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MobileSam

Image Segmentation
PyTorch
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android
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v0.59.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

Files changed (2) hide show
  1. README.md +90 -90
  2. release_assets.json +8 -9
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-segmentation
15
  Transformer based encoder-decoder where prompts specify what to segment in an image thereby allowing segmentation without the need for additional training. The image encoder generates embeddings and the lightweight decoder operates on the embeddings for point and mask based image segmentation.
16
 
17
  This is based on the implementation of MobileSam found [here](https://github.com/facebookresearch/segment-anything).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/mobilesam) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
@@ -28,23 +28,23 @@ Below are pre-exported model assets ready for deployment.
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.58.0/mobilesam-onnx-float.zip)
32
- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.58.0/mobilesam-qnn_dlc-float.zip)
33
- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.58.0/mobilesam-tflite-float.zip)
34
 
35
  For more device-specific assets and performance metrics, visit **[MobileSam on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilesam)**.
36
 
37
 
38
  ### Option 2: Export with Custom Configurations
39
 
40
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/mobilesam) Python library to compile and export the model with your own:
41
  - Custom weights (e.g., fine-tuned checkpoints)
42
  - Custom input shapes
43
  - Target device and runtime configurations
44
 
45
  This option is ideal if you need to customize the model beyond the default configuration provided here.
46
 
47
- See our repository for [MobileSam on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/mobilesam) for usage instructions.
48
 
49
  ## Model Details
50
 
@@ -61,90 +61,90 @@ See our repository for [MobileSam on GitHub](https://github.com/qualcomm/ai-hub-
61
  ## Performance Summary
62
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
- | decoder | ONNX | float | Snapdragon® X2 Elite | 2.638 ms | 4 - 4 MB | NPU
65
- | decoder | ONNX | float | Snapdragon® X Elite | 6.168 ms | 11 - 11 MB | NPU
66
- | decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.144 ms | 5 - 245 MB | NPU
67
- | decoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 14.332 ms | 5 - 233 MB | NPU
68
- | decoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.913 ms | 0 - 14 MB | NPU
69
- | decoder | ONNX | float | Qualcomm® QCS8450 | 14.332 ms | 5 - 233 MB | NPU
70
- | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 6.815 ms | 4 - 7 MB | NPU
71
- | decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.536 ms | 2 - 213 MB | NPU
72
- | decoder | ONNX | float | Snapdragon® 8 Elite Mobile | 3.184 ms | 1 - 235 MB | NPU
73
- | decoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 3.184 ms | 1 - 235 MB | NPU
74
- | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.168 ms | 11 - 11 MB | NPU
75
- | decoder | QNN_DLC | float | Snapdragon® X2 Elite | 2.964 ms | 4 - 4 MB | NPU
76
- | decoder | QNN_DLC | float | Snapdragon® X Elite | 5.704 ms | 4 - 4 MB | NPU
77
- | decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.734 ms | 4 - 225 MB | NPU
78
- | decoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 11.619 ms | 0 - 252 MB | NPU
79
- | decoder | QNN_DLC | float | Qualcomm® QCS8275 | 12.566 ms | 0 - 193 MB | NPU
80
- | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.279 ms | 4 - 109 MB | NPU
81
- | decoder | QNN_DLC | float | Qualcomm® SA8775P | 6.257 ms | 0 - 194 MB | NPU
82
- | decoder | QNN_DLC | float | Qualcomm® SA8650P | 6.257 ms | 0 - 194 MB | NPU
83
- | decoder | QNN_DLC | float | Qualcomm® SA8255P | 6.257 ms | 0 - 194 MB | NPU
84
- | decoder | QNN_DLC | float | Qualcomm® QCS8450 | 11.619 ms | 0 - 252 MB | NPU
85
- | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.062 ms | 4 - 10 MB | NPU
86
- | decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.539 ms | 4 - 196 MB | NPU
87
- | decoder | QNN_DLC | float | Qualcomm® SA7255P | 12.566 ms | 0 - 193 MB | NPU
88
- | decoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.832 ms | 0 - 224 MB | NPU
89
- | decoder | QNN_DLC | float | Qualcomm® SA8295P | 7.717 ms | 0 - 195 MB | NPU
90
- | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.832 ms | 0 - 224 MB | NPU
91
- | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 5.704 ms | 4 - 4 MB | NPU
92
- | decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.405 ms | 0 - 212 MB | NPU
93
- | decoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 7.99 ms | 0 - 218 MB | NPU
94
- | decoder | TFLITE | float | Qualcomm® QCS8275 | 11.867 ms | 0 - 186 MB | NPU
95
- | decoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.945 ms | 0 - 7 MB | NPU
96
- | decoder | TFLITE | float | Qualcomm® SA8775P | 5.929 ms | 0 - 187 MB | NPU
97
- | decoder | TFLITE | float | Qualcomm® SA8650P | 5.929 ms | 0 - 187 MB | NPU
98
- | decoder | TFLITE | float | Qualcomm® SA8255P | 5.929 ms | 0 - 187 MB | NPU
99
- | decoder | TFLITE | float | Qualcomm® QCS8450 | 7.99 ms | 0 - 218 MB | NPU
100
- | decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.716 ms | 0 - 19 MB | NPU
101
- | decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.16 ms | 0 - 185 MB | NPU
102
- | decoder | TFLITE | float | Qualcomm® SA7255P | 11.867 ms | 0 - 186 MB | NPU
103
- | decoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.588 ms | 0 - 183 MB | NPU
104
- | decoder | TFLITE | float | Qualcomm® SA8295P | 7.25 ms | 0 - 183 MB | NPU
105
- | decoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.588 ms | 0 - 183 MB | NPU
106
- | encoder | ONNX | float | Snapdragon® X2 Elite | 91.725 ms | 12 - 12 MB | NPU
107
- | encoder | ONNX | float | Snapdragon® X Elite | 166.555 ms | 14 - 14 MB | NPU
108
- | encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 125.57 ms | 12 - 1102 MB | NPU
109
- | encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 411.144 ms | 13 - 1119 MB | NPU
110
- | encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 177.059 ms | 12 - 16 MB | NPU
111
- | encoder | ONNX | float | Qualcomm® QCS8450 | 411.144 ms | 13 - 1119 MB | NPU
112
- | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 178.482 ms | 12 - 15 MB | NPU
113
- | encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 81.762 ms | 8 - 1033 MB | NPU
114
- | encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 98.908 ms | 8 - 919 MB | NPU
115
- | encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 98.908 ms | 8 - 919 MB | NPU
116
- | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 166.555 ms | 14 - 14 MB | NPU
117
- | encoder | QNN_DLC | float | Snapdragon® X2 Elite | 45.919 ms | 12 - 12 MB | NPU
118
- | encoder | QNN_DLC | float | Snapdragon® X Elite | 102.883 ms | 12 - 12 MB | NPU
119
- | encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 66.157 ms | 0 - 1317 MB | NPU
120
- | encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 327.581 ms | 12 - 1342 MB | NPU
121
- | encoder | QNN_DLC | float | Qualcomm® QCS8275 | 207.441 ms | 1 - 1126 MB | NPU
122
- | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 100.844 ms | 12 - 15 MB | NPU
123
- | encoder | QNN_DLC | float | Qualcomm® SA8775P | 100.324 ms | 0 - 1549 MB | NPU
124
- | encoder | QNN_DLC | float | Qualcomm® SA8650P | 100.324 ms | 0 - 1549 MB | NPU
125
- | encoder | QNN_DLC | float | Qualcomm® SA8255P | 100.324 ms | 0 - 1549 MB | NPU
126
- | encoder | QNN_DLC | float | Qualcomm® QCS8450 | 327.581 ms | 12 - 1342 MB | NPU
127
- | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 101.248 ms | 12 - 30 MB | NPU
128
- | encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 40.255 ms | 0 - 1248 MB | NPU
129
- | encoder | QNN_DLC | float | Qualcomm® SA7255P | 207.441 ms | 1 - 1126 MB | NPU
130
- | encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 49.634 ms | 0 - 1119 MB | NPU
131
- | encoder | QNN_DLC | float | Qualcomm® SA8295P | 324.885 ms | 1 - 1557 MB | NPU
132
- | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 49.634 ms | 0 - 1119 MB | NPU
133
- | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 102.883 ms | 12 - 12 MB | NPU
134
- | encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 172.777 ms | 33 - 2313 MB | NPU
135
- | encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 518.348 ms | 0 - 1941 MB | NPU
136
- | encoder | TFLITE | float | Qualcomm® QCS8275 | 358.191 ms | 33 - 1120 MB | NPU
137
- | encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 223.083 ms | 33 - 37 MB | NPU
138
- | encoder | TFLITE | float | Qualcomm® SA8775P | 242.001 ms | 34 - 1114 MB | NPU
139
- | encoder | TFLITE | float | Qualcomm® SA8650P | 242.001 ms | 34 - 1114 MB | NPU
140
- | encoder | TFLITE | float | Qualcomm® SA8255P | 242.001 ms | 34 - 1114 MB | NPU
141
- | encoder | TFLITE | float | Qualcomm® QCS8450 | 518.348 ms | 0 - 1941 MB | NPU
142
- | encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 246.161 ms | 32 - 109 MB | NPU
143
- | encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 96.851 ms | 32 - 1095 MB | NPU
144
- | encoder | TFLITE | float | Qualcomm® SA7255P | 358.191 ms | 33 - 1120 MB | NPU
145
- | encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 129.438 ms | 32 - 1113 MB | NPU
146
- | encoder | TFLITE | float | Qualcomm® SA8295P | 371.6 ms | 34 - 1161 MB | NPU
147
- | encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 129.438 ms | 32 - 1113 MB | NPU
148
 
149
  ## License
150
  * The license for the original implementation of MobileSam can be found
 
15
  Transformer based encoder-decoder where prompts specify what to segment in an image thereby allowing segmentation without the need for additional training. The image encoder generates embeddings and the lightweight decoder operates on the embeddings for point and mask based image segmentation.
16
 
17
  This is based on the implementation of MobileSam found [here](https://github.com/facebookresearch/segment-anything).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/mobilesam) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.59.0/mobilesam-onnx-float.zip)
32
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.59.0/mobilesam-qnn_dlc-float.zip)
33
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.59.0/mobilesam-tflite-float.zip)
34
 
35
  For more device-specific assets and performance metrics, visit **[MobileSam on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilesam)**.
36
 
37
 
38
  ### Option 2: Export with Custom Configurations
39
 
40
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/mobilesam) Python library to compile and export the model with your own:
41
  - Custom weights (e.g., fine-tuned checkpoints)
42
  - Custom input shapes
43
  - Target device and runtime configurations
44
 
45
  This option is ideal if you need to customize the model beyond the default configuration provided here.
46
 
47
+ See our repository for [MobileSam on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/mobilesam) for usage instructions.
48
 
49
  ## Model Details
50
 
 
61
  ## Performance Summary
62
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
+ | decoder | ONNX | float | Snapdragon® X2 Elite | 2.636 ms | 4 - 4 MB | NPU
65
+ | decoder | ONNX | float | Snapdragon® X Elite | 6.113 ms | 11 - 11 MB | NPU
66
+ | decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.15 ms | 0 - 241 MB | NPU
67
+ | decoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 14.315 ms | 5 - 233 MB | NPU
68
+ | decoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.91 ms | 4 - 6 MB | NPU
69
+ | decoder | ONNX | float | Qualcomm® QCS8450 | 14.315 ms | 5 - 233 MB | NPU
70
+ | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 6.816 ms | 4 - 7 MB | NPU
71
+ | decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.113 ms | 11 - 11 MB | NPU
72
+ | decoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 3.184 ms | 0 - 237 MB | NPU
73
+ | decoder | ONNX | float | Snapdragon® 8 Elite Mobile | 3.184 ms | 0 - 237 MB | NPU
74
+ | decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.544 ms | 1 - 215 MB | NPU
75
+ | decoder | QNN_DLC | float | Snapdragon® X2 Elite | 3.005 ms | 4 - 4 MB | NPU
76
+ | decoder | QNN_DLC | float | Snapdragon® X Elite | 5.711 ms | 4 - 4 MB | NPU
77
+ | decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.735 ms | 4 - 223 MB | NPU
78
+ | decoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 11.599 ms | 0 - 252 MB | NPU
79
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 12.588 ms | 0 - 193 MB | NPU
80
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.279 ms | 4 - 33 MB | NPU
81
+ | decoder | QNN_DLC | float | Qualcomm® SA8775P | 6.269 ms | 0 - 194 MB | NPU
82
+ | decoder | QNN_DLC | float | Qualcomm® SA8650P | 6.269 ms | 0 - 194 MB | NPU
83
+ | decoder | QNN_DLC | float | Qualcomm® SA8255P | 6.269 ms | 0 - 194 MB | NPU
84
+ | decoder | QNN_DLC | float | Qualcomm® QCS8450 | 11.599 ms | 0 - 252 MB | NPU
85
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.05 ms | 4 - 10 MB | NPU
86
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 5.711 ms | 4 - 4 MB | NPU
87
+ | decoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.835 ms | 0 - 223 MB | NPU
88
+ | decoder | QNN_DLC | float | Qualcomm® SA7255P | 12.588 ms | 0 - 193 MB | NPU
89
+ | decoder | QNN_DLC | float | Qualcomm® SA8295P | 7.729 ms | 0 - 191 MB | NPU
90
+ | decoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.835 ms | 0 - 223 MB | NPU
91
+ | decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.537 ms | 4 - 196 MB | NPU
92
+ | decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.413 ms | 0 - 211 MB | NPU
93
+ | decoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 8.008 ms | 0 - 215 MB | NPU
94
+ | decoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 11.845 ms | 0 - 185 MB | NPU
95
+ | decoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.941 ms | 0 - 17 MB | NPU
96
+ | decoder | TFLITE | float | Qualcomm® SA8775P | 5.934 ms | 0 - 189 MB | NPU
97
+ | decoder | TFLITE | float | Qualcomm® SA8650P | 5.934 ms | 0 - 189 MB | NPU
98
+ | decoder | TFLITE | float | Qualcomm® SA8255P | 5.934 ms | 0 - 189 MB | NPU
99
+ | decoder | TFLITE | float | Qualcomm® QCS8450 | 8.008 ms | 0 - 215 MB | NPU
100
+ | decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.704 ms | 0 - 19 MB | NPU
101
+ | decoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.596 ms | 0 - 184 MB | NPU
102
+ | decoder | TFLITE | float | Qualcomm® SA7255P | 11.845 ms | 0 - 185 MB | NPU
103
+ | decoder | TFLITE | float | Qualcomm® SA8295P | 7.282 ms | 0 - 183 MB | NPU
104
+ | decoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.596 ms | 0 - 184 MB | NPU
105
+ | decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.165 ms | 0 - 187 MB | NPU
106
+ | encoder | ONNX | float | Snapdragon® X2 Elite | 100.973 ms | 12 - 12 MB | NPU
107
+ | encoder | ONNX | float | Snapdragon® X Elite | 168.548 ms | 14 - 14 MB | NPU
108
+ | encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 125.733 ms | 12 - 1103 MB | NPU
109
+ | encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 407.934 ms | 22 - 1128 MB | NPU
110
+ | encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 173.455 ms | 12 - 30 MB | NPU
111
+ | encoder | ONNX | float | Qualcomm® QCS8450 | 407.934 ms | 22 - 1128 MB | NPU
112
+ | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 178.544 ms | 12 - 15 MB | NPU
113
+ | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 168.548 ms | 14 - 14 MB | NPU
114
+ | encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 100.448 ms | 8 - 919 MB | NPU
115
+ | encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 100.448 ms | 8 - 919 MB | NPU
116
+ | encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 82.268 ms | 9 - 1036 MB | NPU
117
+ | encoder | QNN_DLC | float | Snapdragon® X2 Elite | 46.051 ms | 12 - 12 MB | NPU
118
+ | encoder | QNN_DLC | float | Snapdragon® X Elite | 103.021 ms | 12 - 12 MB | NPU
119
+ | encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 65.626 ms | 12 - 1328 MB | NPU
120
+ | encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 326.924 ms | 11 - 1341 MB | NPU
121
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 207.442 ms | 1 - 1126 MB | NPU
122
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 99.736 ms | 12 - 15 MB | NPU
123
+ | encoder | QNN_DLC | float | Qualcomm® SA8775P | 100.378 ms | 1 - 1550 MB | NPU
124
+ | encoder | QNN_DLC | float | Qualcomm® SA8650P | 100.378 ms | 1 - 1550 MB | NPU
125
+ | encoder | QNN_DLC | float | Qualcomm® SA8255P | 100.378 ms | 1 - 1550 MB | NPU
126
+ | encoder | QNN_DLC | float | Qualcomm® QCS8450 | 326.924 ms | 11 - 1341 MB | NPU
127
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 124.552 ms | 14 - 32 MB | NPU
128
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 103.021 ms | 12 - 12 MB | NPU
129
+ | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 48.995 ms | 6 - 1122 MB | NPU
130
+ | encoder | QNN_DLC | float | Qualcomm® SA7255P | 207.442 ms | 1 - 1126 MB | NPU
131
+ | encoder | QNN_DLC | float | Qualcomm® SA8295P | 324.927 ms | 0 - 1557 MB | NPU
132
+ | encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 48.995 ms | 6 - 1122 MB | NPU
133
+ | encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 40.341 ms | 12 - 1258 MB | NPU
134
+ | encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 66.798 ms | 0 - 3190 MB | NPU
135
+ | encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 311.267 ms | 4 - 1362 MB | NPU
136
+ | encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 196.878 ms | 4 - 1634 MB | NPU
137
+ | encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 90.526 ms | 4 - 8 MB | NPU
138
+ | encoder | TFLITE | float | Qualcomm® SA8775P | 100.683 ms | 4 - 1670 MB | NPU
139
+ | encoder | TFLITE | float | Qualcomm® SA8650P | 100.683 ms | 4 - 1670 MB | NPU
140
+ | encoder | TFLITE | float | Qualcomm® SA8255P | 100.683 ms | 4 - 1670 MB | NPU
141
+ | encoder | TFLITE | float | Qualcomm® QCS8450 | 311.267 ms | 4 - 1362 MB | NPU
142
+ | encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 101.504 ms | 0 - 45 MB | NPU
143
+ | encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 48.492 ms | 2 - 1629 MB | NPU
144
+ | encoder | TFLITE | float | Qualcomm® SA7255P | 196.878 ms | 4 - 1634 MB | NPU
145
+ | encoder | TFLITE | float | Qualcomm® SA8295P | 258.167 ms | 4 - 1714 MB | NPU
146
+ | encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 48.492 ms | 2 - 1629 MB | NPU
147
+ | encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 40.214 ms | 4 - 1796 MB | NPU
148
 
149
  ## License
150
  * The license for the original implementation of MobileSam can be found
release_assets.json CHANGED
@@ -1,27 +1,26 @@
1
  {
2
- "version": "0.58.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
- "tflite": {
7
  "tool_versions": {
8
  "qairt": "2.45.0.260326154327",
9
- "litert": "1.4.4"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.58.0/mobilesam-tflite-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.58.0/mobilesam-qnn_dlc-float.zip"
18
  },
19
- "onnx": {
20
  "tool_versions": {
21
- "qairt": "2.45.0.260326154327",
22
- "onnx_runtime": "1.25.0"
23
  },
24
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.58.0/mobilesam-onnx-float.zip"
25
  }
26
  }
27
  }
 
1
  {
2
+ "version": "0.59.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
+ "onnx": {
7
  "tool_versions": {
8
  "qairt": "2.45.0.260326154327",
9
+ "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.59.0/mobilesam-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.59.0/mobilesam-qnn_dlc-float.zip"
18
  },
19
+ "tflite": {
20
  "tool_versions": {
21
+ "qairt": "2.45.0.260326154327"
 
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.59.0/mobilesam-tflite-float.zip"
24
  }
25
  }
26
  }