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FastSam-X

Image Segmentation
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v0.62.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.62.0 for changelog.

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  1. README.md +110 -83
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/v0.61.0/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/v0.61.0/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/v0.61.0/src/qai_hub_models/models/fastsam_x) for usage instructions.
29
 
30
 
31
  ## Model Details
@@ -42,89 +42,116 @@ 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 | 24.681 ms | 17 - 17 MB | NPU
46
- | FastSam-X | ONNX | float | Snapdragon® X Elite | 47.037 ms | 140 - 140 MB | NPU
47
- | FastSam-X | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 36.113 ms | 2 - 318 MB | NPU
48
- | FastSam-X | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 97.438 ms | 1 - 402 MB | NPU
49
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 84.85 ms | 5 - 13 MB | NPU
50
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 47.374 ms | 0 - 158 MB | NPU
51
- | FastSam-X | ONNX | float | Qualcomm® QCS8450 | 97.438 ms | 1 - 402 MB | NPU
52
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 75.228 ms | 10 - 18 MB | NPU
53
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 47.037 ms | 140 - 140 MB | NPU
54
- | FastSam-X | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 27.633 ms | 12 - 245 MB | NPU
55
- | FastSam-X | ONNX | float | Snapdragon® 8 Elite Mobile | 27.633 ms | 12 - 245 MB | NPU
56
- | FastSam-X | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 20.024 ms | 13 - 269 MB | NPU
57
- | FastSam-X | ONNX | w8a16 | Snapdragon® X2 Elite | 15.551 ms | 9 - 9 MB | NPU
58
- | FastSam-X | ONNX | w8a16 | Snapdragon® X Elite | 33.568 ms | 71 - 71 MB | NPU
59
- | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 25.036 ms | 2 - 456 MB | NPU
60
- | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 56.676 ms | 0 - 452 MB | NPU
61
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 183.711 ms | 6 - 11 MB | NPU
62
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 33.978 ms | 6 - 12 MB | NPU
63
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 34.477 ms | 0 - 441 MB | NPU
64
- | FastSam-X | ONNX | w8a16 | Qualcomm® QCS8450 | 56.676 ms | 0 - 452 MB | NPU
65
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 31.356 ms | 6 - 11 MB | NPU
66
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 33.568 ms | 71 - 71 MB | NPU
67
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 677.284 ms | 0 - 546 MB | NPU
68
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 61.702 ms | 8 - 432 MB | NPU
69
- | FastSam-X | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 20.085 ms | 6 - 364 MB | NPU
70
- | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 20.085 ms | 6 - 364 MB | NPU
71
- | FastSam-X | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 12.91 ms | 6 - 370 MB | NPU
72
- | FastSam-X | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 61.702 ms | 8 - 432 MB | NPU
73
- | FastSam-X | QNN_DLC | float | Snapdragon® X2 Elite | 23.167 ms | 5 - 5 MB | NPU
74
- | FastSam-X | QNN_DLC | float | Snapdragon® X Elite | 44.031 ms | 5 - 5 MB | NPU
75
- | FastSam-X | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 32.79 ms | 5 - 300 MB | NPU
76
- | FastSam-X | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 92.004 ms | 4 - 388 MB | NPU
77
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 80.471 ms | 5 - 16 MB | NPU
78
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 279.857 ms | 0 - 216 MB | NPU
79
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.779 ms | 5 - 420 MB | NPU
80
- | FastSam-X | QNN_DLC | float | Qualcomm® SA8775P | 68.453 ms | 0 - 213 MB | NPU
81
- | FastSam-X | QNN_DLC | float | Qualcomm® SA8650P | 68.453 ms | 0 - 213 MB | NPU
82
- | FastSam-X | QNN_DLC | float | Qualcomm® SA8255P | 68.453 ms | 0 - 213 MB | NPU
83
- | FastSam-X | QNN_DLC | float | Qualcomm® QCS8450 | 92.004 ms | 4 - 388 MB | NPU
84
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 68.266 ms | 5 - 15 MB | NPU
85
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 44.031 ms | 5 - 5 MB | NPU
86
- | FastSam-X | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 25.577 ms | 5 - 227 MB | NPU
87
- | FastSam-X | QNN_DLC | float | Qualcomm® SA7255P | 279.857 ms | 0 - 216 MB | NPU
88
- | FastSam-X | QNN_DLC | float | Qualcomm® SA8295P | 77.701 ms | 0 - 298 MB | NPU
89
- | FastSam-X | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 25.577 ms | 5 - 227 MB | NPU
90
- | FastSam-X | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.822 ms | 5 - 236 MB | NPU
91
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 15.071 ms | 2 - 2 MB | NPU
92
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® X Elite | 31.39 ms | 2 - 2 MB | NPU
93
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 22.302 ms | 2 - 418 MB | NPU
94
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 48.613 ms | 2 - 417 MB | NPU
95
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 178.944 ms | 1 - 7 MB | NPU
96
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 30.907 ms | 1 - 8 MB | NPU
97
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 86.209 ms | 0 - 319 MB | NPU
98
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 31.206 ms | 2 - 438 MB | NPU
99
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8775P | 28.444 ms | 0 - 322 MB | NPU
100
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8650P | 28.444 ms | 0 - 322 MB | NPU
101
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8255P | 28.444 ms | 0 - 322 MB | NPU
102
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 48.613 ms | 2 - 417 MB | NPU
103
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 28.872 ms | 4 - 10 MB | NPU
104
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 31.39 ms | 2 - 2 MB | NPU
105
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 689.81 ms | 2 - 472 MB | NPU
106
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 54.065 ms | 2 - 398 MB | NPU
107
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.212 ms | 2 - 331 MB | NPU
108
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA7255P | 86.209 ms | 0 - 319 MB | NPU
109
- | FastSam-X | QNN_DLC | w8a16 | Qualcomm® SA8295P | 45.134 ms | 0 - 318 MB | NPU
110
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 18.212 ms | 2 - 331 MB | NPU
111
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 12.219 ms | 2 - 332 MB | NPU
112
- | FastSam-X | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 54.065 ms | 2 - 398 MB | NPU
113
- | FastSam-X | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 32.328 ms | 3 - 415 MB | NPU
114
- | FastSam-X | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 94.518 ms | 5 - 507 MB | NPU
115
- | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 80.304 ms | 4 - 159 MB | NPU
116
- | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 279.334 ms | 5 - 257 MB | NPU
117
- | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 42.721 ms | 4 - 9 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
118
  | FastSam-X | TFLITE | float | Qualcomm® SA8775P | 67.975 ms | 5 - 258 MB | NPU
119
  | FastSam-X | TFLITE | float | Qualcomm® SA8650P | 67.975 ms | 5 - 258 MB | NPU
120
  | FastSam-X | TFLITE | float | Qualcomm® SA8255P | 67.975 ms | 5 - 258 MB | NPU
121
- | FastSam-X | TFLITE | float | Qualcomm® QCS8450 | 94.518 ms | 5 - 507 MB | NPU
122
- | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 70.89 ms | 4 - 158 MB | NPU
123
- | FastSam-X | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 25.564 ms | 3 - 260 MB | NPU
124
- | FastSam-X | TFLITE | float | Qualcomm® SA7255P | 279.334 ms | 5 - 257 MB | NPU
125
- | FastSam-X | TFLITE | float | Qualcomm® SA8295P | 77.143 ms | 5 - 336 MB | NPU
126
- | FastSam-X | TFLITE | float | Snapdragon® 8 Elite Mobile | 25.564 ms | 3 - 260 MB | NPU
127
- | FastSam-X | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.242 ms | 4 - 266 MB | NPU
128
 
129
  ## License
130
  * 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/v0.62.0/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/v0.62.0/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/v0.62.0/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® 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