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FastSam-X

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 +107 -113
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-X 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_x) 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_x) 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-X on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/fastsam_x) for usage instructions.
29
 
30
 
31
  ## Model Details
@@ -42,116 +42,110 @@ See our repository for [FastSam-X 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-X | ONNX | float | Snapdragon® X2 Elite | 24.633 ms | 16 - 16 MB | NPU
46
- | FastSam-X | ONNX | float | Snapdragon® X Elite | 47.179 ms | 139 - 139 MB | NPU
47
- | FastSam-X | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 36.194 ms | 18 - 335 MB | NPU
48
- | FastSam-X | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 91.418 ms | 17 - 416 MB | NPU
49
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 84.536 ms | 5 - 13 MB | NPU
50
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 47.831 ms | 1 - 224 MB | NPU
51
- | FastSam-X | ONNX | float | Qualcomm® QCS8450 | 91.418 ms | 17 - 416 MB | NPU
52
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 72.135 ms | 10 - 17 MB | NPU
53
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 47.179 ms | 139 - 139 MB | NPU
54
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 27.475 ms | 13 - 247 MB | NPU
55
- | FastSam-X | ONNX | float | Snapdragon® 8 Elite Mobile | 27.475 ms | 13 - 247 MB | NPU
56
- | FastSam-X | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 20.018 ms | 12 - 264 MB | NPU
57
- | FastSam-X | ONNX | w8a16 | Snapdragon® X2 Elite | 15.575 ms | 9 - 9 MB | NPU
58
- | FastSam-X | ONNX | w8a16 | Snapdragon® X Elite | 33.622 ms | 72 - 72 MB | NPU
59
- | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.975 ms | 2 - 455 MB | NPU
60
- | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 54.109 ms | 9 - 462 MB | NPU
61
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 184.1 ms | 6 - 11 MB | NPU
62
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 33.877 ms | 6 - 12 MB | NPU
63
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 34.148 ms | 0 - 393 MB | NPU
64
- | FastSam-X | ONNX | w8a16 | Qualcomm® QCS8450 | 54.109 ms | 9 - 462 MB | NPU
65
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 31.191 ms | 6 - 11 MB | NPU
66
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 33.622 ms | 72 - 72 MB | NPU
67
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 674.421 ms | 0 - 546 MB | NPU
68
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 61.312 ms | 8 - 432 MB | NPU
69
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 19.787 ms | 6 - 364 MB | NPU
70
- | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 19.787 ms | 6 - 364 MB | NPU
71
- | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 12.897 ms | 6 - 370 MB | NPU
72
- | FastSam-X | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 61.312 ms | 8 - 432 MB | NPU
73
- | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 26.749 ms | 9 - 9 MB | NPU
74
- | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 51.177 ms | 126 - 126 MB | NPU
75
- | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 38.293 ms | 0 - 537 MB | NPU
76
- | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 52.553 ms | 6 - 12 MB | NPU
77
- | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 51.127 ms | 0 - 128 MB | NPU
78
- | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 48.109 ms | 6 - 11 MB | NPU
79
- | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 51.177 ms | 126 - 126 MB | NPU
80
- | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 1081.347 ms | 3 - 637 MB | NPU
81
- | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 87.959 ms | 9 - 496 MB | NPU
82
- | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 32.177 ms | 6 - 453 MB | NPU
83
- | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 32.177 ms | 6 - 453 MB | NPU
84
- | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 20.534 ms | 6 - 458 MB | NPU
85
- | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 87.959 ms | 9 - 496 MB | NPU
86
- | FastSam-X | QNN_DLC | float | Snapdragon® X2 Elite | 23.162 ms | 5 - 5 MB | NPU
87
- | FastSam-X | QNN_DLC | float | Snapdragon® X Elite | 44.002 ms | 5 - 5 MB | NPU
88
- | FastSam-X | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 32.755 ms | 4 - 300 MB | NPU
89
- | FastSam-X | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 92.695 ms | 5 - 388 MB | NPU
90
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 80.225 ms | 5 - 16 MB | NPU
91
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.981 ms | 5 - 410 MB | NPU
92
- | FastSam-X | QNN_DLC | float | Qualcomm® SA8775P | 68.478 ms | 1 - 215 MB | NPU
93
- | FastSam-X | QNN_DLC | float | Qualcomm® SA8650P | 68.478 ms | 1 - 215 MB | NPU
94
- | FastSam-X | QNN_DLC | float | Qualcomm® SA8255P | 68.478 ms | 1 - 215 MB | NPU
95
- | FastSam-X | QNN_DLC | float | Qualcomm® QCS8450 | 92.695 ms | 5 - 388 MB | NPU
96
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 69.007 ms | 7 - 17 MB | NPU
97
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 44.002 ms | 5 - 5 MB | NPU
98
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 25.469 ms | 5 - 228 MB | NPU
99
- | FastSam-X | QNN_DLC | float | Qualcomm® SA7255P | 279.834 ms | 3 - 217 MB | NPU
100
- | FastSam-X | QNN_DLC | float | Qualcomm® SA8295P | 77.699 ms | 0 - 298 MB | NPU
101
- | FastSam-X | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 25.469 ms | 5 - 228 MB | NPU
102
- | FastSam-X | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.959 ms | 5 - 237 MB | NPU
103
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 15.22 ms | 2 - 2 MB | NPU
104
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® X Elite | 31.305 ms | 2 - 2 MB | NPU
105
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 22.384 ms | 2 - 420 MB | NPU
106
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 52.541 ms | 2 - 417 MB | NPU
107
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 179.183 ms | 4 - 10 MB | NPU
108
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 31.044 ms | 2 - 9 MB | NPU
109
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 30.973 ms | 3 - 4 MB | NPU
110
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8775P | 28.441 ms | 0 - 321 MB | NPU
111
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8650P | 28.441 ms | 0 - 321 MB | NPU
112
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8255P | 28.441 ms | 0 - 321 MB | NPU
113
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 52.541 ms | 2 - 417 MB | NPU
114
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 28.678 ms | 4 - 10 MB | NPU
115
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 31.305 ms | 2 - 2 MB | NPU
116
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 688.251 ms | 3 - 480 MB | NPU
117
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 54.148 ms | 2 - 399 MB | NPU
118
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.511 ms | 2 - 330 MB | NPU
119
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA7255P | 86.257 ms | 2 - 320 MB | NPU
120
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8295P | 45.084 ms | 0 - 318 MB | NPU
121
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 18.511 ms | 2 - 330 MB | NPU
122
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 12.21 ms | 2 - 332 MB | NPU
123
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 54.148 ms | 2 - 399 MB | NPU
124
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 26.484 ms | 2 - 2 MB | NPU
125
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 48.16 ms | 2 - 2 MB | NPU
126
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 35.611 ms | 2 - 511 MB | NPU
127
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 47.971 ms | 2 - 9 MB | NPU
128
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 46.548 ms | 2 - 5 MB | NPU
129
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 43.739 ms | 1 - 411 MB | NPU
130
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8650P | 43.739 ms | 1 - 411 MB | NPU
131
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8255P | 43.739 ms | 1 - 411 MB | NPU
132
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 44.377 ms | 1 - 7 MB | NPU
133
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 48.16 ms | 2 - 2 MB | NPU
134
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 1053.648 ms | 3 - 564 MB | NPU
135
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 90.692 ms | 2 - 464 MB | NPU
136
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 32.224 ms | 2 - 424 MB | NPU
137
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 148.818 ms | 2 - 410 MB | NPU
138
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 32.224 ms | 2 - 424 MB | NPU
139
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 20.999 ms | 2 - 423 MB | NPU
140
- | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 90.692 ms | 2 - 464 MB | NPU
141
- | FastSam-X | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 32.549 ms | 4 - 421 MB | NPU
142
- | FastSam-X | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 91.267 ms | 5 - 505 MB | NPU
143
- | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 80.216 ms | 4 - 159 MB | NPU
144
- | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.363 ms | 4 - 9 MB | NPU
145
- | FastSam-X | TFLITE | float | Qualcomm® SA8775P | 67.975 ms | 5 - 258 MB | NPU
146
- | FastSam-X | TFLITE | float | Qualcomm® SA8650P | 67.975 ms | 5 - 258 MB | NPU
147
- | FastSam-X | TFLITE | float | Qualcomm® SA8255P | 67.975 ms | 5 - 258 MB | NPU
148
- | FastSam-X | TFLITE | float | Qualcomm® QCS8450 | 91.267 ms | 5 - 505 MB | NPU
149
- | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 68.642 ms | 4 - 158 MB | NPU
150
- | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 25.519 ms | 4 - 261 MB | NPU
151
- | FastSam-X | TFLITE | float | Qualcomm® SA7255P | 279.371 ms | 5 - 258 MB | NPU
152
- | FastSam-X | TFLITE | float | Qualcomm® SA8295P | 77.152 ms | 5 - 335 MB | NPU
153
- | FastSam-X | TFLITE | float | Snapdragon® 8 Elite Mobile | 25.519 ms | 4 - 261 MB | NPU
154
- | FastSam-X | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.578 ms | 0 - 262 MB | NPU
155
 
156
  ## License
157
  * The license for the original implementation of FastSam-X 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-X 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_x) 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_x) 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-X on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/fastsam_x) 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-X | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 18.493 ms | 13 - 253 MB | NPU
46
+ | FastSam-X | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.058 ms | 13 - 235 MB | NPU
47
+ | FastSam-X | ONNX | float | Snapdragon® X2 Elite | 23.662 ms | 17 - 17 MB | NPU
48
+ | FastSam-X | ONNX | float | Snapdragon® X Elite | 44.703 ms | 140 - 140 MB | NPU
49
+ | FastSam-X | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 33.662 ms | 17 - 323 MB | NPU
50
+ | FastSam-X | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 87.074 ms | 17 - 408 MB | NPU
51
+ | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 81.853 ms | 5 - 14 MB | NPU
52
+ | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 44.315 ms | 0 - 612 MB | NPU
53
+ | FastSam-X | ONNX | float | Qualcomm® QCS8450 | 87.074 ms | 17 - 408 MB | NPU
54
+ | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 70.394 ms | 12 - 20 MB | NPU
55
+ | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 44.703 ms | 140 - 140 MB | NPU
56
+ | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 26.058 ms | 13 - 235 MB | NPU
57
+ | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 13.599 ms | 6 - 358 MB | NPU
58
+ | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 19.247 ms | 6 - 348 MB | NPU
59
+ | FastSam-X | ONNX | w8a16 | Snapdragon® X2 Elite | 14.729 ms | 9 - 9 MB | NPU
60
+ | FastSam-X | ONNX | w8a16 | Snapdragon® X Elite | 31.022 ms | 71 - 71 MB | NPU
61
+ | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 21.375 ms | 2 - 438 MB | NPU
62
+ | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 45.905 ms | 0 - 439 MB | NPU
63
+ | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 152.763 ms | 6 - 12 MB | NPU
64
+ | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 30.06 ms | 6 - 12 MB | NPU
65
+ | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 30.863 ms | 0 - 80 MB | NPU
66
+ | FastSam-X | ONNX | w8a16 | Qualcomm® QCS8450 | 45.905 ms | 0 - 439 MB | NPU
67
+ | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 29.836 ms | 6 - 12 MB | NPU
68
+ | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 31.022 ms | 71 - 71 MB | NPU
69
+ | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 600.685 ms | 0 - 486 MB | NPU
70
+ | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 55.911 ms | 8 - 423 MB | NPU
71
+ | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 19.247 ms | 6 - 348 MB | NPU
72
+ | FastSam-X | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 55.911 ms | 8 - 423 MB | NPU
73
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 20.026 ms | 7 - 446 MB | NPU
74
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 30.062 ms | 6 - 439 MB | NPU
75
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 25.069 ms | 9 - 9 MB | NPU
76
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 49.056 ms | 132 - 132 MB | NPU
77
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 35.43 ms | 0 - 525 MB | NPU
78
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 49.133 ms | 6 - 12 MB | NPU
79
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 48.331 ms | 0 - 699 MB | NPU
80
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 45.91 ms | 6 - 12 MB | NPU
81
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 49.056 ms | 132 - 132 MB | NPU
82
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 1008.939 ms | 0 - 575 MB | NPU
83
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 89.626 ms | 9 - 483 MB | NPU
84
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 30.062 ms | 6 - 439 MB | NPU
85
+ | FastSam-X | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 89.626 ms | 9 - 483 MB | NPU
86
+ | FastSam-X | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 17.634 ms | 5 - 218 MB | NPU
87
+ | FastSam-X | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.957 ms | 5 - 209 MB | NPU
88
+ | FastSam-X | QNN_DLC | float | Snapdragon® X2 Elite | 23.236 ms | 5 - 5 MB | NPU
89
+ | FastSam-X | QNN_DLC | float | Snapdragon® X Elite | 43.784 ms | 5 - 5 MB | NPU
90
+ | FastSam-X | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 32.599 ms | 5 - 294 MB | NPU
91
+ | FastSam-X | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 82.024 ms | 4 - 376 MB | NPU
92
+ | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 80.207 ms | 5 - 17 MB | NPU
93
+ | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.426 ms | 5 - 7 MB | NPU
94
+ | FastSam-X | QNN_DLC | float | Qualcomm® QCS8450 | 82.024 ms | 4 - 376 MB | NPU
95
+ | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 69.026 ms | 7 - 18 MB | NPU
96
+ | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 43.784 ms | 5 - 5 MB | NPU
97
+ | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 24.957 ms | 5 - 209 MB | NPU
98
+ | FastSam-X | QNN_DLC | float | Qualcomm® SA8295P | 76.323 ms | 0 - 287 MB | NPU
99
+ | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 11.81 ms | 2 - 321 MB | NPU
100
+ | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 17.068 ms | 2 - 317 MB | NPU
101
+ | FastSam-X | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 13.927 ms | 2 - 2 MB | NPU
102
+ | FastSam-X | QNN_DLC | w8a16 | Snapdragon® X Elite | 30.528 ms | 2 - 2 MB | NPU
103
+ | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 20.45 ms | 2 - 407 MB | NPU
104
+ | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 41.166 ms | 2 - 405 MB | NPU
105
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 147.106 ms | 2 - 9 MB | NPU
106
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 28.913 ms | 2 - 10 MB | NPU
107
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 29.842 ms | 2 - 5 MB | NPU
108
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8775P | 26.699 ms | 1 - 307 MB | NPU
109
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8650P | 26.699 ms | 1 - 307 MB | NPU
110
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8255P | 26.699 ms | 1 - 307 MB | NPU
111
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 41.166 ms | 2 - 405 MB | NPU
112
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 27.2 ms | 1 - 7 MB | NPU
113
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 30.528 ms | 2 - 2 MB | NPU
114
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 618.255 ms | 3 - 459 MB | NPU
115
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 54.139 ms | 2 - 393 MB | NPU
116
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 17.068 ms | 2 - 317 MB | NPU
117
+ | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8295P | 44.427 ms | 0 - 307 MB | NPU
118
+ | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 54.139 ms | 2 - 393 MB | NPU
119
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 19.383 ms | 2 - 416 MB | NPU
120
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 28.926 ms | 0 - 406 MB | NPU
121
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 24.374 ms | 2 - 2 MB | NPU
122
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 47.905 ms | 2 - 2 MB | NPU
123
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 34.155 ms | 2 - 500 MB | NPU
124
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 47.992 ms | 2 - 10 MB | NPU
125
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 48.048 ms | 3 - 4 MB | NPU
126
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 43.823 ms | 1 - 399 MB | NPU
127
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8650P | 43.823 ms | 1 - 399 MB | NPU
128
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8255P | 43.823 ms | 1 - 399 MB | NPU
129
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 44.064 ms | 4 - 11 MB | NPU
130
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 47.905 ms | 2 - 2 MB | NPU
131
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 1041.133 ms | 3 - 532 MB | NPU
132
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 83.179 ms | 2 - 449 MB | NPU
133
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 28.926 ms | 0 - 406 MB | NPU
134
+ | FastSam-X | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 83.179 ms | 2 - 449 MB | NPU
135
+ | FastSam-X | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 17.031 ms | 0 - 256 MB | NPU
136
+ | FastSam-X | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.645 ms | 6 - 251 MB | NPU
137
+ | FastSam-X | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 32.194 ms | 3 - 412 MB | NPU
138
+ | FastSam-X | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 84.318 ms | 0 - 492 MB | NPU
139
+ | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 79.849 ms | 4 - 159 MB | NPU
140
+ | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.51 ms | 4 - 8 MB | NPU
141
+ | FastSam-X | TFLITE | float | Qualcomm® SA8775P | 67.463 ms | 5 - 249 MB | NPU
142
+ | FastSam-X | TFLITE | float | Qualcomm® SA8650P | 67.463 ms | 5 - 249 MB | NPU
143
+ | FastSam-X | TFLITE | float | Qualcomm® SA8255P | 67.463 ms | 5 - 249 MB | NPU
144
+ | FastSam-X | TFLITE | float | Qualcomm® QCS8450 | 84.318 ms | 0 - 492 MB | NPU
145
+ | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 68.058 ms | 4 - 158 MB | NPU
146
+ | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 24.645 ms | 6 - 251 MB | NPU
147
+ | FastSam-X | TFLITE | float | Qualcomm® SA7255P | 278.858 ms | 5 - 249 MB | NPU
148
+ | FastSam-X | TFLITE | float | Qualcomm® SA8295P | 75.585 ms | 5 - 324 MB | NPU
 
 
 
 
 
 
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150
  ## License
151
  * The license for the original implementation of FastSam-X can be found