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FFNet-78S-LowRes

Image Segmentation
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real_time
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v0.59.0

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

Files changed (2) hide show
  1. README.md +102 -105
  2. release_assets.json +15 -17
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-segmentation
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  FFNet-78S-LowRes is a "fuss-free network" that segments street scene images with per-pixel classes like road, sidewalk, and pedestrian. Trained on the Cityscapes dataset.
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  This is based on the implementation of FFNet-78S-LowRes found [here](https://github.com/Qualcomm-AI-research/FFNet).
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- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/ffnet_78s_lowres) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  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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@@ -28,26 +28,26 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-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/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-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/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[FFNet-78S-LowRes on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ffnet_78s_lowres)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/ffnet_78s_lowres) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
- See our repository for [FFNet-78S-LowRes on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/ffnet_78s_lowres) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -64,102 +64,99 @@ See our repository for [FFNet-78S-LowRes on GitHub](https://github.com/qualcomm/
64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® X2 Elite | 10.051 ms | 10 - 10 MB | NPU
68
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® X Elite | 20.004 ms | 47 - 47 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 15.236 ms | 2 - 252 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 36.143 ms | 11 - 243 MB | NPU
71
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.977 ms | 9 - 337 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS8450 | 36.143 ms | 11 - 243 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.192 ms | 5 - 192 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 37.682 ms | 6 - 51 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Mobile | 13.277 ms | 7 - 191 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.277 ms | 7 - 191 MB | NPU
77
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 20.004 ms | 47 - 47 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X2 Elite | 2.716 ms | 4 - 4 MB | NPU
79
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X Elite | 5.853 ms | 26 - 26 MB | NPU
80
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.963 ms | 3 - 255 MB | NPU
81
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.258 ms | 3 - 256 MB | NPU
82
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 28.276 ms | 2 - 5 MB | NPU
83
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.565 ms | 2 - 7 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS8450 | 8.258 ms | 3 - 256 MB | NPU
85
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 3.049 ms | 0 - 196 MB | NPU
86
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.279 ms | 3 - 216 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.307 ms | 0 - 205 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.779 ms | 2 - 5 MB | NPU
89
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 104.066 ms | 3 - 262 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.279 ms | 3 - 216 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.049 ms | 0 - 196 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.853 ms | 26 - 26 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X2 Elite | 10.95 ms | 6 - 6 MB | NPU
94
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X Elite | 22.475 ms | 6 - 6 MB | NPU
95
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 15.651 ms | 6 - 247 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 41.975 ms | 6 - 236 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8275 | 131.729 ms | 0 - 182 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.639 ms | 6 - 8 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8775P | 36.26 ms | 0 - 183 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8650P | 36.26 ms | 0 - 183 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8255P | 36.26 ms | 0 - 183 MB | NPU
102
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8450 | 41.975 ms | 6 - 236 MB | NPU
103
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.565 ms | 6 - 200 MB | NPU
104
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 38.613 ms | 8 - 18 MB | NPU
105
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA7255P | 131.729 ms | 0 - 182 MB | NPU
106
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 14.289 ms | 4 - 194 MB | NPU
107
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8295P | 38.191 ms | 0 - 177 MB | NPU
108
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 14.289 ms | 4 - 194 MB | NPU
109
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.475 ms | 6 - 6 MB | NPU
110
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.417 ms | 2 - 2 MB | NPU
111
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X Elite | 7.687 ms | 2 - 2 MB | NPU
112
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.881 ms | 2 - 129 MB | NPU
113
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.622 ms | 2 - 131 MB | NPU
114
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 31.083 ms | 4 - 7 MB | NPU
115
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 20.506 ms | 2 - 80 MB | NPU
116
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.002 ms | 2 - 3 MB | NPU
117
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8775P | 7.361 ms | 2 - 81 MB | NPU
118
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8650P | 7.361 ms | 2 - 81 MB | NPU
119
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8255P | 7.361 ms | 2 - 81 MB | NPU
120
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.622 ms | 2 - 131 MB | NPU
121
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 3.529 ms | 2 - 190 MB | NPU
122
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.604 ms | 2 - 214 MB | NPU
123
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.689 ms | 2 - 198 MB | NPU
124
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.104 ms | 1 - 5 MB | NPU
125
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 105.478 ms | 2 - 205 MB | NPU
126
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.506 ms | 2 - 80 MB | NPU
127
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8295P | 11.596 ms | 2 - 77 MB | NPU
128
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.604 ms | 2 - 214 MB | NPU
129
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.529 ms | 2 - 190 MB | NPU
130
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.687 ms | 2 - 2 MB | NPU
131
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 15.733 ms | 0 - 317 MB | NPU
132
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 41.988 ms | 2 - 310 MB | NPU
133
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8275 | 131.849 ms | 3 - 218 MB | NPU
134
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.942 ms | 2 - 5 MB | NPU
135
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8775P | 36.332 ms | 2 - 218 MB | NPU
136
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8650P | 36.332 ms | 2 - 218 MB | NPU
137
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8255P | 36.332 ms | 2 - 218 MB | NPU
138
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8450 | 41.988 ms | 2 - 310 MB | NPU
139
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.58 ms | 2 - 227 MB | NPU
140
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 36.836 ms | 0 - 63 MB | NPU
141
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA7255P | 131.849 ms | 3 - 218 MB | NPU
142
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Mobile | 14.475 ms | 1 - 226 MB | NPU
143
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8295P | 38.27 ms | 3 - 214 MB | NPU
144
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 14.475 ms | 1 - 226 MB | NPU
145
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.613 ms | 19 - 149 MB | NPU
146
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.749 ms | 1 - 135 MB | NPU
147
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 26.887 ms | 1 - 31 MB | NPU
148
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8275 | 17.355 ms | 1 - 78 MB | NPU
149
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.978 ms | 1 - 3 MB | NPU
150
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8775P | 5.53 ms | 1 - 79 MB | NPU
151
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8650P | 5.53 ms | 1 - 79 MB | NPU
152
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8255P | 5.53 ms | 1 - 79 MB | NPU
153
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8450 | 6.749 ms | 1 - 135 MB | NPU
154
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.797 ms | 0 - 188 MB | NPU
155
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.704 ms | 1 - 211 MB | NPU
156
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.12 ms | 0 - 194 MB | NPU
157
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.234 ms | 1 - 31 MB | NPU
158
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 89.164 ms | 0 - 202 MB | NPU
159
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA7255P | 17.355 ms | 1 - 78 MB | NPU
160
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8295P | 9.592 ms | 1 - 74 MB | NPU
161
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.704 ms | 1 - 211 MB | NPU
162
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.797 ms | 0 - 188 MB | NPU
163
 
164
  ## License
165
  * The license for the original implementation of FFNet-78S-LowRes can be found
 
15
  FFNet-78S-LowRes is a "fuss-free network" that segments street scene images with per-pixel classes like road, sidewalk, and pedestrian. Trained on the Cityscapes dataset.
16
 
17
  This is based on the implementation of FFNet-78S-LowRes found [here](https://github.com/Qualcomm-AI-research/FFNet).
18
+ 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/ffnet_78s_lowres) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  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.
21
 
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | 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/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-onnx-float.zip)
32
+ | 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/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-qnn_dlc-w8a8.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-tflite-float.zip)
36
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[FFNet-78S-LowRes on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ffnet_78s_lowres)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/ffnet_78s_lowres) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
+ See our repository for [FFNet-78S-LowRes on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/ffnet_78s_lowres) for usage instructions.
51
 
52
  ## Model Details
53
 
 
64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® X2 Elite | 10.048 ms | 10 - 10 MB | NPU
68
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® X Elite | 19.992 ms | 47 - 47 MB | NPU
69
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 15.374 ms | 1 - 249 MB | NPU
70
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 35.93 ms | 11 - 242 MB | NPU
71
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.01 ms | 0 - 56 MB | NPU
72
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS8450 | 35.93 ms | 11 - 242 MB | NPU
73
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 35.281 ms | 6 - 15 MB | NPU
74
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 19.992 ms | 47 - 47 MB | NPU
75
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.246 ms | 8 - 192 MB | NPU
76
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Mobile | 13.246 ms | 8 - 192 MB | NPU
77
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.206 ms | 5 - 191 MB | NPU
78
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X2 Elite | 2.712 ms | 4 - 4 MB | NPU
79
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X Elite | 5.849 ms | 25 - 25 MB | NPU
80
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.966 ms | 3 - 253 MB | NPU
81
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.231 ms | 0 - 254 MB | NPU
82
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 28.172 ms | 2 - 5 MB | NPU
83
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.564 ms | 0 - 29 MB | NPU
84
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS8450 | 8.231 ms | 0 - 254 MB | NPU
85
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.77 ms | 2 - 5 MB | NPU
86
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.849 ms | 25 - 25 MB | NPU
87
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.048 ms | 0 - 196 MB | NPU
88
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 3.048 ms | 0 - 196 MB | NPU
89
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.31 ms | 0 - 204 MB | NPU
90
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X2 Elite | 11.002 ms | 6 - 6 MB | NPU
91
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X Elite | 22.456 ms | 6 - 6 MB | NPU
92
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 15.761 ms | 6 - 246 MB | NPU
93
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 41.721 ms | 6 - 234 MB | NPU
94
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 131.866 ms | 0 - 182 MB | NPU
95
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.682 ms | 6 - 8 MB | NPU
96
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8775P | 36.27 ms | 0 - 182 MB | NPU
97
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8650P | 36.27 ms | 0 - 182 MB | NPU
98
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8255P | 36.27 ms | 0 - 182 MB | NPU
99
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8450 | 41.721 ms | 6 - 234 MB | NPU
100
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 36.165 ms | 6 - 16 MB | NPU
101
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.456 ms | 6 - 6 MB | NPU
102
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 14.544 ms | 6 - 198 MB | NPU
103
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA7255P | 131.866 ms | 0 - 182 MB | NPU
104
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8295P | 38.178 ms | 0 - 178 MB | NPU
105
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 14.544 ms | 6 - 198 MB | NPU
106
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.573 ms | 6 - 201 MB | NPU
107
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.506 ms | 2 - 2 MB | NPU
108
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X Elite | 7.654 ms | 2 - 2 MB | NPU
109
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.883 ms | 2 - 129 MB | NPU
110
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.534 ms | 2 - 131 MB | NPU
111
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 31.093 ms | 4 - 7 MB | NPU
112
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 20.515 ms | 2 - 80 MB | NPU
113
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.009 ms | 2 - 145 MB | NPU
114
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8775P | 7.389 ms | 2 - 82 MB | NPU
115
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8650P | 7.389 ms | 2 - 82 MB | NPU
116
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8255P | 7.389 ms | 2 - 82 MB | NPU
117
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.534 ms | 2 - 131 MB | NPU
118
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.921 ms | 0 - 4 MB | NPU
119
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.654 ms | 2 - 2 MB | NPU
120
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 102.066 ms | 2 - 203 MB | NPU
121
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.533 ms | 2 - 216 MB | NPU
122
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.54 ms | 2 - 191 MB | NPU
123
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.515 ms | 2 - 80 MB | NPU
124
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8295P | 11.597 ms | 1 - 77 MB | NPU
125
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 3.54 ms | 2 - 191 MB | NPU
126
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.688 ms | 2 - 198 MB | NPU
127
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.533 ms | 2 - 216 MB | NPU
128
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 15.807 ms | 1 - 319 MB | NPU
129
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 41.894 ms | 2 - 310 MB | NPU
130
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 131.968 ms | 3 - 217 MB | NPU
131
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.866 ms | 2 - 5 MB | NPU
132
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8775P | 36.329 ms | 3 - 218 MB | NPU
133
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8650P | 36.329 ms | 3 - 218 MB | NPU
134
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8255P | 36.329 ms | 3 - 218 MB | NPU
135
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8450 | 41.894 ms | 2 - 310 MB | NPU
136
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 36.178 ms | 0 - 63 MB | NPU
137
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 14.593 ms | 2 - 227 MB | NPU
138
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA7255P | 131.968 ms | 3 - 217 MB | NPU
139
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8295P | 38.261 ms | 3 - 214 MB | NPU
140
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Mobile | 14.593 ms | 2 - 227 MB | NPU
141
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.576 ms | 2 - 228 MB | NPU
142
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.623 ms | 1 - 131 MB | NPU
143
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.839 ms | 0 - 134 MB | NPU
144
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 26.497 ms | 1 - 31 MB | NPU
145
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 17.321 ms | 1 - 77 MB | NPU
146
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.984 ms | 1 - 3 MB | NPU
147
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8775P | 5.523 ms | 1 - 79 MB | NPU
148
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8650P | 5.523 ms | 1 - 79 MB | NPU
149
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8255P | 5.523 ms | 1 - 79 MB | NPU
150
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8450 | 6.839 ms | 0 - 134 MB | NPU
151
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.277 ms | 1 - 31 MB | NPU
152
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 100.401 ms | 1 - 201 MB | NPU
153
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.706 ms | 1 - 211 MB | NPU
154
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.798 ms | 0 - 188 MB | NPU
155
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA7255P | 17.321 ms | 1 - 77 MB | NPU
156
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8295P | 9.573 ms | 1 - 74 MB | NPU
157
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.798 ms | 0 - 188 MB | NPU
158
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.121 ms | 0 - 194 MB | NPU
159
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.706 ms | 1 - 211 MB | NPU
 
 
 
160
 
161
  ## License
162
  * The license for the original implementation of FFNet-78S-LowRes can be found
release_assets.json CHANGED
@@ -1,51 +1,49 @@
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  "precisions": {
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12
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  "qnn_dlc": {
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  "tool_versions": {
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  "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/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-qnn_dlc-float.zip"
18
  },
19
- "onnx": {
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  "tool_versions": {
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- "qairt": "2.45.0.260326154327",
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- "onnx_runtime": "1.25.0"
23
  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-onnx-float.zip"
25
  }
26
  }
27
  },
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  "w8a8": {
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  "universal_assets": {
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- "tflite": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327",
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- "litert": "1.4.4"
34
  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-tflite-w8a8.zip"
36
  },
37
  "qnn_dlc": {
38
  "tool_versions": {
39
  "qairt": "2.45.0.260326154327"
40
  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-qnn_dlc-w8a8.zip"
42
  },
43
- "onnx": {
44
  "tool_versions": {
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- "qairt": "2.45.0.260326154327",
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- "onnx_runtime": "1.25.0"
47
  },
48
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.58.0/ffnet_78s_lowres-onnx-w8a8.zip"
49
  }
50
  }
51
  }
 
1
  {
2
+ "version": "0.59.0",
3
  "precisions": {
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  "float": {
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  "universal_assets": {
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+ "onnx": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327",
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+ "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-qnn_dlc-float.zip"
18
  },
19
+ "tflite": {
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  "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
 
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  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-tflite-float.zip"
24
  }
25
  }
26
  },
27
  "w8a8": {
28
  "universal_assets": {
29
+ "onnx": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327",
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+ "onnx_runtime": "1.27.1"
33
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-qnn_dlc-w8a8.zip"
41
  },
42
+ "tflite": {
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  "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
 
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.59.0/ffnet_78s_lowres-tflite-w8a8.zip"
47
  }
48
  }
49
  }