms | 0 - 50 MB | NPU
168
- | DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.723 ms | 0 - 56 MB | NPU
169
 
170
  ## License
171
  * The license for the original implementation of DenseNet-121 can be found
 
16
  Densenet 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 DenseNet-121 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/densenet.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/densenet121) 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/densenet121/releases/v0.60.0/densenet121-onnx-float.zip)
33
+ | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.60.0/densenet121-onnx-w8a16.zip)
34
+ | 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/densenet121/releases/v0.60.0/densenet121-onnx-w8a8.zip)
35
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.60.0/densenet121-qnn_dlc-float.zip)
36
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.60.0/densenet121-qnn_dlc-w8a16.zip)
37
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.60.0/densenet121-qnn_dlc-w8a8.zip)
38
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.60.0/densenet121-tflite-float.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[DenseNet-121 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/densenet121)**.
41
 
42
 
43
  ### Option 2: Export with Custom Configurations
44
 
45
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/densenet121) Python library to compile and export the model with your own:
46
  - Custom weights (e.g., fine-tuned checkpoints)
47
  - Custom input shapes
48
  - Target device and runtime configurations
49
 
50
  This option is ideal if you need to customize the model beyond the default configuration provided here.
51
 
52
+ See our repository for [DenseNet-121 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/densenet121) for usage instructions.
53
 
54
  ## Model Details
55
 
56
  **Model Type:** Model_use_case.image_classification
57
 
58
  **Model Stats:**
 
59
  - Input resolution: 224x224
60
+ - Model checkpoint: Imagenet
61
  - Model size (float): 30.5 MB
62
  - Model size (w8a16): 8.72 MB
63
  - Model size (w8a8): 8.30 MB
64
+ - Number of parameters: 7.99M
65
 
66
  ## Performance Summary
67
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
68
  |---|---|---|---|---|---|---
69
+ | DenseNet-121 | ONNX | float | Snapdragon® X2 Elite | 0.73 ms | 2 - 2 MB | NPU
70
+ | DenseNet-121 | ONNX | float | Snapdragon® X Elite | 1.586 ms | 16 - 16 MB | NPU
71
+ | DenseNet-121 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.058 ms | 0 - 93 MB | NPU
72
+ | DenseNet-121 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 2.621 ms | 1 - 92 MB | NPU
73
+ | DenseNet-121 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 2.463 ms | 1 - 4 MB | NPU
74
+ | DenseNet-121 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.526 ms | 0 - 46 MB | NPU
75
+ | DenseNet-121 | ONNX | float | Qualcomm® QCS8450 | 2.621 ms | 1 - 92 MB | NPU
76
+ | DenseNet-121 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 2.382 ms | 1 - 3 MB | NPU
77
+ | DenseNet-121 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.586 ms | 16 - 16 MB | NPU
78
+ | DenseNet-121 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.782 ms | 0 - 44 MB | NPU
79
+ | DenseNet-121 | ONNX | float | Snapdragon® 8 Elite Mobile | 0.782 ms | 0 - 44 MB | NPU
80
+ | DenseNet-121 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.668 ms | 0 - 47 MB | NPU
81
  | DenseNet-121 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.845 ms | 1 - 1 MB | NPU
82
+ | DenseNet-121 | ONNX | w8a16 | Snapdragon® X Elite | 1.824 ms | 9 - 9 MB | NPU
83
+ | DenseNet-121 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.261 ms | 0 - 105 MB | NPU
84
+ | DenseNet-121 | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 2.238 ms | 0 - 106 MB | NPU
85
+ | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 7.205 ms | 0 - 3 MB | NPU
86
+ | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 1.858 ms | 0 - 4 MB | NPU
87
+ | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.791 ms | 0 - 120 MB | NPU
88
+ | DenseNet-121 | ONNX | w8a16 | Qualcomm® QCS8450 | 2.238 ms | 0 - 106 MB | NPU
89
  | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 1.981 ms | 0 - 3 MB | NPU
90
+ | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.824 ms | 9 - 9 MB | NPU
91
+ | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 10.628 ms | 0 - 201 MB | NPU
92
+ | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 1.901 ms | 0 - 196 MB | NPU
93
+ | DenseNet-121 | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.891 ms | 0 - 84 MB | NPU
94
+ | DenseNet-121 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.891 ms | 0 - 84 MB | NPU
95
+ | DenseNet-121 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.782 ms | 0 - 83 MB | NPU
96
+ | DenseNet-121 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.901 ms | 0 - 196 MB | NPU
97
+ | DenseNet-121 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.485 ms | 1 - 1 MB | NPU
98
+ | DenseNet-121 | ONNX | w8a8 | Snapdragon® X Elite | 0.9 ms | 8 - 8 MB | NPU
99
+ | DenseNet-121 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.608 ms | 0 - 110 MB | NPU
100
+ | DenseNet-121 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.505 ms | 0 - 105 MB | NPU
101
+ | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.856 ms | 0 - 3 MB | NPU
102
+ | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.929 ms | 0 - 4 MB | NPU
103
+ | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.846 ms | 0 - 12 MB | NPU
104
+ | DenseNet-121 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.505 ms | 0 - 105 MB | NPU
105
+ | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.981 ms | 0 - 3 MB | NPU
106
+ | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.9 ms | 8 - 8 MB | NPU
107
+ | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7.027 ms | 0 - 205 MB | NPU
108
+ | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.016 ms | 0 - 86 MB | NPU
109
+ | DenseNet-121 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.513 ms | 0 - 87 MB | NPU
110
+ | DenseNet-121 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.513 ms | 0 - 87 MB | NPU
111
+ | DenseNet-121 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.458 ms | 0 - 90 MB | NPU
112
+ | DenseNet-121 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.016 ms | 0 - 86 MB | NPU
113
+ | DenseNet-121 | QNN_DLC | float | Snapdragon® X2 Elite | 0.955 ms | 1 - 1 MB | NPU
114
+ | DenseNet-121 | QNN_DLC | float | Snapdragon® X Elite | 2.011 ms | 1 - 1 MB | NPU
115
+ | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.216 ms | 0 - 71 MB | NPU
116
+ | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 3.286 ms | 0 - 76 MB | NPU
117
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 2.517 ms | 1 - 4 MB | NPU
118
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 7.878 ms | 1 - 37 MB | NPU
119
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.795 ms | 1 - 2 MB | NPU
120
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8775P | 2.699 ms | 1 - 40 MB | NPU
121
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8650P | 2.699 ms | 1 - 40 MB | NPU
122
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8255P | 2.699 ms | 1 - 40 MB | NPU
123
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8450 | 3.286 ms | 0 - 76 MB | NPU
124
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 2.532 ms | 3 - 5 MB | NPU
125
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.011 ms | 1 - 1 MB | NPU
126
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.882 ms | 0 - 42 MB | NPU
127
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA7255P | 7.878 ms | 1 - 37 MB | NPU
128
+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8295P | 3.08 ms | 0 - 35 MB | NPU
129
+ | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.882 ms | 0 - 42 MB | NPU
130
+ | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.72 ms | 1 - 40 MB | NPU
131
+ | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.438 ms | 0 - 0 MB | NPU
132
+ | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.122 ms | 0 - 0 MB | NPU
133
+ | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.985 ms | 0 - 85 MB | NPU
134
+ | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4.427 ms | 0 - 87 MB | NPU
135
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 2.742 ms | 0 - 3 MB | NPU
136
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 5.795 ms | 0 - 65 MB | NPU
137
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.806 ms | 0 - 31 MB | NPU
138
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 3.198 ms | 0 - 68 MB | NPU
139
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 3.198 ms | 0 - 68 MB | NPU
140
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA8255P | 3.198 ms | 0 - 68 MB | NPU
141
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 4.427 ms | 0 - 87 MB | NPU
142
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 3.016 ms | 0 - 2 MB | NPU
143
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 3.122 ms | 0 - 0 MB | NPU
144
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.713 ms | 0 - 58 MB | NPU
145
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 5.795 ms | 0 - 65 MB | NPU
146
+ | DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 4.935 ms | 0 - 63 MB | NPU
147
+ | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.713 ms | 0 - 58 MB | NPU
148
+ | DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.105 ms | 0 - 76 MB | NPU
149
+ | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.139 ms | 0 - 0 MB | NPU
150
+ | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® X Elite | 2.628 ms | 0 - 0 MB | NPU
151
+ | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.68 ms | 0 - 81 MB | NPU
152
+ | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.902 ms | 0 - 81 MB | NPU
153
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.336 ms | 0 - 3 MB | NPU
154
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.981 ms | 0 - 60 MB | NPU
155
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.354 ms | 0 - 2 MB | NPU
156
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.675 ms | 0 - 61 MB | NPU
157
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 2.675 ms | 0 - 61 MB | NPU
158
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 2.675 ms | 0 - 61 MB | NPU
159
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.902 ms | 0 - 81 MB | NPU
160
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.514 ms | 0 - 2 MB | NPU
161
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 2.628 ms | 0 - 0 MB | NPU
162
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.044 ms | 0 - 60 MB | NPU
163
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 4.981 ms | 0 - 60 MB | NPU
164
+ | DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 3.371 ms | 0 - 58 MB | NPU
165
+ | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.044 ms | 0 - 60 MB | NPU
166
+ | DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.9 ms | 0 - 68 MB | NPU
167
+ | DenseNet-121 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.206 ms | 0 - 92 MB | NPU
168
+ | DenseNet-121 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.287 ms | 0 - 90 MB | NPU
169
+ | DenseNet-121 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 2.525 ms | 0 - 19 MB | NPU
170
+ | DenseNet-121 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 7.911 ms | 0 - 52 MB | NPU
171
+ | DenseNet-121 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.817 ms | 0 - 10 MB | NPU
172
+ | DenseNet-121 | TFLITE | float | Qualcomm® SA8775P | 2.713 ms | 0 - 56 MB | NPU
173
+ | DenseNet-121 | TFLITE | float | Qualcomm® SA8650P | 2.713 ms | 0 - 56 MB | NPU
174
+ | DenseNet-121 | TFLITE | float | Qualcomm® SA8255P | 2.713 ms | 0 - 56 MB | NPU
175
+ | DenseNet-121 | TFLITE | float | Qualcomm® QCS8450 | 3.287 ms | 0 - 90 MB | NPU
176
+ | DenseNet-121 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 2.547 ms | 0 - 18 MB | NPU
177
  | DenseNet-121 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.882 ms | 0 - 50 MB | NPU
178
+ | DenseNet-121 | TFLITE | float | Qualcomm® SA7255P | 7.911 ms | 0 - 52 MB | NPU
179
+ | DenseNet-121 | TFLITE | float | Qualcomm® SA8295P | 3.085 ms | 0 - 49 MB | NPU
180
  | DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.882 ms | 0 - 50 MB | NPU
181
+ | DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.723 ms | 0 - 55 MB | NPU
182
 
183
  ## License
184
  * The license for the original implementation of DenseNet-121 can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.59.0",
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/densenet121/releases/v0.59.0/densenet121-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/densenet121/releases/v0.59.0/densenet121-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/densenet121/releases/v0.59.0/densenet121-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -31,13 +31,13 @@
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/densenet121/releases/v0.59.0/densenet121-onnx-w8a16.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/densenet121/releases/v0.59.0/densenet121-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  },
@@ -48,13 +48,13 @@
48
  "qairt": "2.45.0.260326154327",
49
  "onnx_runtime": "1.27.1"
50
  },
51
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.59.0/densenet121-onnx-w8a8.zip"
52
  },
53
  "qnn_dlc": {
54
  "tool_versions": {
55
  "qairt": "2.45.0.260326154327"
56
  },
57
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.59.0/densenet121-qnn_dlc-w8a8.zip"
58
  }
59
  }
60
  }
 
1
  {
2
+ "version": "0.60.0",
3
  "precisions": {
4
  "float": {
5
  "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/densenet121/releases/v0.60.0/densenet121-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/densenet121/releases/v0.60.0/densenet121-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/densenet121/releases/v0.60.0/densenet121-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/densenet121/releases/v0.60.0/densenet121-onnx-w8a16.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/densenet121/releases/v0.60.0/densenet121-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  },
 
48
  "qairt": "2.45.0.260326154327",
49
  "onnx_runtime": "1.27.1"
50
  },
51
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.60.0/densenet121-onnx-w8a8.zip"
52
  },
53
  "qnn_dlc": {
54
  "tool_versions": {
55
  "qairt": "2.45.0.260326154327"
56
  },
57
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.60.0/densenet121-qnn_dlc-w8a8.zip"
58
  }
59
  }
60
  }