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FFNet-78S-LowRes

Image Segmentation
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v0.63.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (2) hide show
  1. README.md +98 -103
  2. release_assets.json +13 -13
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).
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/v0.62.2/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
 
@@ -28,26 +28,26 @@ Below are pre-exported model assets ready for deployment.
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  | 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/v0.62.2/ffnet_78s_lowres-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.62.2/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/v0.62.2/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/v0.62.2/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/v0.62.2/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/v0.62.2/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/v0.62.2/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/v0.62.2/src/qai_hub_models/models/ffnet_78s_lowres) for usage instructions.
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52
  ## Model Details
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@@ -64,104 +64,99 @@ See our repository for [FFNet-78S-LowRes on GitHub](https://github.com/qualcomm/
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® X2 Elite | 35.709 ms | 10 - 10 MB | NPU
68
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® X Elite | 20.101 ms | 47 - 47 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 15.193 ms | 2 - 251 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 35.842 ms | 11 - 243 MB | NPU
71
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 39.359 ms | 6 - 15 MB | NPU
72
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.029 ms | 0 - 52 MB | NPU
73
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS8450 | 35.842 ms | 11 - 243 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 35.717 ms | 6 - 15 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 20.101 ms | 47 - 47 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.372 ms | 8 - 194 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Mobile | 13.372 ms | 8 - 194 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.202 ms | 8 - 196 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X2 Elite | 2.719 ms | 4 - 4 MB | NPU
80
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X Elite | 5.862 ms | 25 - 25 MB | NPU
81
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.969 ms | 3 - 257 MB | NPU
82
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.17 ms | 3 - 256 MB | NPU
83
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 28.757 ms | 2 - 5 MB | NPU
84
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.94 ms | 2 - 6 MB | NPU
85
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.571 ms | 0 - 28 MB | NPU
86
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS8450 | 8.17 ms | 3 - 256 MB | NPU
87
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.781 ms | 2 - 5 MB | NPU
88
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.862 ms | 25 - 25 MB | NPU
89
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 105.84 ms | 3 - 263 MB | NPU
90
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.354 ms | 3 - 215 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.047 ms | 0 - 195 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 3.047 ms | 0 - 195 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.31 ms | 0 - 205 MB | NPU
94
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.354 ms | 3 - 215 MB | NPU
95
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X2 Elite | 36.31 ms | 6 - 6 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X Elite | 22.73 ms | 6 - 6 MB | NPU
97
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 15.743 ms | 6 - 246 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 42.173 ms | 6 - 235 MB | NPU
99
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 40.132 ms | 6 - 17 MB | NPU
100
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.647 ms | 6 - 271 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8775P | 36.276 ms | 1 - 183 MB | NPU
 
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  | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8650P | 36.276 ms | 1 - 183 MB | NPU
103
  | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8255P | 36.276 ms | 1 - 183 MB | NPU
104
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8450 | 42.173 ms | 6 - 235 MB | NPU
105
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 36.204 ms | 8 - 18 MB | NPU
106
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.73 ms | 6 - 6 MB | NPU
107
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 14.261 ms | 6 - 196 MB | NPU
108
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA7255P | 131.844 ms | 2 - 184 MB | NPU
109
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8295P | 38.171 ms | 0 - 177 MB | NPU
110
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 14.261 ms | 6 - 196 MB | NPU
111
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.57 ms | 6 - 202 MB | NPU
112
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.442 ms | 2 - 2 MB | NPU
113
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X Elite | 7.657 ms | 2 - 2 MB | NPU
114
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.879 ms | 0 - 128 MB | NPU
115
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.581 ms | 2 - 131 MB | NPU
116
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 31.069 ms | 0 - 4 MB | NPU
117
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.402 ms | 2 - 6 MB | NPU
118
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.007 ms | 2 - 4 MB | NPU
119
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8775P | 7.375 ms | 2 - 82 MB | NPU
120
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8650P | 7.375 ms | 2 - 82 MB | NPU
121
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8255P | 7.375 ms | 2 - 82 MB | NPU
122
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.581 ms | 2 - 131 MB | NPU
123
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.115 ms | 3 - 7 MB | NPU
124
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.657 ms | 2 - 2 MB | NPU
125
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 108.362 ms | 2 - 205 MB | NPU
126
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.535 ms | 2 - 216 MB | NPU
127
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.537 ms | 2 - 189 MB | NPU
128
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.488 ms | 2 - 80 MB | NPU
129
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8295P | 11.568 ms | 1 - 77 MB | NPU
130
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 3.537 ms | 2 - 189 MB | NPU
131
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.687 ms | 2 - 200 MB | NPU
132
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.535 ms | 2 - 216 MB | NPU
133
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 15.704 ms | 2 - 320 MB | NPU
134
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 42.189 ms | 3 - 310 MB | NPU
135
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 40.017 ms | 0 - 63 MB | NPU
136
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.64 ms | 2 - 5 MB | NPU
137
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8775P | 36.349 ms | 0 - 215 MB | NPU
138
  | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8650P | 36.349 ms | 0 - 215 MB | NPU
139
  | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8255P | 36.349 ms | 0 - 215 MB | NPU
140
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8450 | 42.189 ms | 3 - 310 MB | NPU
141
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 36.233 ms | 0 - 63 MB | NPU
142
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 14.556 ms | 2 - 226 MB | NPU
143
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA7255P | 131.865 ms | 3 - 218 MB | NPU
144
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8295P | 38.244 ms | 3 - 214 MB | NPU
145
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Mobile | 14.556 ms | 2 - 226 MB | NPU
146
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.581 ms | 2 - 227 MB | NPU
147
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.618 ms | 1 - 131 MB | NPU
148
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.744 ms | 1 - 133 MB | NPU
149
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 26.769 ms | 1 - 31 MB | NPU
150
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.766 ms | 1 - 32 MB | NPU
151
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.972 ms | 1 - 3 MB | NPU
152
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8775P | 5.497 ms | 1 - 79 MB | NPU
153
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8650P | 5.497 ms | 1 - 79 MB | NPU
154
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8255P | 5.497 ms | 1 - 79 MB | NPU
155
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8450 | 6.744 ms | 1 - 133 MB | NPU
156
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.261 ms | 1 - 31 MB | NPU
157
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 100.913 ms | 1 - 201 MB | NPU
158
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.704 ms | 1 - 211 MB | NPU
159
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.796 ms | 0 - 187 MB | NPU
160
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA7255P | 17.357 ms | 1 - 78 MB | NPU
161
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8295P | 9.623 ms | 1 - 75 MB | NPU
162
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.796 ms | 0 - 187 MB | NPU
163
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.122 ms | 0 - 195 MB | NPU
164
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.704 ms | 1 - 211 MB | NPU
165
 
166
  ## License
167
  * 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/v0.63.0/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 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-onnx-float.zip)
32
+ | ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-qnn_dlc-w8a8.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-tflite-float.zip)
36
+ | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/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/v0.63.0/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/v0.63.0/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® 8 Elite Gen 5 For Galaxy Mobile | 8.291 ms | 8 - 186 MB | NPU
68
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.686 ms | 5 - 183 MB | NPU
69
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® X2 Elite | 10.081 ms | 10 - 10 MB | NPU
70
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® X Elite | 19.153 ms | 47 - 47 MB | NPU
71
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 13.444 ms | 14 - 249 MB | NPU
72
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 33.496 ms | 11 - 238 MB | NPU
73
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 37.454 ms | 6 - 16 MB | NPU
74
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.562 ms | 8 - 12 MB | NPU
75
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS8450 | 33.496 ms | 11 - 238 MB | NPU
76
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 33.892 ms | 6 - 15 MB | NPU
77
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 19.153 ms | 47 - 47 MB | NPU
78
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 10.686 ms | 5 - 183 MB | NPU
79
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.265 ms | 0 - 195 MB | NPU
80
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.046 ms | 0 - 192 MB | NPU
81
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X2 Elite | 2.696 ms | 4 - 4 MB | NPU
82
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X Elite | 5.759 ms | 26 - 26 MB | NPU
83
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.861 ms | 3 - 251 MB | NPU
84
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.791 ms | 3 - 249 MB | NPU
85
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 24.895 ms | 2 - 5 MB | NPU
86
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 6.058 ms | 2 - 6 MB | NPU
87
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.452 ms | 0 - 170 MB | NPU
88
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS8450 | 6.791 ms | 3 - 249 MB | NPU
89
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.509 ms | 2 - 5 MB | NPU
90
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.759 ms | 26 - 26 MB | NPU
91
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 101.256 ms | 3 - 206 MB | NPU
92
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.281 ms | 3 - 210 MB | NPU
93
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.046 ms | 0 - 192 MB | NPU
94
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.281 ms | 3 - 210 MB | NPU
95
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 10.969 ms | 6 - 195 MB | NPU
96
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.274 ms | 6 - 183 MB | NPU
97
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X2 Elite | 12.234 ms | 6 - 6 MB | NPU
98
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X Elite | 22.251 ms | 6 - 6 MB | NPU
99
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 18.026 ms | 6 - 239 MB | NPU
100
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 35.149 ms | 6 - 227 MB | NPU
101
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 40.321 ms | 6 - 17 MB | NPU
102
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.388 ms | 6 - 8 MB | NPU
103
  | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8650P | 36.276 ms | 1 - 183 MB | NPU
104
  | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8255P | 36.276 ms | 1 - 183 MB | NPU
105
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8450 | 35.149 ms | 6 - 227 MB | NPU
106
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 35.718 ms | 6 - 17 MB | NPU
107
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.251 ms | 6 - 6 MB | NPU
108
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 11.274 ms | 6 - 183 MB | NPU
109
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8295P | 38.125 ms | 0 - 172 MB | NPU
110
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.663 ms | 2 - 191 MB | NPU
111
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.515 ms | 2 - 185 MB | NPU
112
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.413 ms | 2 - 2 MB | NPU
113
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X Elite | 7.611 ms | 2 - 2 MB | NPU
114
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.935 ms | 2 - 130 MB | NPU
115
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.415 ms | 2 - 131 MB | NPU
116
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 26.266 ms | 4 - 8 MB | NPU
117
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.444 ms | 2 - 6 MB | NPU
118
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.993 ms | 2 - 3 MB | NPU
119
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8775P | 7.406 ms | 2 - 82 MB | NPU
120
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8650P | 7.406 ms | 2 - 82 MB | NPU
121
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8255P | 7.406 ms | 2 - 82 MB | NPU
122
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.415 ms | 2 - 131 MB | NPU
123
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.18 ms | 4 - 8 MB | NPU
124
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.611 ms | 2 - 2 MB | NPU
125
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 107.505 ms | 2 - 196 MB | NPU
126
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.284 ms | 2 - 209 MB | NPU
127
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.515 ms | 2 - 185 MB | NPU
128
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8295P | 11.444 ms | 0 - 76 MB | NPU
129
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.284 ms | 2 - 209 MB | NPU
130
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 10.965 ms | 2 - 223 MB | NPU
131
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.391 ms | 2 - 211 MB | NPU
132
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 17.997 ms | 1 - 315 MB | NPU
133
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 35.037 ms | 3 - 303 MB | NPU
134
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 40.15 ms | 0 - 64 MB | NPU
135
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.231 ms | 2 - 4 MB | NPU
 
 
 
136
  | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8650P | 36.349 ms | 0 - 215 MB | NPU
137
  | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8255P | 36.349 ms | 0 - 215 MB | NPU
138
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8450 | 35.037 ms | 3 - 303 MB | NPU
139
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 36.18 ms | 0 - 63 MB | NPU
140
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 11.391 ms | 2 - 211 MB | NPU
141
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8295P | 38.126 ms | 3 - 208 MB | NPU
142
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.086 ms | 0 - 188 MB | NPU
143
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.779 ms | 0 - 181 MB | NPU
144
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.666 ms | 1 - 135 MB | NPU
145
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.505 ms | 1 - 134 MB | NPU
146
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 22.319 ms | 1 - 31 MB | NPU
147
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.832 ms | 1 - 32 MB | NPU
148
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.037 ms | 1 - 3 MB | NPU
149
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8775P | 5.501 ms | 1 - 80 MB | NPU
150
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8650P | 5.501 ms | 1 - 80 MB | NPU
151
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8255P | 5.501 ms | 1 - 80 MB | NPU
152
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8450 | 6.505 ms | 1 - 134 MB | NPU
153
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.314 ms | 0 - 31 MB | NPU
154
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 101.328 ms | 1 - 194 MB | NPU
155
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.655 ms | 1 - 201 MB | NPU
156
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.779 ms | 0 - 181 MB | NPU
157
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA7255P | 422.524 ms | 9 - 38 MB | GPU
158
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8295P | 9.435 ms | 1 - 75 MB | NPU
159
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.655 ms | 1 - 201 MB | NPU
 
 
 
160
 
161
  ## License
162
  * The license for the original implementation of FFNet-78S-LowRes can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
- "version": "0.62.2",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
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/ffnet_78s_lowres/releases/v0.62.2/ffnet_78s_lowres-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/ffnet_78s_lowres/releases/v0.62.2/ffnet_78s_lowres-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/ffnet_78s_lowres/releases/v0.62.2/ffnet_78s_lowres-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -28,22 +28,22 @@
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
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/ffnet_78s_lowres/releases/v0.62.2/ffnet_78s_lowres-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/ffnet_78s_lowres/releases/v0.62.2/ffnet_78s_lowres-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/ffnet_78s_lowres/releases/v0.62.2/ffnet_78s_lowres-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.63.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
+ "qairt": "2.50.0.260828221209",
9
  "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/v0.63.0/ffnet_78s_lowres-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
+ "qairt": "2.50.0.260828221209"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
+ "qairt": "2.50.0.260828221209"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-tflite-float.zip"
24
  }
25
  }
26
  },
 
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
31
+ "qairt": "2.50.0.260828221209",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
+ "qairt": "2.50.0.260828221209"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
+ "qairt": "2.50.0.260828221209"
45
  },
46
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.63.0/ffnet_78s_lowres-tflite-w8a8.zip"
47
  }
48
  }
49
  }