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FFNet-54S

Image Segmentation
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v0.60.0

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

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  1. README.md +114 -98
  2. release_assets.json +7 -7
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: image-segmentation
14
  FFNet-54S is a "fuss-free network" that segments street scene images with per-pixel classes like road, sidewalk, and pedestrian. Trained on the Cityscapes dataset.
15
 
16
  This is based on the implementation of FFNet-54S found [here](https://github.com/Qualcomm-AI-research/FFNet).
17
- 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_54s) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  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.
20
 
@@ -27,128 +27,144 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
- | 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_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-tflite-w8a8.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[FFNet-54S on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ffnet_54s)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/ffnet_54s) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
- See our repository for [FFNet-54S on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/ffnet_54s) for usage instructions.
50
 
51
  ## Model Details
52
 
53
  **Model Type:** Model_use_case.semantic_segmentation
54
 
55
  **Model Stats:**
56
- - Model checkpoint: ffnet54S_dBBB_cityscapes_state_dict_quarts
57
  - Input resolution: 2048x1024
58
- - Number of output classes: 19
59
- - Number of parameters: 18.0M
60
  - Model size (float): 68.8 MB
61
  - Model size (w8a8): 17.5 MB
 
 
62
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | FFNet-54S | ONNX | float | Snapdragon® X2 Elite | 15.619 ms | 24 - 24 MB | NPU
67
- | FFNet-54S | ONNX | float | Snapdragon® X Elite | 33.992 ms | 24 - 24 MB | NPU
68
- | FFNet-54S | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 24.188 ms | 1 - 298 MB | NPU
69
- | FFNet-54S | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 53.1 ms | 1 - 269 MB | NPU
70
- | FFNet-54S | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 34.533 ms | 24 - 45 MB | NPU
71
- | FFNet-54S | ONNX | float | Qualcomm® QCS8450 | 53.1 ms | 1 - 269 MB | NPU
72
- | FFNet-54S | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 49.489 ms | 24 - 51 MB | NPU
73
- | FFNet-54S | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 33.992 ms | 24 - 24 MB | NPU
74
- | FFNet-54S | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 19.48 ms | 5 - 196 MB | NPU
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- | FFNet-54S | ONNX | float | Snapdragon® 8 Elite Mobile | 19.48 ms | 5 - 196 MB | NPU
76
- | FFNet-54S | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 14.557 ms | 5 - 218 MB | NPU
77
- | FFNet-54S | ONNX | w8a8 | Snapdragon® X2 Elite | 7.38 ms | 7 - 7 MB | NPU
78
- | FFNet-54S | ONNX | w8a8 | Snapdragon® X Elite | 11.92 ms | 12 - 12 MB | NPU
79
- | FFNet-54S | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.364 ms | 7 - 272 MB | NPU
80
- | FFNet-54S | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 16.896 ms | 7 - 271 MB | NPU
81
- | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 52.585 ms | 6 - 9 MB | NPU
82
- | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.315 ms | 0 - 16 MB | NPU
83
- | FFNet-54S | ONNX | w8a8 | Qualcomm® QCS8450 | 16.896 ms | 7 - 271 MB | NPU
84
- | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.671 ms | 6 - 9 MB | NPU
85
- | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 11.92 ms | 12 - 12 MB | NPU
86
- | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 11.79 ms | 1 - 203 MB | NPU
87
- | FFNet-54S | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 11.79 ms | 1 - 203 MB | NPU
88
- | FFNet-54S | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 6.957 ms | 1 - 204 MB | NPU
89
- | FFNet-54S | QNN_DLC | float | Snapdragon® X2 Elite | 15.955 ms | 24 - 24 MB | NPU
90
- | FFNet-54S | QNN_DLC | float | Snapdragon® X Elite | 39.843 ms | 24 - 24 MB | NPU
91
- | FFNet-54S | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 26.766 ms | 14 - 293 MB | NPU
92
- | FFNet-54S | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 76.915 ms | 24 - 298 MB | NPU
93
- | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 38.439 ms | 24 - 26 MB | NPU
94
- | FFNet-54S | QNN_DLC | float | Qualcomm® SA8775P | 53.685 ms | 24 - 225 MB | NPU
95
- | FFNet-54S | QNN_DLC | float | Qualcomm® SA8650P | 53.685 ms | 24 - 225 MB | NPU
96
- | FFNet-54S | QNN_DLC | float | Qualcomm® SA8255P | 53.685 ms | 24 - 225 MB | NPU
97
- | FFNet-54S | QNN_DLC | float | Qualcomm® QCS8450 | 76.915 ms | 24 - 298 MB | NPU
98
- | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 54.512 ms | 24 - 52 MB | NPU
99
- | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 39.843 ms | 24 - 24 MB | NPU
100
- | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 19.558 ms | 19 - 240 MB | NPU
101
- | FFNet-54S | QNN_DLC | float | Qualcomm® SA8295P | 59.25 ms | 24 - 223 MB | NPU
102
- | FFNet-54S | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 19.558 ms | 19 - 240 MB | NPU
103
- | FFNet-54S | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.765 ms | 16 - 260 MB | NPU
104
- | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 6.447 ms | 6 - 6 MB | NPU
105
- | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® X Elite | 16.671 ms | 6 - 6 MB | NPU
106
- | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 10.945 ms | 6 - 265 MB | NPU
107
- | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 22.207 ms | 6 - 267 MB | NPU
108
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 58.925 ms | 1 - 9 MB | NPU
109
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.741 ms | 6 - 8 MB | NPU
110
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® SA8775P | 16.269 ms | 6 - 212 MB | NPU
111
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® SA8650P | 16.269 ms | 6 - 212 MB | NPU
112
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® SA8255P | 16.269 ms | 6 - 212 MB | NPU
113
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 22.207 ms | 6 - 267 MB | NPU
114
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 16.373 ms | 8 - 16 MB | NPU
115
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 16.671 ms | 6 - 6 MB | NPU
116
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 142.694 ms | 6 - 244 MB | NPU
117
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 20.451 ms | 6 - 229 MB | NPU
118
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 7.466 ms | 6 - 224 MB | NPU
119
- | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® SA8295P | 21.317 ms | 6 - 215 MB | NPU
120
- | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 7.466 ms | 6 - 224 MB | NPU
121
- | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 5.565 ms | 6 - 241 MB | NPU
122
- | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 20.451 ms | 6 - 229 MB | NPU
123
- | FFNet-54S | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 26.863 ms | 1 - 332 MB | NPU
124
- | FFNet-54S | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 77.197 ms | 3 - 324 MB | NPU
125
- | FFNet-54S | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 38.39 ms | 2 - 5 MB | NPU
126
- | FFNet-54S | TFLITE | float | Qualcomm® SA8775P | 53.744 ms | 3 - 224 MB | NPU
127
- | FFNet-54S | TFLITE | float | Qualcomm® SA8650P | 53.744 ms | 3 - 224 MB | NPU
128
- | FFNet-54S | TFLITE | float | Qualcomm® SA8255P | 53.744 ms | 3 - 224 MB | NPU
129
- | FFNet-54S | TFLITE | float | Qualcomm® QCS8450 | 77.197 ms | 3 - 324 MB | NPU
130
- | FFNet-54S | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 54.763 ms | 0 - 64 MB | NPU
131
- | FFNet-54S | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 19.615 ms | 0 - 239 MB | NPU
132
- | FFNet-54S | TFLITE | float | Qualcomm® SA8295P | 59.176 ms | 2 - 219 MB | NPU
133
- | FFNet-54S | TFLITE | float | Snapdragon® 8 Elite Mobile | 19.615 ms | 0 - 239 MB | NPU
134
- | FFNet-54S | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.797 ms | 2 - 264 MB | NPU
135
- | FFNet-54S | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.912 ms | 1 - 260 MB | NPU
136
- | FFNet-54S | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.251 ms | 1 - 264 MB | NPU
137
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 22.86 ms | 1 - 204 MB | NPU
138
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.275 ms | 1 - 173 MB | NPU
139
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA8775P | 8.86 ms | 1 - 205 MB | NPU
140
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA8650P | 8.86 ms | 1 - 205 MB | NPU
141
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA8255P | 8.86 ms | 1 - 205 MB | NPU
142
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® QCS8450 | 13.251 ms | 1 - 264 MB | NPU
143
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 8.598 ms | 0 - 27 MB | NPU
144
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 116.752 ms | 2 - 238 MB | NPU
145
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.612 ms | 1 - 220 MB | NPU
146
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.465 ms | 0 - 218 MB | NPU
147
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA7255P | 22.86 ms | 1 - 204 MB | NPU
148
- | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA8295P | 13.184 ms | 0 - 206 MB | NPU
149
- | FFNet-54S | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 4.465 ms | 0 - 218 MB | NPU
150
- | FFNet-54S | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.236 ms | 1 - 234 MB | NPU
151
- | FFNet-54S | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.612 ms | 1 - 220 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
152
 
153
  ## License
154
  * The license for the original implementation of FFNet-54S can be found
 
14
  FFNet-54S is a "fuss-free network" that segments street scene images with per-pixel classes like road, sidewalk, and pedestrian. Trained on the Cityscapes dataset.
15
 
16
  This is based on the implementation of FFNet-54S found [here](https://github.com/Qualcomm-AI-research/FFNet).
17
+ 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_54s) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  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.
20
 
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | 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_54s/releases/v0.60.0/ffnet_54s-onnx-float.zip)
31
+ | 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_54s/releases/v0.60.0/ffnet_54s-onnx-w8a8.zip)
32
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_54s/releases/v0.60.0/ffnet_54s-qnn_dlc-float.zip)
33
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_54s/releases/v0.60.0/ffnet_54s-qnn_dlc-w8a8.zip)
34
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_54s/releases/v0.60.0/ffnet_54s-tflite-float.zip)
35
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_54s/releases/v0.60.0/ffnet_54s-tflite-w8a8.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[FFNet-54S on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ffnet_54s)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/ffnet_54s) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
+ See our repository for [FFNet-54S on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/ffnet_54s) for usage instructions.
50
 
51
  ## Model Details
52
 
53
  **Model Type:** Model_use_case.semantic_segmentation
54
 
55
  **Model Stats:**
 
56
  - Input resolution: 2048x1024
57
+ - Model checkpoint: ffnet54S_dBBB_cityscapes_state_dict_quarts
 
58
  - Model size (float): 68.8 MB
59
  - Model size (w8a8): 17.5 MB
60
+ - Number of output classes: 19
61
+ - Number of parameters: 18.0M
62
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | FFNet-54S | ONNX | float | Snapdragon® X2 Elite | 15.532 ms | 24 - 24 MB | NPU
67
+ | FFNet-54S | ONNX | float | Snapdragon® X Elite | 33.938 ms | 24 - 24 MB | NPU
68
+ | FFNet-54S | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 24.621 ms | 5 - 306 MB | NPU
69
+ | FFNet-54S | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 53.206 ms | 0 - 270 MB | NPU
70
+ | FFNet-54S | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 49.477 ms | 24 - 51 MB | NPU
71
+ | FFNet-54S | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 34.135 ms | 24 - 39 MB | NPU
72
+ | FFNet-54S | ONNX | float | Qualcomm® QCS8450 | 53.206 ms | 0 - 270 MB | NPU
73
+ | FFNet-54S | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 50.061 ms | 24 - 51 MB | NPU
74
+ | FFNet-54S | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 33.938 ms | 24 - 24 MB | NPU
75
+ | FFNet-54S | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 19.526 ms | 6 - 197 MB | NPU
76
+ | FFNet-54S | ONNX | float | Snapdragon® 8 Elite Mobile | 19.526 ms | 6 - 197 MB | NPU
77
+ | FFNet-54S | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 14.61 ms | 5 - 220 MB | NPU
78
+ | FFNet-54S | ONNX | w8a8 | Snapdragon® X2 Elite | 7.399 ms | 7 - 7 MB | NPU
79
+ | FFNet-54S | ONNX | w8a8 | Snapdragon® X Elite | 11.888 ms | 12 - 12 MB | NPU
80
+ | FFNet-54S | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.359 ms | 7 - 272 MB | NPU
81
+ | FFNet-54S | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 16.814 ms | 7 - 270 MB | NPU
82
+ | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 52.069 ms | 6 - 9 MB | NPU
83
+ | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.835 ms | 6 - 10 MB | NPU
84
+ | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.311 ms | 0 - 195 MB | NPU
85
+ | FFNet-54S | ONNX | w8a8 | Qualcomm® QCS8450 | 16.814 ms | 7 - 270 MB | NPU
86
+ | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.728 ms | 6 - 9 MB | NPU
87
+ | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 11.888 ms | 12 - 12 MB | NPU
88
+ | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 123.529 ms | 6 - 255 MB | NPU
89
+ | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 14.962 ms | 7 - 223 MB | NPU
90
+ | FFNet-54S | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 11.758 ms | 1 - 201 MB | NPU
91
+ | FFNet-54S | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 11.758 ms | 1 - 201 MB | NPU
92
+ | FFNet-54S | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 6.994 ms | 2 - 205 MB | NPU
93
+ | FFNet-54S | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 14.962 ms | 7 - 223 MB | NPU
94
+ | FFNet-54S | QNN_DLC | float | Snapdragon® X2 Elite | 15.885 ms | 24 - 24 MB | NPU
95
+ | FFNet-54S | QNN_DLC | float | Snapdragon® X Elite | 39.885 ms | 24 - 24 MB | NPU
96
+ | FFNet-54S | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 26.687 ms | 24 - 302 MB | NPU
97
+ | FFNet-54S | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 77.114 ms | 24 - 297 MB | NPU
98
+ | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 53.776 ms | 24 - 53 MB | NPU
99
+ | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 155.454 ms | 24 - 225 MB | NPU
100
+ | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 38.539 ms | 24 - 26 MB | NPU
101
+ | FFNet-54S | QNN_DLC | float | Qualcomm® SA8775P | 53.667 ms | 24 - 225 MB | NPU
102
+ | FFNet-54S | QNN_DLC | float | Qualcomm® SA8650P | 53.667 ms | 24 - 225 MB | NPU
103
+ | FFNet-54S | QNN_DLC | float | Qualcomm® SA8255P | 53.667 ms | 24 - 225 MB | NPU
104
+ | FFNet-54S | QNN_DLC | float | Qualcomm® QCS8450 | 77.114 ms | 24 - 297 MB | NPU
105
+ | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 54.369 ms | 24 - 52 MB | NPU
106
+ | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 39.885 ms | 24 - 24 MB | NPU
107
+ | FFNet-54S | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 19.649 ms | 23 - 245 MB | NPU
108
+ | FFNet-54S | QNN_DLC | float | Qualcomm® SA7255P | 155.454 ms | 24 - 225 MB | NPU
109
+ | FFNet-54S | QNN_DLC | float | Qualcomm® SA8295P | 59.263 ms | 24 - 222 MB | NPU
110
+ | FFNet-54S | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 19.649 ms | 23 - 245 MB | NPU
111
+ | FFNet-54S | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.814 ms | 18 - 262 MB | NPU
112
+ | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 6.441 ms | 6 - 6 MB | NPU
113
+ | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® X Elite | 16.754 ms | 6 - 6 MB | NPU
114
+ | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 10.94 ms | 6 - 264 MB | NPU
115
+ | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 22.209 ms | 6 - 267 MB | NPU
116
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 58.685 ms | 4 - 12 MB | NPU
117
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 15.542 ms | 3 - 12 MB | NPU
118
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 35.57 ms | 6 - 212 MB | NPU
119
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.642 ms | 6 - 32 MB | NPU
120
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® SA8775P | 16.281 ms | 6 - 212 MB | NPU
121
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® SA8650P | 16.281 ms | 6 - 212 MB | NPU
122
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® SA8255P | 16.281 ms | 6 - 212 MB | NPU
123
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 22.209 ms | 6 - 267 MB | NPU
124
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 16.391 ms | 6 - 14 MB | NPU
125
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 16.754 ms | 6 - 6 MB | NPU
126
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 140.158 ms | 6 - 244 MB | NPU
127
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 20.171 ms | 6 - 229 MB | NPU
128
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 7.465 ms | 6 - 224 MB | NPU
129
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® SA7255P | 35.57 ms | 6 - 212 MB | NPU
130
+ | FFNet-54S | QNN_DLC | w8a8 | Qualcomm® SA8295P | 21.299 ms | 6 - 215 MB | NPU
131
+ | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 7.465 ms | 6 - 224 MB | NPU
132
+ | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 5.562 ms | 6 - 238 MB | NPU
133
+ | FFNet-54S | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 20.171 ms | 6 - 229 MB | NPU
134
+ | FFNet-54S | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 26.835 ms | 0 - 330 MB | NPU
135
+ | FFNet-54S | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 77.039 ms | 3 - 324 MB | NPU
136
+ | FFNet-54S | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 53.859 ms | 0 - 65 MB | NPU
137
+ | FFNet-54S | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 155.473 ms | 3 - 224 MB | NPU
138
+ | FFNet-54S | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 39.078 ms | 2 - 5 MB | NPU
139
+ | FFNet-54S | TFLITE | float | Qualcomm® SA8775P | 53.722 ms | 3 - 224 MB | NPU
140
+ | FFNet-54S | TFLITE | float | Qualcomm® SA8650P | 53.722 ms | 3 - 224 MB | NPU
141
+ | FFNet-54S | TFLITE | float | Qualcomm® SA8255P | 53.722 ms | 3 - 224 MB | NPU
142
+ | FFNet-54S | TFLITE | float | Qualcomm® QCS8450 | 77.039 ms | 3 - 324 MB | NPU
143
+ | FFNet-54S | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 60.672 ms | 0 - 64 MB | NPU
144
+ | FFNet-54S | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 19.806 ms | 2 - 246 MB | NPU
145
+ | FFNet-54S | TFLITE | float | Qualcomm® SA7255P | 155.473 ms | 3 - 224 MB | NPU
146
+ | FFNet-54S | TFLITE | float | Qualcomm® SA8295P | 59.241 ms | 0 - 217 MB | NPU
147
+ | FFNet-54S | TFLITE | float | Snapdragon® 8 Elite Mobile | 19.806 ms | 2 - 246 MB | NPU
148
+ | FFNet-54S | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.67 ms | 2 - 264 MB | NPU
149
+ | FFNet-54S | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.928 ms | 1 - 261 MB | NPU
150
+ | FFNet-54S | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.292 ms | 1 - 263 MB | NPU
151
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 44.642 ms | 0 - 27 MB | NPU
152
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 8.921 ms | 1 - 28 MB | NPU
153
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 22.867 ms | 1 - 203 MB | NPU
154
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.261 ms | 1 - 3 MB | NPU
155
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA8775P | 8.828 ms | 1 - 205 MB | NPU
156
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA8650P | 8.828 ms | 1 - 205 MB | NPU
157
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA8255P | 8.828 ms | 1 - 205 MB | NPU
158
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® QCS8450 | 13.292 ms | 1 - 263 MB | NPU
159
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 8.602 ms | 1 - 27 MB | NPU
160
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 113.899 ms | 1 - 236 MB | NPU
161
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.586 ms | 1 - 220 MB | NPU
162
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.459 ms | 1 - 222 MB | NPU
163
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA7255P | 22.867 ms | 1 - 203 MB | NPU
164
+ | FFNet-54S | TFLITE | w8a8 | Qualcomm® SA8295P | 13.18 ms | 0 - 206 MB | NPU
165
+ | FFNet-54S | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 4.459 ms | 1 - 222 MB | NPU
166
+ | FFNet-54S | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.236 ms | 1 - 233 MB | NPU
167
+ | FFNet-54S | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.586 ms | 1 - 220 MB | NPU
168
 
169
  ## License
170
  * The license for the original implementation of FFNet-54S can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.59.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
@@ -8,19 +8,19 @@
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-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_54s/releases/v0.59.0/ffnet_54s-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.60.0",
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_54s/releases/v0.60.0/ffnet_54s-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_54s/releases/v0.60.0/ffnet_54s-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_54s/releases/v0.60.0/ffnet_54s-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_54s/releases/v0.60.0/ffnet_54s-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_54s/releases/v0.60.0/ffnet_54s-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
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  "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_54s/releases/v0.60.0/ffnet_54s-tflite-w8a8.zip"
47
  }
48
  }
49
  }