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FFNet-78S-LowRes

Image Segmentation
PyTorch
real_time
android
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v0.48.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.48.0 for changelog.

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  1. README.md +76 -76
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.
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/quic/ai-hub-models/blob/main/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 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.47.0/ffnet_78s_lowres-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.47.0/ffnet_78s_lowres-onnx-w8a8.zip)
33
- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.47.0/ffnet_78s_lowres-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.47.0/ffnet_78s_lowres-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.47.0/ffnet_78s_lowres-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.47.0/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/quic/ai-hub-models/blob/main/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/quic/ai-hub-models/blob/main/qai_hub_models/models/ffnet_78s_lowres) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -64,73 +64,73 @@ See our repository for [FFNet-78S-LowRes on GitHub](https://github.com/quic/ai-h
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  ## 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® X Elite | 8.183 ms | 46 - 46 MB | NPU
68
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.568 ms | 1 - 210 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.778 ms | 0 - 51 MB | NPU
70
- | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS9075 | 12.997 ms | 6 - 15 MB | NPU
71
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.546 ms | 1 - 176 MB | NPU
72
- | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.822 ms | 7 - 182 MB | NPU
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- | FFNet-78S-LowRes | ONNX | float | Snapdragon® X2 Elite | 4.202 ms | 47 - 47 MB | NPU
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- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X Elite | 3.01 ms | 25 - 25 MB | NPU
75
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.977 ms | 0 - 118 MB | NPU
76
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS6490 | 111.988 ms | 56 - 116 MB | CPU
77
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.767 ms | 0 - 29 MB | NPU
78
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS9075 | 3.32 ms | 1 - 4 MB | NPU
79
- | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCM6690 | 118.793 ms | 59 - 69 MB | CPU
80
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.503 ms | 0 - 65 MB | NPU
81
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 119.739 ms | 57 - 68 MB | CPU
82
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.27 ms | 0 - 61 MB | NPU
83
- | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X2 Elite | 1.321 ms | 25 - 25 MB | NPU
84
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X Elite | 15.314 ms | 6 - 6 MB | NPU
85
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.772 ms | 6 - 84 MB | NPU
86
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 51.189 ms | 1 - 44 MB | NPU
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- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 14.577 ms | 6 - 8 MB | NPU
88
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8775P | 19.155 ms | 1 - 44 MB | NPU
89
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS9075 | 18.226 ms | 6 - 14 MB | NPU
90
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 26.56 ms | 5 - 73 MB | NPU
91
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA7255P | 51.189 ms | 1 - 44 MB | NPU
92
- | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8295P | 21.187 ms | 0 - 40 MB | NPU
93
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.122 ms | 0 - 48 MB | NPU
94
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.635 ms | 6 - 54 MB | NPU
95
- | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X2 Elite | 7.609 ms | 6 - 6 MB | NPU
96
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X Elite | 5.046 ms | 2 - 2 MB | NPU
97
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.311 ms | 2 - 103 MB | NPU
98
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 14.872 ms | 2 - 5 MB | NPU
99
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 10.513 ms | 2 - 56 MB | NPU
100
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.671 ms | 2 - 3 MB | NPU
101
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8775P | 5.175 ms | 2 - 57 MB | NPU
102
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 6.848 ms | 3 - 7 MB | NPU
103
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 36.605 ms | 2 - 191 MB | NPU
104
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 7.223 ms | 2 - 100 MB | NPU
105
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.513 ms | 2 - 56 MB | NPU
106
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8295P | 6.529 ms | 1 - 53 MB | NPU
107
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.234 ms | 2 - 57 MB | NPU
108
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.335 ms | 2 - 184 MB | NPU
109
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.852 ms | 2 - 56 MB | NPU
110
- | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.173 ms | 2 - 2 MB | NPU
111
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 9.897 ms | 1 - 161 MB | NPU
112
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 51.039 ms | 1 - 78 MB | NPU
113
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 14.736 ms | 0 - 3 MB | NPU
114
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8775P | 19.243 ms | 1 - 79 MB | NPU
115
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS9075 | 18.364 ms | 0 - 60 MB | NPU
116
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 26.249 ms | 1 - 150 MB | NPU
117
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA7255P | 51.039 ms | 1 - 78 MB | NPU
118
- | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8295P | 20.969 ms | 1 - 69 MB | NPU
119
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.172 ms | 0 - 78 MB | NPU
120
- | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.638 ms | 1 - 81 MB | NPU
121
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.978 ms | 0 - 106 MB | NPU
122
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS6490 | 9.548 ms | 0 - 30 MB | NPU
123
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 7.299 ms | 0 - 52 MB | NPU
124
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.787 ms | 0 - 2 MB | NPU
125
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8775P | 3.251 ms | 0 - 54 MB | NPU
126
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS9075 | 3.267 ms | 0 - 29 MB | NPU
127
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCM6690 | 27.538 ms | 0 - 184 MB | NPU
128
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 3.506 ms | 0 - 101 MB | NPU
129
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA7255P | 7.299 ms | 0 - 52 MB | NPU
130
- | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8295P | 4.454 ms | 0 - 50 MB | NPU
131
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.489 ms | 0 - 54 MB | NPU
132
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 4.2 ms | 0 - 181 MB | NPU
133
- | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.299 ms | 0 - 53 MB | NPU
134
 
135
  ## License
136
  * 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/main/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 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.48.0/ffnet_78s_lowres-onnx-float.zip)
32
+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.48.0/ffnet_78s_lowres-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.48.0/ffnet_78s_lowres-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.48.0/ffnet_78s_lowres-qnn_dlc-w8a8.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.48.0/ffnet_78s_lowres-tflite-float.zip)
36
+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s_lowres/releases/v0.48.0/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/main/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/main/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 | 4.213 ms | 47 - 47 MB | NPU
68
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® X Elite | 8.211 ms | 46 - 46 MB | NPU
69
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.547 ms | 3 - 208 MB | NPU
70
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.789 ms | 6 - 9 MB | NPU
71
+ | FFNet-78S-LowRes | ONNX | float | Qualcomm® QCS9075 | 12.703 ms | 6 - 15 MB | NPU
72
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.544 ms | 2 - 170 MB | NPU
73
+ | FFNet-78S-LowRes | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.833 ms | 1 - 176 MB | NPU
74
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X2 Elite | 1.322 ms | 25 - 25 MB | NPU
75
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® X Elite | 2.967 ms | 25 - 25 MB | NPU
76
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.982 ms | 0 - 118 MB | NPU
77
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS6490 | 109.341 ms | 56 - 114 MB | CPU
78
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.769 ms | 0 - 37 MB | NPU
79
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCS9075 | 3.336 ms | 1 - 4 MB | NPU
80
+ | FFNet-78S-LowRes | ONNX | w8a8 | Qualcomm® QCM6690 | 118.851 ms | 66 - 76 MB | CPU
81
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.508 ms | 0 - 62 MB | NPU
82
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 119.111 ms | 58 - 68 MB | CPU
83
+ | FFNet-78S-LowRes | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.27 ms | 0 - 63 MB | NPU
84
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X2 Elite | 7.628 ms | 6 - 6 MB | NPU
85
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® X Elite | 15.389 ms | 6 - 6 MB | NPU
86
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.775 ms | 6 - 82 MB | NPU
87
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 51.166 ms | 1 - 42 MB | NPU
88
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 14.628 ms | 6 - 173 MB | NPU
89
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8775P | 19.177 ms | 0 - 46 MB | NPU
90
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS9075 | 18.317 ms | 6 - 14 MB | NPU
91
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 26.634 ms | 6 - 73 MB | NPU
92
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA7255P | 51.166 ms | 1 - 42 MB | NPU
93
+ | FFNet-78S-LowRes | QNN_DLC | float | Qualcomm® SA8295P | 21.172 ms | 0 - 40 MB | NPU
94
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.128 ms | 0 - 48 MB | NPU
95
+ | FFNet-78S-LowRes | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.626 ms | 5 - 54 MB | NPU
96
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.129 ms | 2 - 2 MB | NPU
97
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® X Elite | 5.053 ms | 2 - 2 MB | NPU
98
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.303 ms | 0 - 101 MB | NPU
99
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 14.972 ms | 4 - 7 MB | NPU
100
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 10.523 ms | 1 - 55 MB | NPU
101
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.669 ms | 2 - 3 MB | NPU
102
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8775P | 5.163 ms | 2 - 57 MB | NPU
103
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 6.866 ms | 0 - 4 MB | NPU
104
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 36.692 ms | 2 - 191 MB | NPU
105
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 7.177 ms | 2 - 99 MB | NPU
106
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.523 ms | 1 - 55 MB | NPU
107
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Qualcomm® SA8295P | 6.559 ms | 2 - 53 MB | NPU
108
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.23 ms | 2 - 52 MB | NPU
109
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.314 ms | 2 - 187 MB | NPU
110
+ | FFNet-78S-LowRes | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.855 ms | 2 - 57 MB | NPU
111
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 9.904 ms | 1 - 161 MB | NPU
112
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 51.044 ms | 1 - 78 MB | NPU
113
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 14.67 ms | 1 - 3 MB | NPU
114
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8775P | 19.213 ms | 1 - 80 MB | NPU
115
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS9075 | 17.627 ms | 0 - 60 MB | NPU
116
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 26.5 ms | 1 - 150 MB | NPU
117
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA7255P | 51.044 ms | 1 - 78 MB | NPU
118
+ | FFNet-78S-LowRes | TFLITE | float | Qualcomm® SA8295P | 20.97 ms | 1 - 69 MB | NPU
119
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.177 ms | 1 - 83 MB | NPU
120
+ | FFNet-78S-LowRes | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.624 ms | 1 - 81 MB | NPU
121
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.977 ms | 0 - 101 MB | NPU
122
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS6490 | 9.709 ms | 0 - 30 MB | NPU
123
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 7.294 ms | 0 - 52 MB | NPU
124
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.79 ms | 0 - 6 MB | NPU
125
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8775P | 3.283 ms | 0 - 54 MB | NPU
126
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS9075 | 3.268 ms | 0 - 30 MB | NPU
127
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCM6690 | 27.584 ms | 0 - 187 MB | NPU
128
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 3.526 ms | 0 - 101 MB | NPU
129
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA7255P | 7.294 ms | 0 - 52 MB | NPU
130
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Qualcomm® SA8295P | 4.432 ms | 0 - 49 MB | NPU
131
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.488 ms | 0 - 54 MB | NPU
132
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 4.173 ms | 0 - 181 MB | NPU
133
+ | FFNet-78S-LowRes | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.298 ms | 0 - 53 MB | NPU
134
 
135
  ## License
136
  * The license for the original implementation of FFNet-78S-LowRes can be found