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FastSam-S

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.

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  1. README.md +104 -111
README.md CHANGED
@@ -14,18 +14,18 @@ pipeline_tag: image-segmentation
14
  The Fast Segment Anything Model (FastSAM) is a novel, real-time CNN-based solution for the Segment Anything task. This task is designed to segment any object within an image based on various possible user interaction prompts. The model performs competitively despite significantly reduced computation, making it a practical choice for a variety of vision tasks.
15
 
16
  This is based on the implementation of FastSam-S found [here](https://github.com/CASIA-LMC-Lab/FastSAM).
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/v0.62.2/src/qai_hub_models/models/fastsam_s) 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
 
21
  ## Getting Started
22
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
23
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/fastsam_s) Python library to compile and export the model with your own:
24
  - Custom weights (e.g., fine-tuned checkpoints)
25
  - Custom input shapes
26
  - Target device and runtime configurations
27
 
28
- See our repository for [FastSam-S on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/fastsam_s) for usage instructions.
29
 
30
 
31
  ## Model Details
@@ -42,116 +42,109 @@ See our repository for [FastSam-S on GitHub](https://github.com/qualcomm/ai-hub-
42
  ## Performance Summary
43
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
44
  |---|---|---|---|---|---|---
45
- | FastSam-S | ONNX | float | Snapdragon® X2 Elite | 4.561 ms | 17 - 17 MB | NPU
46
- | FastSam-S | ONNX | float | Snapdragon® X Elite | 8.469 ms | 20 - 20 MB | NPU
47
- | FastSam-S | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.983 ms | 17 - 246 MB | NPU
48
- | FastSam-S | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 16.649 ms | 17 - 239 MB | NPU
49
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 13.231 ms | 15 - 19 MB | NPU
50
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.193 ms | 0 - 26 MB | NPU
51
- | FastSam-S | ONNX | float | Qualcomm® QCS8450 | 16.649 ms | 17 - 239 MB | NPU
52
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 11.971 ms | 15 - 18 MB | NPU
53
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.469 ms | 20 - 20 MB | NPU
54
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.682 ms | 13 - 214 MB | NPU
55
- | FastSam-S | ONNX | float | Snapdragon® 8 Elite Mobile | 4.682 ms | 13 - 214 MB | NPU
56
- | FastSam-S | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.645 ms | 3 - 212 MB | NPU
57
- | FastSam-S | ONNX | w8a16 | Snapdragon® X2 Elite | 3.138 ms | 9 - 9 MB | NPU
58
- | FastSam-S | ONNX | w8a16 | Snapdragon® X Elite | 7.096 ms | 10 - 10 MB | NPU
59
- | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.383 ms | 8 - 264 MB | NPU
60
- | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 11.616 ms | 0 - 256 MB | NPU
61
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 28.302 ms | 8 - 10 MB | NPU
62
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 6.446 ms | 8 - 11 MB | NPU
63
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.654 ms | 0 - 15 MB | NPU
64
- | FastSam-S | ONNX | w8a16 | Qualcomm® QCS8450 | 11.616 ms | 0 - 256 MB | NPU
65
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.056 ms | 8 - 11 MB | NPU
66
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 7.096 ms | 10 - 10 MB | NPU
67
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 70.156 ms | 8 - 266 MB | NPU
68
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 9.135 ms | 8 - 229 MB | NPU
69
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.298 ms | 0 - 217 MB | NPU
70
- | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.298 ms | 0 - 217 MB | NPU
71
- | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.686 ms | 0 - 223 MB | NPU
72
- | FastSam-S | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 9.135 ms | 8 - 229 MB | NPU
73
- | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 4.434 ms | 9 - 9 MB | NPU
74
- | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 9.069 ms | 21 - 21 MB | NPU
75
- | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 5.807 ms | 8 - 270 MB | NPU
76
- | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 8.411 ms | 8 - 11 MB | NPU
77
- | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.6 ms | 0 - 24 MB | NPU
78
- | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 8.773 ms | 8 - 10 MB | NPU
79
- | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.069 ms | 21 - 21 MB | NPU
80
- | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 108.165 ms | 10 - 269 MB | NPU
81
- | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 13.022 ms | 8 - 234 MB | NPU
82
- | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 4.769 ms | 6 - 226 MB | NPU
83
- | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 4.769 ms | 6 - 226 MB | NPU
84
- | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.635 ms | 2 - 230 MB | NPU
85
- | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 13.022 ms | 8 - 234 MB | NPU
86
- | FastSam-S | QNN_DLC | float | Snapdragon® X2 Elite | 4.595 ms | 5 - 5 MB | NPU
87
- | FastSam-S | QNN_DLC | float | Snapdragon® X Elite | 8.443 ms | 5 - 5 MB | NPU
88
- | FastSam-S | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.841 ms | 0 - 211 MB | NPU
89
- | FastSam-S | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 16.156 ms | 5 - 212 MB | NPU
90
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 12.875 ms | 5 - 16 MB | NPU
91
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.705 ms | 5 - 11 MB | NPU
92
- | FastSam-S | QNN_DLC | float | Qualcomm® SA8775P | 11.593 ms | 1 - 182 MB | NPU
93
- | FastSam-S | QNN_DLC | float | Qualcomm® SA8650P | 11.593 ms | 1 - 182 MB | NPU
94
- | FastSam-S | QNN_DLC | float | Qualcomm® SA8255P | 11.593 ms | 1 - 182 MB | NPU
95
- | FastSam-S | QNN_DLC | float | Qualcomm® QCS8450 | 16.156 ms | 5 - 212 MB | NPU
96
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 11.56 ms | 5 - 15 MB | NPU
97
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.443 ms | 5 - 5 MB | NPU
98
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 4.457 ms | 5 - 195 MB | NPU
99
- | FastSam-S | QNN_DLC | float | Qualcomm® SA7255P | 39.219 ms | 0 - 186 MB | NPU
100
- | FastSam-S | QNN_DLC | float | Qualcomm® SA8295P | 13.764 ms | 0 - 178 MB | NPU
101
- | FastSam-S | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 4.457 ms | 5 - 195 MB | NPU
102
- | FastSam-S | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.257 ms | 4 - 195 MB | NPU
103
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.883 ms | 2 - 2 MB | NPU
104
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® X Elite | 6.126 ms | 2 - 2 MB | NPU
105
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.784 ms | 2 - 233 MB | NPU
106
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 8.478 ms | 2 - 234 MB | NPU
107
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 23.707 ms | 2 - 8 MB | NPU
108
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 5.57 ms | 1 - 8 MB | NPU
109
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.476 ms | 2 - 4 MB | NPU
110
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.994 ms | 1 - 195 MB | NPU
111
  | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8650P | 5.994 ms | 1 - 195 MB | NPU
112
  | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8255P | 5.994 ms | 1 - 195 MB | NPU
113
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 8.478 ms | 2 - 234 MB | NPU
114
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.784 ms | 2 - 8 MB | NPU
115
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 6.126 ms | 2 - 2 MB | NPU
116
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 65.604 ms | 2 - 203 MB | NPU
117
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 7.64 ms | 2 - 200 MB | NPU
118
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.666 ms | 0 - 198 MB | NPU
119
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA7255P | 13.396 ms | 1 - 194 MB | NPU
120
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8295P | 7.918 ms | 0 - 192 MB | NPU
121
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.666 ms | 0 - 198 MB | NPU
122
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.106 ms | 2 - 205 MB | NPU
123
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.64 ms | 2 - 200 MB | NPU
124
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 4.284 ms | 2 - 2 MB | NPU
125
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 8.173 ms | 2 - 2 MB | NPU
126
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 5.199 ms | 2 - 242 MB | NPU
127
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 7.451 ms | 0 - 7 MB | NPU
128
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.408 ms | 2 - 4 MB | NPU
129
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 7.678 ms | 1 - 200 MB | NPU
130
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8650P | 7.678 ms | 1 - 200 MB | NPU
131
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8255P | 7.678 ms | 1 - 200 MB | NPU
132
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 7.426 ms | 0 - 6 MB | NPU
133
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 8.173 ms | 2 - 2 MB | NPU
134
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 112.443 ms | 2 - 219 MB | NPU
135
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 10.827 ms | 2 - 211 MB | NPU
136
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 4.16 ms | 2 - 202 MB | NPU
137
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 20.652 ms | 2 - 199 MB | NPU
138
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 4.16 ms | 2 - 202 MB | NPU
139
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.114 ms | 2 - 207 MB | NPU
140
- | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 10.827 ms | 2 - 211 MB | NPU
141
- | FastSam-S | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.174 ms | 0 - 113 MB | NPU
142
- | FastSam-S | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 14.125 ms | 4 - 233 MB | NPU
143
- | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 11.943 ms | 4 - 40 MB | NPU
144
- | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.972 ms | 0 - 3 MB | NPU
145
- | FastSam-S | TFLITE | float | Qualcomm® SA8775P | 10.703 ms | 4 - 90 MB | NPU
146
- | FastSam-S | TFLITE | float | Qualcomm® SA8650P | 10.703 ms | 4 - 90 MB | NPU
147
- | FastSam-S | TFLITE | float | Qualcomm® SA8255P | 10.703 ms | 4 - 90 MB | NPU
148
- | FastSam-S | TFLITE | float | Qualcomm® QCS8450 | 14.125 ms | 4 - 233 MB | NPU
149
- | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 10.473 ms | 4 - 39 MB | NPU
150
- | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.959 ms | 3 - 100 MB | NPU
151
- | FastSam-S | TFLITE | float | Qualcomm® SA7255P | 37.806 ms | 4 - 86 MB | NPU
152
- | FastSam-S | TFLITE | float | Qualcomm® SA8295P | 13.042 ms | 4 - 195 MB | NPU
153
- | FastSam-S | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.959 ms | 3 - 100 MB | NPU
154
- | FastSam-S | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.121 ms | 0 - 90 MB | NPU
155
 
156
  ## License
157
  * The license for the original implementation of FastSam-S can be found
 
14
  The Fast Segment Anything Model (FastSAM) is a novel, real-time CNN-based solution for the Segment Anything task. This task is designed to segment any object within an image based on various possible user interaction prompts. The model performs competitively despite significantly reduced computation, making it a practical choice for a variety of vision tasks.
15
 
16
  This is based on the implementation of FastSam-S found [here](https://github.com/CASIA-LMC-Lab/FastSAM).
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/v0.63.0/src/qai_hub_models/models/fastsam_s) 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
 
21
  ## Getting Started
22
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
23
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/fastsam_s) Python library to compile and export the model with your own:
24
  - Custom weights (e.g., fine-tuned checkpoints)
25
  - Custom input shapes
26
  - Target device and runtime configurations
27
 
28
+ See our repository for [FastSam-S on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/fastsam_s) for usage instructions.
29
 
30
 
31
  ## Model Details
 
42
  ## Performance Summary
43
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
44
  |---|---|---|---|---|---|---
45
+ | FastSam-S | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.714 ms | 3 - 198 MB | NPU
46
+ | FastSam-S | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.642 ms | 13 - 198 MB | NPU
47
+ | FastSam-S | ONNX | float | Snapdragon® X2 Elite | 4.584 ms | 17 - 17 MB | NPU
48
+ | FastSam-S | ONNX | float | Snapdragon® X Elite | 8.449 ms | 21 - 21 MB | NPU
49
+ | FastSam-S | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.966 ms | 17 - 230 MB | NPU
50
+ | FastSam-S | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 14.728 ms | 17 - 232 MB | NPU
51
+ | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 13.393 ms | 15 - 19 MB | NPU
52
+ | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.086 ms | 0 - 25 MB | NPU
53
+ | FastSam-S | ONNX | float | Qualcomm® QCS8450 | 14.728 ms | 17 - 232 MB | NPU
54
+ | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 11.908 ms | 15 - 18 MB | NPU
55
+ | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.449 ms | 21 - 21 MB | NPU
56
+ | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.642 ms | 13 - 198 MB | NPU
57
+ | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.63 ms | 1 - 220 MB | NPU
58
+ | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.25 ms | 0 - 213 MB | NPU
59
+ | FastSam-S | ONNX | w8a16 | Snapdragon® X2 Elite | 3.059 ms | 9 - 9 MB | NPU
60
+ | FastSam-S | ONNX | w8a16 | Snapdragon® X Elite | 7.044 ms | 11 - 11 MB | NPU
61
+ | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.404 ms | 8 - 259 MB | NPU
62
+ | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 9.12 ms | 8 - 258 MB | NPU
63
+ | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 22.148 ms | 8 - 11 MB | NPU
64
+ | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 6.464 ms | 8 - 12 MB | NPU
65
+ | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.727 ms | 0 - 14 MB | NPU
66
+ | FastSam-S | ONNX | w8a16 | Qualcomm® QCS8450 | 9.12 ms | 8 - 258 MB | NPU
67
+ | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 6.957 ms | 8 - 11 MB | NPU
68
+ | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 7.044 ms | 11 - 11 MB | NPU
69
+ | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 73.236 ms | 0 - 216 MB | NPU
70
+ | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 8.767 ms | 8 - 220 MB | NPU
71
+ | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.25 ms | 0 - 213 MB | NPU
72
+ | FastSam-S | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 8.767 ms | 8 - 220 MB | NPU
73
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.553 ms | 6 - 226 MB | NPU
74
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 4.667 ms | 6 - 222 MB | NPU
75
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 4.293 ms | 9 - 9 MB | NPU
76
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 8.999 ms | 20 - 20 MB | NPU
77
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 5.725 ms | 8 - 264 MB | NPU
78
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 8.306 ms | 8 - 12 MB | NPU
79
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.555 ms | 0 - 24 MB | NPU
80
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 8.656 ms | 8 - 11 MB | NPU
81
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 8.999 ms | 20 - 20 MB | NPU
82
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 115.569 ms | 0 - 229 MB | NPU
83
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 12.604 ms | 8 - 231 MB | NPU
84
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 4.667 ms | 6 - 222 MB | NPU
85
+ | FastSam-S | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 12.604 ms | 8 - 231 MB | NPU
86
+ | FastSam-S | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.287 ms | 5 - 180 MB | NPU
87
+ | FastSam-S | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.318 ms | 0 - 173 MB | NPU
88
+ | FastSam-S | QNN_DLC | float | Snapdragon® X2 Elite | 4.639 ms | 5 - 5 MB | NPU
89
+ | FastSam-S | QNN_DLC | float | Snapdragon® X Elite | 8.125 ms | 5 - 5 MB | NPU
90
+ | FastSam-S | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.694 ms | 5 - 209 MB | NPU
91
+ | FastSam-S | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 13.729 ms | 5 - 207 MB | NPU
92
+ | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 12.65 ms | 5 - 17 MB | NPU
93
+ | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.549 ms | 5 - 6 MB | NPU
94
+ | FastSam-S | QNN_DLC | float | Qualcomm® QCS8450 | 13.729 ms | 5 - 207 MB | NPU
95
+ | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 11.192 ms | 5 - 16 MB | NPU
96
+ | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.125 ms | 5 - 5 MB | NPU
97
+ | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 4.318 ms | 0 - 173 MB | NPU
98
+ | FastSam-S | QNN_DLC | float | Qualcomm® SA8295P | 13.954 ms | 0 - 173 MB | NPU
99
+ | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.089 ms | 2 - 200 MB | NPU
100
+ | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.659 ms | 0 - 192 MB | NPU
101
+ | FastSam-S | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.852 ms | 2 - 2 MB | NPU
102
+ | FastSam-S | QNN_DLC | w8a16 | Snapdragon® X Elite | 5.951 ms | 2 - 2 MB | NPU
103
+ | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.695 ms | 2 - 229 MB | NPU
104
+ | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 7.775 ms | 2 - 227 MB | NPU
105
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 18.506 ms | 1 - 7 MB | NPU
106
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 5.421 ms | 2 - 10 MB | NPU
107
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.365 ms | 2 - 14 MB | NPU
 
 
 
108
  | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8650P | 5.994 ms | 1 - 195 MB | NPU
109
  | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8255P | 5.994 ms | 1 - 195 MB | NPU
110
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 7.775 ms | 2 - 227 MB | NPU
111
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.617 ms | 1 - 8 MB | NPU
112
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.951 ms | 2 - 2 MB | NPU
113
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 63.52 ms | 2 - 198 MB | NPU
114
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 7.681 ms | 0 - 188 MB | NPU
115
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.659 ms | 0 - 192 MB | NPU
116
+ | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8295P | 7.602 ms | 0 - 186 MB | NPU
117
+ | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.681 ms | 0 - 188 MB | NPU
118
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.015 ms | 2 - 202 MB | NPU
119
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.931 ms | 2 - 198 MB | NPU
120
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 4.171 ms | 2 - 2 MB | NPU
121
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 8.003 ms | 2 - 2 MB | NPU
122
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 5.168 ms | 2 - 237 MB | NPU
123
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 7.336 ms | 2 - 10 MB | NPU
124
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.271 ms | 2 - 127 MB | NPU
125
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 7.563 ms | 0 - 193 MB | NPU
126
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8650P | 7.563 ms | 0 - 193 MB | NPU
127
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8255P | 7.563 ms | 0 - 193 MB | NPU
128
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 7.336 ms | 1 - 8 MB | NPU
129
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 8.003 ms | 2 - 2 MB | NPU
130
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 104.082 ms | 2 - 212 MB | NPU
131
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 11.466 ms | 2 - 206 MB | NPU
132
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 3.931 ms | 2 - 198 MB | NPU
133
+ | FastSam-S | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 11.466 ms | 2 - 206 MB | NPU
134
+ | FastSam-S | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.088 ms | 0 - 76 MB | NPU
135
+ | FastSam-S | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.917 ms | 4 - 86 MB | NPU
136
+ | FastSam-S | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.155 ms | 4 - 114 MB | NPU
137
+ | FastSam-S | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 13.209 ms | 4 - 226 MB | NPU
138
+ | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 11.828 ms | 4 - 40 MB | NPU
139
+ | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.906 ms | 4 - 6 MB | NPU
140
+ | FastSam-S | TFLITE | float | Qualcomm® SA8775P | 63.062 ms | 5 - 36 MB | GPU
141
+ | FastSam-S | TFLITE | float | Qualcomm® SA8650P | 63.062 ms | 5 - 36 MB | GPU
142
+ | FastSam-S | TFLITE | float | Qualcomm® SA8255P | 63.062 ms | 5 - 36 MB | GPU
143
+ | FastSam-S | TFLITE | float | Qualcomm® QCS8450 | 13.209 ms | 4 - 226 MB | NPU
144
+ | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 10.447 ms | 4 - 39 MB | NPU
145
+ | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.917 ms | 4 - 86 MB | NPU
146
+ | FastSam-S | TFLITE | float | Qualcomm® SA7255P | 147.705 ms | 5 - 32 MB | GPU
147
+ | FastSam-S | TFLITE | float | Qualcomm® SA8295P | 12.896 ms | 4 - 189 MB | NPU
 
 
 
 
148
 
149
  ## License
150
  * The license for the original implementation of FastSam-S can be found