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FastSam-S

Image Segmentation
PyTorch
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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 +113 -86
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/v0.61.0/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/v0.61.0/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/v0.61.0/src/qai_hub_models/models/fastsam_s) for usage instructions.
29
 
30
 
31
  ## Model Details
@@ -42,89 +42,116 @@ 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 | 4.587 ms | 17 - 17 MB | NPU
46
- | FastSam-S | ONNX | float | Snapdragon® X Elite | 8.522 ms | 21 - 21 MB | NPU
47
- | FastSam-S | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.004 ms | 18 - 249 MB | NPU
48
- | FastSam-S | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 16.632 ms | 17 - 238 MB | NPU
49
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 13.173 ms | 15 - 19 MB | NPU
50
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.161 ms | 0 - 25 MB | NPU
51
- | FastSam-S | ONNX | float | Qualcomm® QCS8450 | 16.632 ms | 17 - 238 MB | NPU
52
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 11.988 ms | 15 - 18 MB | NPU
53
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.522 ms | 21 - 21 MB | NPU
54
- | FastSam-S | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.686 ms | 12 - 213 MB | NPU
55
- | FastSam-S | ONNX | float | Snapdragon® 8 Elite Mobile | 4.686 ms | 12 - 213 MB | NPU
56
- | FastSam-S | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.641 ms | 3 - 212 MB | NPU
57
- | FastSam-S | ONNX | w8a16 | Snapdragon® X2 Elite | 3.132 ms | 9 - 9 MB | NPU
58
- | FastSam-S | ONNX | w8a16 | Snapdragon® X Elite | 6.996 ms | 10 - 10 MB | NPU
59
- | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.381 ms | 8 - 264 MB | NPU
60
- | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 11.327 ms | 8 - 266 MB | NPU
61
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 28.223 ms | 8 - 10 MB | NPU
62
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 6.444 ms | 8 - 11 MB | NPU
63
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.657 ms | 0 - 14 MB | NPU
64
- | FastSam-S | ONNX | w8a16 | Qualcomm® QCS8450 | 11.327 ms | 8 - 266 MB | NPU
65
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.028 ms | 8 - 10 MB | NPU
66
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 6.996 ms | 10 - 10 MB | NPU
67
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 71.034 ms | 8 - 266 MB | NPU
68
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 9.229 ms | 8 - 228 MB | NPU
69
- | FastSam-S | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.285 ms | 1 - 217 MB | NPU
70
- | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.285 ms | 1 - 217 MB | NPU
71
- | FastSam-S | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.697 ms | 1 - 226 MB | NPU
72
- | FastSam-S | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 9.229 ms | 8 - 228 MB | NPU
73
- | FastSam-S | QNN_DLC | float | Snapdragon® X2 Elite | 4.514 ms | 5 - 5 MB | NPU
74
- | FastSam-S | QNN_DLC | float | Snapdragon® X Elite | 8.483 ms | 5 - 5 MB | NPU
75
- | FastSam-S | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.871 ms | 5 - 215 MB | NPU
76
- | FastSam-S | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 16.119 ms | 5 - 212 MB | NPU
77
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 12.806 ms | 5 - 16 MB | NPU
78
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 39.184 ms | 1 - 187 MB | NPU
79
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.726 ms | 5 - 7 MB | NPU
80
- | FastSam-S | QNN_DLC | float | Qualcomm® SA8775P | 11.578 ms | 0 - 180 MB | NPU
81
- | FastSam-S | QNN_DLC | float | Qualcomm® SA8650P | 11.578 ms | 0 - 180 MB | NPU
82
- | FastSam-S | QNN_DLC | float | Qualcomm® SA8255P | 11.578 ms | 0 - 180 MB | NPU
83
- | FastSam-S | QNN_DLC | float | Qualcomm® QCS8450 | 16.119 ms | 5 - 212 MB | NPU
84
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 11.387 ms | 5 - 15 MB | NPU
85
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.483 ms | 5 - 5 MB | NPU
86
- | FastSam-S | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 4.488 ms | 5 - 195 MB | NPU
87
- | FastSam-S | QNN_DLC | float | Qualcomm® SA7255P | 39.184 ms | 1 - 187 MB | NPU
88
- | FastSam-S | QNN_DLC | float | Qualcomm® SA8295P | 13.787 ms | 0 - 178 MB | NPU
89
- | FastSam-S | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 4.488 ms | 5 - 195 MB | NPU
90
- | FastSam-S | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.259 ms | 5 - 197 MB | NPU
91
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.837 ms | 2 - 2 MB | NPU
92
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® X Elite | 6.087 ms | 2 - 2 MB | NPU
93
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.772 ms | 2 - 234 MB | NPU
94
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 8.208 ms | 2 - 233 MB | NPU
95
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 23.998 ms | 2 - 8 MB | NPU
96
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 5.559 ms | 1 - 8 MB | NPU
97
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 13.388 ms | 0 - 193 MB | NPU
98
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.493 ms | 2 - 177 MB | NPU
99
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.995 ms | 1 - 197 MB | NPU
100
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8650P | 5.995 ms | 1 - 197 MB | NPU
101
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8255P | 5.995 ms | 1 - 197 MB | NPU
102
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 8.208 ms | 2 - 233 MB | NPU
103
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.756 ms | 3 - 9 MB | NPU
104
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 6.087 ms | 2 - 2 MB | NPU
105
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 65.977 ms | 2 - 203 MB | NPU
106
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 7.591 ms | 0 - 196 MB | NPU
107
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.659 ms | 2 - 200 MB | NPU
108
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA7255P | 13.388 ms | 0 - 193 MB | NPU
109
- | FastSam-S | QNN_DLC | w8a16 | Qualcomm® SA8295P | 7.954 ms | 0 - 191 MB | NPU
110
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.659 ms | 2 - 200 MB | NPU
111
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.108 ms | 2 - 204 MB | NPU
112
- | FastSam-S | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.591 ms | 0 - 196 MB | NPU
113
- | FastSam-S | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.17 ms | 4 - 118 MB | NPU
114
- | FastSam-S | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 14.048 ms | 5 - 234 MB | NPU
115
- | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 11.96 ms | 4 - 40 MB | NPU
116
- | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 37.807 ms | 4 - 86 MB | NPU
117
- | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.927 ms | 4 - 7 MB | NPU
118
- | FastSam-S | TFLITE | float | Qualcomm® SA8775P | 10.729 ms | 0 - 86 MB | NPU
119
- | FastSam-S | TFLITE | float | Qualcomm® SA8650P | 10.729 ms | 0 - 86 MB | NPU
120
- | FastSam-S | TFLITE | float | Qualcomm® SA8255P | 10.729 ms | 0 - 86 MB | NPU
121
- | FastSam-S | TFLITE | float | Qualcomm® QCS8450 | 14.048 ms | 5 - 234 MB | NPU
122
- | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 10.443 ms | 4 - 39 MB | NPU
123
- | FastSam-S | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.945 ms | 0 - 97 MB | NPU
124
- | FastSam-S | TFLITE | float | Qualcomm® SA7255P | 37.807 ms | 4 - 86 MB | NPU
125
- | FastSam-S | TFLITE | float | Qualcomm® SA8295P | 13.075 ms | 4 - 195 MB | NPU
126
- | FastSam-S | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.945 ms | 0 - 97 MB | NPU
127
- | FastSam-S | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.122 ms | 0 - 90 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
128
 
129
  ## License
130
  * 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/v0.62.0/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/v0.62.0/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/v0.62.0/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® 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