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EfficientNet-Lite4

Image Classification
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bu_auto
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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 -109
  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
  EfficientNet-Lite4 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 EfficientNet-Lite4 found [here](https://github.com/RangiLyu/EfficientNet-Lite).
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/efficientnet_lite4) 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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[EfficientNet-Lite4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_lite4)**.
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/efficientnet_lite4) 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 [EfficientNet-Lite4 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/efficientnet_lite4) for usage instructions.
52
 
53
  ## Model Details
54
 
@@ -63,107 +63,108 @@ See our repository for [EfficientNet-Lite4 on GitHub](https://github.com/qualcom
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | EfficientNet-Lite4 | ONNX | float | Snapdragon® X2 Elite | 1.449 ms | 1 - 1 MB | NPU
67
- | EfficientNet-Lite4 | ONNX | float | Snapdragon® X Elite | 2.732 ms | 29 - 29 MB | NPU
68
- | EfficientNet-Lite4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.901 ms | 0 - 102 MB | NPU
69
- | EfficientNet-Lite4 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 5.522 ms | 0 - 101 MB | NPU
70
- | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 4.628 ms | 1 - 5 MB | NPU
71
- | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.622 ms | 0 - 158 MB | NPU
72
- | EfficientNet-Lite4 | ONNX | float | Qualcomm® QCS8450 | 5.522 ms | 0 - 101 MB | NPU
73
- | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 4.171 ms | 1 - 4 MB | NPU
74
- | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.732 ms | 29 - 29 MB | NPU
75
- | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.499 ms | 0 - 55 MB | NPU
76
- | EfficientNet-Lite4 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.499 ms | 0 - 55 MB | NPU
77
- | EfficientNet-Lite4 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.142 ms | 0 - 59 MB | NPU
78
- | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.647 ms | 1 - 1 MB | NPU
79
- | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® X Elite | 1.269 ms | 15 - 15 MB | NPU
80
- | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.865 ms | 0 - 112 MB | NPU
81
- | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.081 ms | 0 - 118 MB | NPU
82
- | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 6.04 ms | 0 - 3 MB | NPU
83
- | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.341 ms | 0 - 4 MB | NPU
84
- | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.236 ms | 0 - 24 MB | NPU
85
- | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® QCS8450 | 2.081 ms | 0 - 118 MB | NPU
86
- | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.499 ms | 0 - 3 MB | NPU
87
- | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.269 ms | 15 - 15 MB | NPU
88
- | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.931 ms | 0 - 194 MB | NPU
89
- | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.582 ms | 0 - 72 MB | NPU
90
- | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.721 ms | 0 - 74 MB | NPU
91
- | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.721 ms | 0 - 74 MB | NPU
92
- | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.607 ms | 0 - 73 MB | NPU
93
- | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.582 ms | 0 - 72 MB | NPU
94
- | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® X2 Elite | 1.848 ms | 1 - 1 MB | NPU
95
- | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® X Elite | 3.51 ms | 1 - 1 MB | NPU
96
- | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.216 ms | 1 - 102 MB | NPU
97
- | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 6.899 ms | 1 - 101 MB | NPU
98
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 4.839 ms | 1 - 4 MB | NPU
99
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 15.262 ms | 1 - 53 MB | NPU
100
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.163 ms | 1 - 3 MB | NPU
101
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA8775P | 4.799 ms | 1 - 55 MB | NPU
102
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA8650P | 4.799 ms | 1 - 55 MB | NPU
103
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA8255P | 4.799 ms | 1 - 55 MB | NPU
104
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® QCS8450 | 6.899 ms | 1 - 101 MB | NPU
105
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 4.516 ms | 3 - 6 MB | NPU
106
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.51 ms | 1 - 1 MB | NPU
107
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.687 ms | 1 - 55 MB | NPU
108
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA7255P | 15.262 ms | 1 - 53 MB | NPU
109
- | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA8295P | 6.453 ms | 1 - 50 MB | NPU
110
- | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.687 ms | 1 - 55 MB | NPU
111
- | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.269 ms | 1 - 57 MB | NPU
112
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.879 ms | 0 - 0 MB | NPU
113
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.44 ms | 0 - 0 MB | NPU
114
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.905 ms | 0 - 99 MB | NPU
115
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.333 ms | 0 - 106 MB | NPU
116
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 7.24 ms | 0 - 2 MB | NPU
117
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.328 ms | 0 - 3 MB | NPU
118
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.325 ms | 0 - 63 MB | NPU
119
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.255 ms | 0 - 2 MB | NPU
120
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.608 ms | 0 - 64 MB | NPU
121
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.608 ms | 0 - 64 MB | NPU
122
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.608 ms | 0 - 64 MB | NPU
123
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.333 ms | 0 - 106 MB | NPU
124
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.433 ms | 0 - 2 MB | NPU
125
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.44 ms | 0 - 0 MB | NPU
126
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.268 ms | 0 - 183 MB | NPU
127
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.605 ms | 0 - 65 MB | NPU
128
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.66 ms | 0 - 62 MB | NPU
129
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.325 ms | 0 - 63 MB | NPU
130
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.538 ms | 0 - 61 MB | NPU
131
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.66 ms | 0 - 62 MB | NPU
132
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.524 ms | 0 - 66 MB | NPU
133
- | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.605 ms | 0 - 65 MB | NPU
134
- | EfficientNet-Lite4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.181 ms | 0 - 115 MB | NPU
135
- | EfficientNet-Lite4 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 6.679 ms | 0 - 112 MB | NPU
136
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.841 ms | 0 - 33 MB | NPU
137
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 15.301 ms | 0 - 65 MB | NPU
138
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.113 ms | 0 - 9 MB | NPU
139
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA8775P | 4.808 ms | 0 - 66 MB | NPU
140
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA8650P | 4.808 ms | 0 - 66 MB | NPU
141
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA8255P | 4.808 ms | 0 - 66 MB | NPU
142
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® QCS8450 | 6.679 ms | 0 - 112 MB | NPU
143
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.815 ms | 0 - 32 MB | NPU
144
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.69 ms | 0 - 66 MB | NPU
145
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA7255P | 15.301 ms | 0 - 65 MB | NPU
146
- | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA8295P | 6.445 ms | 0 - 55 MB | NPU
147
- | EfficientNet-Lite4 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.69 ms | 0 - 66 MB | NPU
148
- | EfficientNet-Lite4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.263 ms | 0 - 66 MB | NPU
149
- | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.661 ms | 0 - 93 MB | NPU
150
- | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.757 ms | 0 - 105 MB | NPU
151
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.927 ms | 0 - 31 MB | NPU
 
152
  | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.801 ms | 0 - 59 MB | NPU
153
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.911 ms | 0 - 2 MB | NPU
154
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.27 ms | 0 - 64 MB | NPU
155
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.27 ms | 0 - 64 MB | NPU
156
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.27 ms | 0 - 64 MB | NPU
157
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.757 ms | 0 - 105 MB | NPU
158
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.105 ms | 0 - 17 MB | NPU
159
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.043 ms | 0 - 178 MB | NPU
160
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.252 ms | 0 - 174 MB | NPU
161
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.519 ms | 0 - 58 MB | NPU
162
  | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA7255P | 2.801 ms | 0 - 59 MB | NPU
163
- | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA8295P | 2.138 ms | 0 - 57 MB | NPU
164
- | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.519 ms | 0 - 58 MB | NPU
165
- | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.407 ms | 0 - 62 MB | NPU
166
- | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.252 ms | 0 - 174 MB | NPU
167
 
168
  ## License
169
  * The license for the original implementation of EfficientNet-Lite4 can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: apache-2.0
4
  tags:
5
  - backbone
6
  - bu_auto
 
16
  EfficientNet-Lite4 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 EfficientNet-Lite4 found [here](https://github.com/RangiLyu/EfficientNet-Lite).
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/efficientnet_lite4) 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/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[EfficientNet-Lite4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_lite4)**.
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/efficientnet_lite4) 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 [EfficientNet-Lite4 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/efficientnet_lite4) for usage instructions.
52
 
53
  ## Model Details
54
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | EfficientNet-Lite4 | ONNX | float | Snapdragon® X2 Elite | 1.445 ms | 1 - 1 MB | NPU
67
+ | EfficientNet-Lite4 | ONNX | float | Snapdragon® X Elite | 2.721 ms | 28 - 28 MB | NPU
68
+ | EfficientNet-Lite4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.902 ms | 0 - 101 MB | NPU
69
+ | EfficientNet-Lite4 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 5.534 ms | 0 - 101 MB | NPU
70
+ | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 4.626 ms | 1 - 5 MB | NPU
71
+ | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.626 ms | 0 - 44 MB | NPU
72
+ | EfficientNet-Lite4 | ONNX | float | Qualcomm® QCS8450 | 5.534 ms | 0 - 101 MB | NPU
73
+ | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 4.143 ms | 1 - 4 MB | NPU
74
+ | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.721 ms | 28 - 28 MB | NPU
75
+ | EfficientNet-Lite4 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.5 ms | 0 - 56 MB | NPU
76
+ | EfficientNet-Lite4 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.5 ms | 0 - 56 MB | NPU
77
+ | EfficientNet-Lite4 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.148 ms | 0 - 58 MB | NPU
78
+ | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.648 ms | 1 - 1 MB | NPU
79
+ | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® X Elite | 1.279 ms | 16 - 16 MB | NPU
80
+ | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.859 ms | 0 - 110 MB | NPU
81
+ | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.082 ms | 0 - 118 MB | NPU
82
+ | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 6.1 ms | 0 - 3 MB | NPU
83
+ | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.337 ms | 0 - 4 MB | NPU
84
+ | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.231 ms | 0 - 18 MB | NPU
85
+ | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® QCS8450 | 2.082 ms | 0 - 118 MB | NPU
86
+ | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.42 ms | 0 - 3 MB | NPU
87
+ | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.279 ms | 16 - 16 MB | NPU
88
+ | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.96 ms | 0 - 194 MB | NPU
89
+ | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.611 ms | 0 - 72 MB | NPU
90
+ | EfficientNet-Lite4 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.716 ms | 0 - 72 MB | NPU
91
+ | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.716 ms | 0 - 72 MB | NPU
92
+ | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.602 ms | 0 - 74 MB | NPU
93
+ | EfficientNet-Lite4 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.611 ms | 0 - 72 MB | NPU
94
+ | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® X2 Elite | 1.838 ms | 1 - 1 MB | NPU
95
+ | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® X Elite | 3.534 ms | 1 - 1 MB | NPU
96
+ | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.199 ms | 0 - 98 MB | NPU
97
+ | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 6.884 ms | 0 - 99 MB | NPU
98
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 4.837 ms | 1 - 4 MB | NPU
99
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 15.306 ms | 1 - 54 MB | NPU
100
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.139 ms | 1 - 3 MB | NPU
101
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA8775P | 4.796 ms | 1 - 54 MB | NPU
102
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA8650P | 4.796 ms | 1 - 54 MB | NPU
103
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA8255P | 4.796 ms | 1 - 54 MB | NPU
104
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® QCS8450 | 6.884 ms | 0 - 99 MB | NPU
105
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 4.511 ms | 1 - 4 MB | NPU
106
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.534 ms | 1 - 1 MB | NPU
107
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.688 ms | 0 - 55 MB | NPU
108
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA7255P | 15.306 ms | 1 - 54 MB | NPU
109
+ | EfficientNet-Lite4 | QNN_DLC | float | Qualcomm® SA8295P | 6.445 ms | 1 - 50 MB | NPU
110
+ | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.688 ms | 0 - 55 MB | NPU
111
+ | EfficientNet-Lite4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.267 ms | 1 - 56 MB | NPU
112
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.755 ms | 0 - 0 MB | NPU
113
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.436 ms | 0 - 0 MB | NPU
114
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.908 ms | 0 - 97 MB | NPU
115
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.334 ms | 0 - 106 MB | NPU
116
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 7.091 ms | 0 - 2 MB | NPU
117
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.334 ms | 0 - 3 MB | NPU
118
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.376 ms | 0 - 63 MB | NPU
119
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.271 ms | 0 - 2 MB | NPU
120
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.603 ms | 0 - 65 MB | NPU
121
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.603 ms | 0 - 65 MB | NPU
122
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.603 ms | 0 - 65 MB | NPU
123
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.334 ms | 0 - 106 MB | NPU
124
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.43 ms | 0 - 2 MB | NPU
125
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.436 ms | 0 - 0 MB | NPU
126
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.276 ms | 0 - 185 MB | NPU
127
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.621 ms | 0 - 65 MB | NPU
128
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.653 ms | 0 - 67 MB | NPU
129
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.376 ms | 0 - 63 MB | NPU
130
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.529 ms | 0 - 61 MB | NPU
131
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.653 ms | 0 - 67 MB | NPU
132
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.528 ms | 0 - 64 MB | NPU
133
+ | EfficientNet-Lite4 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.621 ms | 0 - 65 MB | NPU
134
+ | EfficientNet-Lite4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.185 ms | 0 - 112 MB | NPU
135
+ | EfficientNet-Lite4 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 6.678 ms | 0 - 113 MB | NPU
136
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.849 ms | 0 - 33 MB | NPU
137
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 15.31 ms | 0 - 64 MB | NPU
138
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.104 ms | 0 - 3 MB | NPU
139
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA8775P | 4.802 ms | 0 - 65 MB | NPU
140
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA8650P | 4.802 ms | 0 - 65 MB | NPU
141
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA8255P | 4.802 ms | 0 - 65 MB | NPU
142
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® QCS8450 | 6.678 ms | 0 - 113 MB | NPU
143
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.551 ms | 0 - 32 MB | NPU
144
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.688 ms | 0 - 68 MB | NPU
145
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA7255P | 15.31 ms | 0 - 64 MB | NPU
146
+ | EfficientNet-Lite4 | TFLITE | float | Qualcomm® SA8295P | 6.458 ms | 0 - 48 MB | NPU
147
+ | EfficientNet-Lite4 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.688 ms | 0 - 68 MB | NPU
148
+ | EfficientNet-Lite4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.261 ms | 0 - 67 MB | NPU
149
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.656 ms | 0 - 100 MB | NPU
150
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.756 ms | 0 - 103 MB | NPU
151
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.79 ms | 0 - 31 MB | NPU
152
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.039 ms | 0 - 18 MB | NPU
153
  | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.801 ms | 0 - 59 MB | NPU
154
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.928 ms | 0 - 2 MB | NPU
155
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.273 ms | 0 - 62 MB | NPU
156
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.273 ms | 0 - 62 MB | NPU
157
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.273 ms | 0 - 62 MB | NPU
158
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.756 ms | 0 - 103 MB | NPU
159
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.085 ms | 0 - 17 MB | NPU
160
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.046 ms | 0 - 178 MB | NPU
161
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.241 ms | 0 - 174 MB | NPU
162
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.518 ms | 0 - 58 MB | NPU
163
  | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA7255P | 2.801 ms | 0 - 59 MB | NPU
164
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Qualcomm® SA8295P | 2.14 ms | 0 - 56 MB | NPU
165
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.518 ms | 0 - 58 MB | NPU
166
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.417 ms | 0 - 62 MB | NPU
167
+ | EfficientNet-Lite4 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.241 ms | 0 - 174 MB | NPU
168
 
169
  ## License
170
  * The license for the original implementation of EfficientNet-Lite4 can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
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  {
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- "version": "0.60.0",
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  "precisions": {
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  "universal_assets": {
@@ -8,19 +8,19 @@
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  "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.27.1"
10
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11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
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17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-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/efficientnet_lite4/releases/v0.60.0/efficientnet_lite4-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.61.0",
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  "precisions": {
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  "qairt": "2.45.0.260326154327",
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10
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-qnn_dlc-float.zip"
18
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  "tflite": {
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  "tool_versions": {
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-tflite-float.zip"
24
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25
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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/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
39
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40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-qnn_dlc-w8a8.zip"
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42
  "tflite": {
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_lite4/releases/v0.61.0/efficientnet_lite4-tflite-w8a8.zip"
47
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48
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49
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