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FFNet-78S-LowRes

Image Segmentation
PyTorch
real_time
android
Model card Files
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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 +111 -108
  2. release_assets.json +7 -7
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: other
4
  tags:
5
  - real_time
6
  - android
@@ -15,7 +15,7 @@ pipeline_tag: image-segmentation
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/v0.60.0/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
 
@@ -28,26 +28,26 @@ Below are pre-exported model assets ready for deployment.
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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/src/qai_hub_models/models/ffnet_78s_lowres) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -64,105 +64,108 @@ 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 | 10.08 ms | 10 - 10 MB | NPU
68
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® X Elite | 20.272 ms | 47 - 47 MB | NPU
69
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 15.46 ms | 3 - 251 MB | NPU
70
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 36.392 ms | 11 - 244 MB | NPU
71
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 39.628 ms | 6 - 15 MB | NPU
72
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.896 ms | 0 - 51 MB | NPU
73
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS8450 | 36.392 ms | 11 - 244 MB | NPU
74
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 35.42 ms | 6 - 15 MB | NPU
75
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 20.272 ms | 47 - 47 MB | NPU
76
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.264 ms | 6 - 191 MB | NPU
77
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Mobile | 13.264 ms | 6 - 191 MB | NPU
78
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.204 ms | 5 - 193 MB | NPU
79
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X2 Elite | 3.841 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 | 3.959 ms | 3 - 254 MB | NPU
82
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.284 ms | 3 - 257 MB | NPU
83
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 28.427 ms | 2 - 5 MB | NPU
84
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.937 ms | 2 - 6 MB | NPU
85
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.581 ms | 0 - 29 MB | NPU
86
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS8450 | 8.284 ms | 3 - 257 MB | NPU
87
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.053 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 | 104.362 ms | 3 - 263 MB | NPU
90
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.317 ms | 3 - 215 MB | NPU
91
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.05 ms | 0 - 196 MB | NPU
92
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 3.05 ms | 0 - 196 MB | NPU
93
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.309 ms | 0 - 203 MB | NPU
94
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.317 ms | 3 - 215 MB | NPU
95
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X2 Elite | 11.043 ms | 6 - 6 MB | NPU
96
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X Elite | 22.502 ms | 6 - 6 MB | NPU
97
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 15.715 ms | 6 - 246 MB | NPU
98
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 42.203 ms | 6 - 235 MB | NPU
99
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 40.133 ms | 6 - 17 MB | NPU
100
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 131.766 ms | 2 - 183 MB | NPU
101
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.732 ms | 6 - 268 MB | NPU
102
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8450 | 42.203 ms | 6 - 235 MB | NPU
103
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 36.735 ms | 8 - 18 MB | NPU
104
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.502 ms | 6 - 6 MB | NPU
105
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 14.505 ms | 0 - 189 MB | NPU
106
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA7255P | 131.766 ms | 2 - 183 MB | NPU
107
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8295P | 38.216 ms | 0 - 177 MB | NPU
108
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 14.505 ms | 0 - 189 MB | NPU
109
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.559 ms | 6 - 203 MB | NPU
110
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.436 ms | 2 - 2 MB | NPU
111
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X Elite | 7.62 ms | 2 - 2 MB | NPU
112
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.878 ms | 2 - 132 MB | NPU
113
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.506 ms | 2 - 131 MB | NPU
114
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 31.178 ms | 2 - 5 MB | NPU
115
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.402 ms | 2 - 6 MB | NPU
116
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 20.494 ms | 2 - 80 MB | NPU
117
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.012 ms | 2 - 3 MB | NPU
118
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8775P | 7.355 ms | 2 - 82 MB | NPU
119
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8650P | 7.355 ms | 2 - 82 MB | NPU
120
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8255P | 7.355 ms | 2 - 82 MB | NPU
121
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.506 ms | 2 - 131 MB | NPU
122
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.117 ms | 2 - 5 MB | NPU
123
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.62 ms | 2 - 2 MB | NPU
124
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 94.641 ms | 2 - 205 MB | NPU
125
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.478 ms | 2 - 216 MB | NPU
126
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.536 ms | 2 - 191 MB | NPU
127
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.494 ms | 2 - 80 MB | NPU
128
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8295P | 11.605 ms | 1 - 77 MB | NPU
129
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 3.536 ms | 2 - 191 MB | NPU
 
 
 
130
  | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.691 ms | 2 - 198 MB | NPU
131
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.478 ms | 2 - 216 MB | NPU
132
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 15.771 ms | 2 - 321 MB | NPU
133
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 42.49 ms | 2 - 311 MB | NPU
134
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 40.13 ms | 0 - 63 MB | NPU
135
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 131.881 ms | 3 - 218 MB | NPU
136
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.739 ms | 2 - 5 MB | NPU
137
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8775P | 36.343 ms | 3 - 218 MB | NPU
138
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8650P | 36.343 ms | 3 - 218 MB | NPU
139
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8255P | 36.343 ms | 3 - 218 MB | NPU
140
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8450 | 42.49 ms | 2 - 311 MB | NPU
141
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 37.493 ms | 0 - 63 MB | NPU
142
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 14.36 ms | 1 - 222 MB | NPU
143
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA7255P | 131.881 ms | 3 - 218 MB | NPU
144
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8295P | 38.253 ms | 2 - 212 MB | NPU
145
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Mobile | 14.36 ms | 1 - 222 MB | NPU
146
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.592 ms | 2 - 228 MB | NPU
147
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.616 ms | 0 - 132 MB | NPU
148
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.755 ms | 1 - 134 MB | NPU
149
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 26.78 ms | 1 - 31 MB | NPU
150
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.755 ms | 1 - 32 MB | NPU
151
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 17.353 ms | 1 - 78 MB | NPU
152
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.997 ms | 1 - 3 MB | NPU
153
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8775P | 5.521 ms | 1 - 80 MB | NPU
154
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8650P | 5.521 ms | 1 - 80 MB | NPU
155
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8255P | 5.521 ms | 1 - 80 MB | NPU
156
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8450 | 6.755 ms | 1 - 134 MB | NPU
157
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.291 ms | 1 - 31 MB | NPU
158
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 102.878 ms | 1 - 202 MB | NPU
159
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.73 ms | 1 - 211 MB | NPU
160
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.799 ms | 0 - 188 MB | NPU
161
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA7255P | 17.353 ms | 1 - 78 MB | NPU
162
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8295P | 9.57 ms | 1 - 74 MB | NPU
163
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.799 ms | 0 - 188 MB | NPU
164
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.081 ms | 0 - 194 MB | NPU
165
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.73 ms | 1 - 211 MB | NPU
166
 
167
  ## License
168
  * The license for the original implementation of FFNet-78S-LowRes can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: bsd-3-clause
4
  tags:
5
  - real_time
6
  - android
 
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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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 | 10.083 ms | 10 - 10 MB | NPU
68
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® X Elite | 20.084 ms | 47 - 47 MB | NPU
69
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 15.269 ms | 4 - 252 MB | NPU
70
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 36.559 ms | 11 - 244 MB | NPU
71
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 39.714 ms | 6 - 15 MB | NPU
72
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.167 ms | 0 - 285 MB | NPU
73
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS8450 | 36.559 ms | 11 - 244 MB | NPU
74
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 35.484 ms | 6 - 15 MB | NPU
75
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 20.084 ms | 47 - 47 MB | NPU
76
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.341 ms | 7 - 193 MB | NPU
77
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Mobile | 13.341 ms | 7 - 193 MB | NPU
78
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.209 ms | 5 - 194 MB | NPU
79
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X2 Elite | 2.723 ms | 4 - 4 MB | NPU
80
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X Elite | 5.814 ms | 26 - 26 MB | NPU
81
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.962 ms | 3 - 253 MB | NPU
82
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.276 ms | 0 - 252 MB | NPU
83
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 28.141 ms | 2 - 5 MB | NPU
84
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.946 ms | 2 - 6 MB | NPU
85
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.571 ms | 0 - 29 MB | NPU
86
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS8450 | 8.276 ms | 0 - 252 MB | NPU
87
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.779 ms | 2 - 5 MB | NPU
88
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.814 ms | 26 - 26 MB | NPU
89
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 104.754 ms | 0 - 260 MB | NPU
90
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.351 ms | 3 - 215 MB | NPU
91
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.04 ms | 3 - 197 MB | NPU
92
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 3.04 ms | 3 - 197 MB | NPU
93
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.311 ms | 0 - 203 MB | NPU
94
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.351 ms | 3 - 215 MB | NPU
95
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X2 Elite | 15.739 ms | 6 - 6 MB | NPU
96
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X Elite | 22.534 ms | 6 - 6 MB | NPU
97
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 15.775 ms | 6 - 245 MB | NPU
98
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 42.283 ms | 6 - 235 MB | NPU
99
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 40.107 ms | 6 - 17 MB | NPU
100
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 131.73 ms | 1 - 183 MB | NPU
101
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.913 ms | 6 - 8 MB | NPU
102
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8775P | 36.287 ms | 0 - 182 MB | NPU
103
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8650P | 36.287 ms | 0 - 182 MB | NPU
104
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8255P | 36.287 ms | 0 - 182 MB | NPU
105
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8450 | 42.283 ms | 6 - 235 MB | NPU
106
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 37.192 ms | 8 - 18 MB | NPU
107
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.534 ms | 6 - 6 MB | NPU
108
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 14.473 ms | 0 - 190 MB | NPU
109
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA7255P | 131.73 ms | 1 - 183 MB | NPU
110
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8295P | 38.201 ms | 0 - 177 MB | NPU
111
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 14.473 ms | 0 - 190 MB | NPU
112
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.413 ms | 6 - 202 MB | NPU
113
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.448 ms | 2 - 2 MB | NPU
114
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X Elite | 7.681 ms | 2 - 2 MB | NPU
115
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.876 ms | 2 - 131 MB | NPU
116
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.564 ms | 2 - 131 MB | NPU
117
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 31.004 ms | 1 - 5 MB | NPU
118
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.393 ms | 2 - 6 MB | NPU
119
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 20.493 ms | 2 - 80 MB | NPU
120
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.996 ms | 2 - 3 MB | NPU
121
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8775P | 7.379 ms | 2 - 82 MB | NPU
122
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8650P | 7.379 ms | 2 - 82 MB | NPU
123
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8255P | 7.379 ms | 2 - 82 MB | NPU
124
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.564 ms | 2 - 131 MB | NPU
125
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.156 ms | 1 - 5 MB | NPU
126
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.681 ms | 2 - 2 MB | NPU
127
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 108.08 ms | 2 - 205 MB | NPU
128
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.638 ms | 2 - 214 MB | NPU
129
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.528 ms | 2 - 191 MB | NPU
130
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.493 ms | 2 - 80 MB | NPU
131
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8295P | 11.622 ms | 1 - 77 MB | NPU
132
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 3.528 ms | 2 - 191 MB | NPU
133
  | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.691 ms | 2 - 198 MB | NPU
134
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.638 ms | 2 - 214 MB | NPU
135
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 15.714 ms | 2 - 322 MB | NPU
136
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 41.838 ms | 3 - 311 MB | NPU
137
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 40.244 ms | 0 - 63 MB | NPU
138
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 131.834 ms | 3 - 218 MB | NPU
139
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.671 ms | 2 - 5 MB | NPU
140
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8775P | 36.337 ms | 3 - 219 MB | NPU
141
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8650P | 36.337 ms | 3 - 219 MB | NPU
142
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8255P | 36.337 ms | 3 - 219 MB | NPU
143
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8450 | 41.838 ms | 3 - 311 MB | NPU
144
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 36.877 ms | 0 - 63 MB | NPU
145
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 14.585 ms | 1 - 226 MB | NPU
146
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA7255P | 131.834 ms | 3 - 218 MB | NPU
147
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8295P | 38.258 ms | 2 - 214 MB | NPU
148
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Mobile | 14.585 ms | 1 - 226 MB | NPU
149
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.586 ms | 0 - 225 MB | NPU
150
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.606 ms | 1 - 131 MB | NPU
151
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.732 ms | 1 - 135 MB | NPU
152
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 26.685 ms | 1 - 31 MB | NPU
153
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.757 ms | 1 - 32 MB | NPU
154
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 17.355 ms | 1 - 79 MB | NPU
155
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.985 ms | 0 - 2 MB | NPU
156
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8775P | 5.502 ms | 1 - 79 MB | NPU
157
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8650P | 5.502 ms | 1 - 79 MB | NPU
158
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8255P | 5.502 ms | 1 - 79 MB | NPU
159
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8450 | 6.732 ms | 1 - 135 MB | NPU
160
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.288 ms | 0 - 30 MB | NPU
161
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 102.461 ms | 0 - 201 MB | NPU
162
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.776 ms | 1 - 211 MB | NPU
163
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.797 ms | 0 - 188 MB | NPU
164
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA7255P | 17.355 ms | 1 - 79 MB | NPU
165
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8295P | 9.621 ms | 1 - 74 MB | NPU
166
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.797 ms | 0 - 188 MB | NPU
167
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.128 ms | 0 - 194 MB | NPU
168
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.776 ms | 1 - 211 MB | NPU
169
 
170
  ## License
171
  * The license for the original implementation of FFNet-78S-LowRes can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.60.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
@@ -8,19 +8,19 @@
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.60.0/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/v0.60.0/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/v0.60.0/ffnet_78s_lowres-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/ffnet_78s_lowres/releases/v0.60.0/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/v0.60.0/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/v0.60.0/ffnet_78s_lowres-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.61.0",
3
  "precisions": {
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  "float": {
5
  "universal_assets": {
 
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.61.0/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/v0.61.0/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/v0.61.0/ffnet_78s_lowres-tflite-float.zip"
24
  }
25
  }
26
  },
 
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.61.0/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/v0.61.0/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/v0.61.0/ffnet_78s_lowres-tflite-w8a8.zip"
47
  }
48
  }
49
  }