Hugging Face's logo

qualcomm
/
Segformer-Base

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
 Community
qaihm-bot commited on
Commit
11c832f
·
verified ·
1 Parent(s): 6f099eb

v0.56.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.56.0 for changelog.

Files changed (2) hide show
  1. README.md +124 -122
  2. release_assets.json +22 -22
README.md CHANGED
@@ -28,14 +28,14 @@ Below are pre-exported model assets ready for deployment.
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-onnx-float.zip)
32
- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-onnx-w8a16.zip)
33
- | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-onnx-w8a8.zip)
34
- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-qnn_dlc-float.zip)
35
- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-qnn_dlc-w8a16.zip)
36
- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-qnn_dlc-w8a8.zip)
37
- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-tflite-float.zip)
38
- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-tflite-w8a8.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[Segformer-Base on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/segformer_base)**.
41
 
@@ -67,120 +67,122 @@ See our repository for [Segformer-Base on GitHub](https://github.com/qualcomm/ai
67
  ## Performance Summary
68
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
69
  |---|---|---|---|---|---|---
70
- | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 74.253 ms | 31 - 219 MB | NPU
71
- | Segformer-Base | ONNX | float | Snapdragon® X2 Elite | 72.678 ms | 209 - 209 MB | NPU
72
- | Segformer-Base | ONNX | float | Snapdragon® X Elite | 112.391 ms | 178 - 178 MB | NPU
73
- | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 82.181 ms | 14 - 240 MB | NPU
74
- | Segformer-Base | ONNX | float | Qualcomm® QCS8550 (Proxy) | 108.166 ms | 19 - 170 MB | NPU
75
- | Segformer-Base | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 74.209 ms | 23 - 212 MB | NPU
76
- | Segformer-Base | ONNX | float | Qualcomm® QCS9075 | 113.543 ms | 20 - 70 MB | NPU
77
- | Segformer-Base | ONNX | float | Qualcomm® QCS8750 | 74.209 ms | 23 - 212 MB | NPU
78
- | Segformer-Base | ONNX | float | Qualcomm® QCS7181 | 112.391 ms | 178 - 178 MB | NPU
79
- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.811 ms | 13 - 219 MB | NPU
80
- | Segformer-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 6.873 ms | 211 - 211 MB | NPU
81
- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 10.442 ms | 13 - 252 MB | NPU
82
- | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS6490 | 722.622 ms | 379 - 385 MB | CPU
83
- | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 14.943 ms | 10 - 210 MB | NPU
84
- | Segformer-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 317.437 ms | 380 - 391 MB | CPU
85
- | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 8.597 ms | 13 - 216 MB | NPU
86
- | Segformer-Base | ONNX | w8a16 | Qualcomm® QCM6690 | 350.577 ms | 324 - 336 MB | CPU
87
- | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS9075 | 20.456 ms | 9 - 58 MB | NPU
88
- | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS7790 | 317.437 ms | 380 - 391 MB | CPU
89
- | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS8750 | 8.597 ms | 13 - 216 MB | NPU
90
- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.578 ms | 7 - 205 MB | NPU
91
- | Segformer-Base | ONNX | w8a8 | Snapdragon® X2 Elite | 4.564 ms | 212 - 212 MB | NPU
92
- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.595 ms | 1 - 223 MB | NPU
93
- | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS6490 | 273.483 ms | 194 - 202 MB | CPU
94
- | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 11.022 ms | 2 - 50 MB | NPU
95
- | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS9075 | 12.132 ms | 4 - 53 MB | NPU
96
- | Segformer-Base | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 156.934 ms | 127 - 140 MB | CPU
97
- | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 5.568 ms | 9 - 201 MB | NPU
98
- | Segformer-Base | ONNX | w8a8 | Qualcomm® QCM6690 | 174.045 ms | 191 - 204 MB | CPU
99
- | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS7790 | 156.934 ms | 127 - 140 MB | CPU
100
- | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS8750 | 5.568 ms | 9 - 201 MB | NPU
101
- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.657 ms | 3 - 193 MB | NPU
102
- | Segformer-Base | QNN_DLC | float | Snapdragon® X2 Elite | 12.519 ms | 3 - 3 MB | NPU
103
- | Segformer-Base | QNN_DLC | float | Snapdragon® X Elite | 23.533 ms | 3 - 3 MB | NPU
104
- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.364 ms | 0 - 223 MB | NPU
105
- | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8275 | 48.898 ms | 1 - 191 MB | NPU
106
- | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 22.689 ms | 3 - 18 MB | NPU
107
- | Segformer-Base | QNN_DLC | float | Qualcomm® SA8775P | 24.446 ms | 1 - 193 MB | NPU
108
- | Segformer-Base | QNN_DLC | float | Qualcomm® SA8650P | 24.446 ms | 1 - 193 MB | NPU
109
- | Segformer-Base | QNN_DLC | float | Qualcomm® SA8255P | 24.446 ms | 1 - 193 MB | NPU
110
- | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.158 ms | 0 - 198 MB | NPU
111
- | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 29.286 ms | 3 - 227 MB | NPU
112
- | Segformer-Base | QNN_DLC | float | Qualcomm® SA7255P | 48.898 ms | 1 - 191 MB | NPU
113
- | Segformer-Base | QNN_DLC | float | Qualcomm® QCS9075 | 27.458 ms | 3 - 17 MB | NPU
114
- | Segformer-Base | QNN_DLC | float | Qualcomm® SA8295P | 27.861 ms | 0 - 187 MB | NPU
115
- | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8750 | 13.158 ms | 0 - 198 MB | NPU
116
- | Segformer-Base | QNN_DLC | float | Qualcomm® QCS7181 | 23.533 ms | 3 - 3 MB | NPU
117
- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 12.678 ms | 2 - 241 MB | NPU
118
- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 11.609 ms | 2 - 2 MB | NPU
119
- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 23.327 ms | 2 - 2 MB | NPU
120
- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 19.102 ms | 2 - 271 MB | NPU
121
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 37.761 ms | 2 - 231 MB | NPU
122
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 25.215 ms | 2 - 304 MB | NPU
123
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8775P | 24.565 ms | 2 - 232 MB | NPU
124
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8650P | 24.565 ms | 2 - 232 MB | NPU
125
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA8255P | 24.565 ms | 2 - 232 MB | NPU
126
- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 47.606 ms | 2 - 261 MB | NPU
127
- | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 13.885 ms | 2 - 234 MB | NPU
128
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 120.787 ms | 2 - 293 MB | NPU
129
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA7255P | 37.761 ms | 2 - 231 MB | NPU
130
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 48.728 ms | 1 - 9 MB | NPU
131
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS7790 | 47.606 ms | 2 - 261 MB | NPU
132
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 13.885 ms | 2 - 234 MB | NPU
133
- | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 23.327 ms | 2 - 2 MB | NPU
134
- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.233 ms | 1 - 182 MB | NPU
135
- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.608 ms | 1 - 1 MB | NPU
136
- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.367 ms | 1 - 1 MB | NPU
137
- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.965 ms | 0 - 198 MB | NPU
138
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 15.578 ms | 0 - 5 MB | NPU
139
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 10.853 ms | 1 - 175 MB | NPU
140
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 5.799 ms | 1 - 53 MB | NPU
141
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.413 ms | 1 - 174 MB | NPU
142
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8650P | 6.413 ms | 1 - 174 MB | NPU
143
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8255P | 6.413 ms | 1 - 174 MB | NPU
144
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 6.789 ms | 1 - 5 MB | NPU
145
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 8.623 ms | 0 - 202 MB | NPU
146
- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.892 ms | 0 - 182 MB | NPU
147
- | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.834 ms | 1 - 175 MB | NPU
148
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 38.002 ms | 1 - 191 MB | NPU
149
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.794 ms | 0 - 173 MB | NPU
150
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.853 ms | 1 - 175 MB | NPU
151
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS7790 | 6.892 ms | 0 - 182 MB | NPU
152
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8750 | 2.834 ms | 1 - 175 MB | NPU
153
- | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS7181 | 6.367 ms | 1 - 1 MB | NPU
154
- | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.649 ms | 8 - 201 MB | NPU
155
- | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.462 ms | 8 - 237 MB | NPU
156
- | Segformer-Base | TFLITE | float | Qualcomm® QCS8275 | 48.896 ms | 9 - 199 MB | NPU
157
- | Segformer-Base | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 22.709 ms | 9 - 11 MB | NPU
158
- | Segformer-Base | TFLITE | float | Qualcomm® SA8775P | 24.5 ms | 10 - 201 MB | NPU
159
- | Segformer-Base | TFLITE | float | Qualcomm® SA8650P | 24.5 ms | 10 - 201 MB | NPU
160
- | Segformer-Base | TFLITE | float | Qualcomm® SA8255P | 24.5 ms | 10 - 201 MB | NPU
161
- | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.22 ms | 8 - 203 MB | NPU
162
- | Segformer-Base | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 29.344 ms | 10 - 236 MB | NPU
163
- | Segformer-Base | TFLITE | float | Qualcomm® SA7255P | 48.896 ms | 9 - 199 MB | NPU
164
- | Segformer-Base | TFLITE | float | Qualcomm® QCS9075 | 27.594 ms | 8 - 31 MB | NPU
165
- | Segformer-Base | TFLITE | float | Qualcomm® SA8295P | 27.815 ms | 9 - 202 MB | NPU
166
- | Segformer-Base | TFLITE | float | Qualcomm® QCS8750 | 13.22 ms | 8 - 203 MB | NPU
167
- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.528 ms | 2 - 189 MB | NPU
168
- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.096 ms | 2 - 210 MB | NPU
169
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS6490 | 122.727 ms | 15 - 50 MB | NPU
170
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8275 | 18.256 ms | 2 - 178 MB | NPU
171
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 10.243 ms | 2 - 11 MB | NPU
172
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8775P | 10.897 ms | 2 - 183 MB | NPU
173
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8650P | 10.897 ms | 2 - 183 MB | NPU
174
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8255P | 10.897 ms | 2 - 183 MB | NPU
175
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS9075 | 10.632 ms | 2 - 12 MB | NPU
176
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 12.042 ms | 2 - 210 MB | NPU
177
- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 38.985 ms | 15 - 73 MB | NPU
178
- | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 5.724 ms | 1 - 185 MB | NPU
179
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCM6690 | 94.028 ms | 15 - 186 MB | NPU
180
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8295P | 12.873 ms | 2 - 187 MB | NPU
181
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA7255P | 18.256 ms | 2 - 178 MB | NPU
182
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS7790 | 38.985 ms | 15 - 73 MB | NPU
183
- | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8750 | 5.724 ms | 1 - 185 MB | NPU
 
 
184
 
185
  ## License
186
  * The license for the original implementation of Segformer-Base can be found
 
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/segformer_base/releases/v0.56.0/segformer_base-onnx-float.zip)
32
+ | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-onnx-w8a16.zip)
33
+ | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-onnx-w8a8.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-qnn_dlc-w8a16.zip)
36
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-qnn_dlc-w8a8.zip)
37
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-tflite-float.zip)
38
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-tflite-w8a8.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[Segformer-Base on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/segformer_base)**.
41
 
 
67
  ## Performance Summary
68
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
69
  |---|---|---|---|---|---|---
70
+ | Segformer-Base | ONNX | float | Snapdragon® X2 Elite | 13.579 ms | 210 - 210 MB | NPU
71
+ | Segformer-Base | ONNX | float | Snapdragon® X Elite | 24.653 ms | 146 - 146 MB | NPU
72
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.32 ms | 10 - 216 MB | NPU
73
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 24.691 ms | 23 - 233 MB | NPU
74
+ | Segformer-Base | ONNX | float | Qualcomm® QCS8550 (Proxy) | 23.503 ms | 20 - 33 MB | NPU
75
+ | Segformer-Base | ONNX | float | Qualcomm® QCS8450 | 24.691 ms | 23 - 233 MB | NPU
76
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Mobile | 14.357 ms | 23 - 209 MB | NPU
77
+ | Segformer-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.253 ms | 21 - 208 MB | NPU
78
+ | Segformer-Base | ONNX | float | Qualcomm® QCS9075 | 25.591 ms | 20 - 70 MB | NPU
79
+ | Segformer-Base | ONNX | float | Qualcomm® QCS8750 | 14.357 ms | 23 - 209 MB | NPU
80
+ | Segformer-Base | ONNX | float | Qualcomm® QCS7181 | 24.653 ms | 146 - 146 MB | NPU
81
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 5.618 ms | 211 - 211 MB | NPU
82
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® X Elite | 13.574 ms | 148 - 148 MB | NPU
83
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 9.42 ms | 12 - 235 MB | NPU
84
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 13.382 ms | 11 - 15 MB | NPU
85
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.651 ms | 14 - 215 MB | NPU
86
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 7.247 ms | 13 - 216 MB | NPU
87
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS9075 | 18.538 ms | 10 - 58 MB | NPU
88
+ | Segformer-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 17.006 ms | 13 - 233 MB | NPU
89
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® QCM6690 | 91.124 ms | 4 - 230 MB | NPU
90
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS7790 | 17.006 ms | 13 - 233 MB | NPU
91
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS8750 | 7.247 ms | 13 - 216 MB | NPU
92
+ | Segformer-Base | ONNX | w8a16 | Qualcomm® QCS7181 | 13.574 ms | 148 - 148 MB | NPU
93
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® X2 Elite | 1.941 ms | 212 - 212 MB | NPU
94
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® X Elite | 4.959 ms | 148 - 148 MB | NPU
95
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.221 ms | 0 - 204 MB | NPU
96
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 7.016 ms | 6 - 212 MB | NPU
97
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS6490 | 14.314 ms | 5 - 51 MB | NPU
98
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.767 ms | 5 - 14 MB | NPU
99
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS8450 | 7.016 ms | 6 - 212 MB | NPU
100
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS9075 | 5.622 ms | 2 - 52 MB | NPU
101
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCM6690 | 31.491 ms | 0 - 225 MB | NPU
102
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.383 ms | 8 - 201 MB | NPU
103
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.913 ms | 0 - 193 MB | NPU
104
+ | Segformer-Base | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 2.389 ms | 0 - 191 MB | NPU
105
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS7790 | 5.383 ms | 8 - 201 MB | NPU
106
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS8750 | 2.389 ms | 0 - 191 MB | NPU
107
+ | Segformer-Base | ONNX | w8a8 | Qualcomm® QCS7181 | 4.959 ms | 148 - 148 MB | NPU
108
+ | Segformer-Base | QNN_DLC | float | Snapdragon® X2 Elite | 12.46 ms | 3 - 3 MB | NPU
109
+ | Segformer-Base | QNN_DLC | float | Snapdragon® X Elite | 23.692 ms | 3 - 3 MB | NPU
110
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.334 ms | 0 - 225 MB | NPU
111
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 29.316 ms | 0 - 223 MB | NPU
112
+ | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8275 | 48.87 ms | 0 - 189 MB | NPU
113
+ | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 22.625 ms | 3 - 5 MB | NPU
114
+ | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8450 | 29.316 ms | 0 - 223 MB | NPU
115
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 13.196 ms | 3 - 200 MB | NPU
116
+ | Segformer-Base | QNN_DLC | float | Qualcomm® SA7255P | 48.87 ms | 0 - 189 MB | NPU
117
+ | Segformer-Base | QNN_DLC | float | Qualcomm® SA8295P | 27.829 ms | 0 - 192 MB | NPU
118
+ | Segformer-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.696 ms | 3 - 192 MB | NPU
119
+ | Segformer-Base | QNN_DLC | float | Qualcomm® QCS9075 | 27.828 ms | 3 - 17 MB | NPU
120
+ | Segformer-Base | QNN_DLC | float | Qualcomm® QCS8750 | 13.196 ms | 3 - 200 MB | NPU
121
+ | Segformer-Base | QNN_DLC | float | Qualcomm® QCS7181 | 23.692 ms | 3 - 3 MB | NPU
122
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 8.904 ms | 2 - 2 MB | NPU
123
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 19.637 ms | 2 - 2 MB | NPU
124
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 15.333 ms | 2 - 240 MB | NPU
125
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 32.41 ms | 2 - 204 MB | NPU
126
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 20.536 ms | 2 - 3 MB | NPU
127
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.732 ms | 2 - 216 MB | NPU
128
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 11.302 ms | 1 - 206 MB | NPU
129
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 33.911 ms | 1 - 9 MB | NPU
130
+ | Segformer-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 34.451 ms | 2 - 232 MB | NPU
131
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 129.787 ms | 2 - 254 MB | NPU
132
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® SA7255P | 32.41 ms | 2 - 204 MB | NPU
133
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS7790 | 34.451 ms | 2 - 232 MB | NPU
134
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 11.302 ms | 1 - 206 MB | NPU
135
+ | Segformer-Base | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 19.637 ms | 2 - 2 MB | NPU
136
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.541 ms | 1 - 1 MB | NPU
137
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.363 ms | 1 - 1 MB | NPU
138
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.955 ms | 1 - 201 MB | NPU
139
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 8.641 ms | 0 - 196 MB | NPU
140
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 15.677 ms | 1 - 5 MB | NPU
141
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 10.865 ms | 1 - 174 MB | NPU
142
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 5.787 ms | 1 - 10 MB | NPU
143
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 8.641 ms | 0 - 196 MB | NPU
144
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 6.706 ms | 0 - 5 MB | NPU
145
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.865 ms | 1 - 174 MB | NPU
146
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 35.336 ms | 1 - 188 MB | NPU
147
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.84 ms | 1 - 182 MB | NPU
148
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.765 ms | 0 - 172 MB | NPU
149
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.243 ms | 1 - 184 MB | NPU
150
+ | Segformer-Base | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.841 ms | 0 - 178 MB | NPU
151
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS7790 | 6.84 ms | 1 - 182 MB | NPU
152
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS8750 | 2.841 ms | 0 - 178 MB | NPU
153
+ | Segformer-Base | QNN_DLC | w8a8 | Qualcomm® QCS7181 | 6.363 ms | 1 - 1 MB | NPU
154
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.521 ms | 9 - 241 MB | NPU
155
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 29.561 ms | 9 - 234 MB | NPU
156
+ | Segformer-Base | TFLITE | float | Qualcomm® QCS8275 | 48.908 ms | 10 - 200 MB | NPU
157
+ | Segformer-Base | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 22.647 ms | 9 - 12 MB | NPU
158
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8775P | 99.841 ms | 10 - 40 MB | GPU
159
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8650P | 99.841 ms | 10 - 40 MB | GPU
160
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8255P | 99.841 ms | 10 - 40 MB | GPU
161
+ | Segformer-Base | TFLITE | float | Qualcomm® QCS8450 | 29.561 ms | 9 - 234 MB | NPU
162
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Mobile | 13.299 ms | 9 - 205 MB | NPU
163
+ | Segformer-Base | TFLITE | float | Qualcomm® SA7255P | 48.908 ms | 10 - 200 MB | NPU
164
+ | Segformer-Base | TFLITE | float | Qualcomm® SA8295P | 27.821 ms | 9 - 203 MB | NPU
165
+ | Segformer-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.644 ms | 8 - 200 MB | NPU
166
+ | Segformer-Base | TFLITE | float | Qualcomm® QCS9075 | 27.587 ms | 8 - 30 MB | NPU
167
+ | Segformer-Base | TFLITE | float | Qualcomm® QCS8750 | 13.299 ms | 9 - 205 MB | NPU
168
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.108 ms | 2 - 212 MB | NPU
169
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.13 ms | 0 - 208 MB | NPU
170
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS6490 | 110.956 ms | 15 - 50 MB | NPU
171
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8275 | 18.289 ms | 2 - 179 MB | NPU
172
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 10.124 ms | 2 - 5 MB | NPU
173
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8775P | 106.739 ms | 15 - 47 MB | GPU
174
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8650P | 106.739 ms | 15 - 47 MB | GPU
175
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8255P | 106.739 ms | 15 - 47 MB | GPU
176
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.13 ms | 0 - 208 MB | NPU
177
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS9075 | 10.652 ms | 2 - 12 MB | NPU
178
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA7255P | 18.289 ms | 2 - 179 MB | NPU
179
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCM6690 | 95.14 ms | 13 - 185 MB | NPU
180
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 38.935 ms | 15 - 73 MB | NPU
181
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® SA8295P | 12.874 ms | 2 - 184 MB | NPU
182
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.547 ms | 2 - 182 MB | NPU
183
+ | Segformer-Base | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 5.723 ms | 0 - 177 MB | NPU
184
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS7790 | 38.935 ms | 15 - 73 MB | NPU
185
+ | Segformer-Base | TFLITE | w8a8 | Qualcomm® QCS8750 | 5.723 ms | 0 - 177 MB | NPU
186
 
187
  ## License
188
  * The license for the original implementation of Segformer-Base can be found
release_assets.json CHANGED
@@ -1,68 +1,68 @@
1
  {
2
- "version": "0.55.0",
3
  "precisions": {
4
- "float": {
5
  "universal_assets": {
6
  "tflite": {
7
  "tool_versions": {
8
  "qairt": "2.45.0.260326154327",
9
- "litert": "1.4.3"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-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/segformer_base/releases/v0.55.0/segformer_base-qnn_dlc-float.zip"
18
  },
19
  "onnx": {
20
  "tool_versions": {
21
- "qairt": "2.42.0.251225135753_193295",
22
  "onnx_runtime": "1.25.0"
23
  },
24
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-onnx-float.zip"
25
  }
26
  }
27
  },
28
- "w8a16": {
29
  "universal_assets": {
 
 
 
 
 
 
 
30
  "qnn_dlc": {
31
  "tool_versions": {
32
  "qairt": "2.45.0.260326154327"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-qnn_dlc-w8a16.zip"
35
  },
36
  "onnx": {
37
  "tool_versions": {
38
- "qairt": "2.42.0.251225135753_193295",
39
  "onnx_runtime": "1.25.0"
40
  },
41
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-onnx-w8a16.zip"
42
  }
43
  }
44
  },
45
- "w8a8": {
46
  "universal_assets": {
47
- "tflite": {
48
- "tool_versions": {
49
- "qairt": "2.45.0.260326154327",
50
- "litert": "1.4.3"
51
- },
52
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-tflite-w8a8.zip"
53
- },
54
  "qnn_dlc": {
55
  "tool_versions": {
56
  "qairt": "2.45.0.260326154327"
57
  },
58
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-qnn_dlc-w8a8.zip"
59
  },
60
  "onnx": {
61
  "tool_versions": {
62
- "qairt": "2.42.0.251225135753_193295",
63
  "onnx_runtime": "1.25.0"
64
  },
65
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.55.0/segformer_base-onnx-w8a8.zip"
66
  }
67
  }
68
  }
 
1
  {
2
+ "version": "0.56.0",
3
  "precisions": {
4
+ "w8a8": {
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/segformer_base/releases/v0.56.0/segformer_base-tflite-w8a8.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/segformer_base/releases/v0.56.0/segformer_base-qnn_dlc-w8a8.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/segformer_base/releases/v0.56.0/segformer_base-onnx-w8a8.zip"
25
  }
26
  }
27
  },
28
+ "float": {
29
  "universal_assets": {
30
+ "tflite": {
31
+ "tool_versions": {
32
+ "qairt": "2.45.0.260326154327",
33
+ "litert": "1.4.4"
34
+ },
35
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-tflite-float.zip"
36
+ },
37
  "qnn_dlc": {
38
  "tool_versions": {
39
  "qairt": "2.45.0.260326154327"
40
  },
41
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-qnn_dlc-float.zip"
42
  },
43
  "onnx": {
44
  "tool_versions": {
45
+ "qairt": "2.45.0.260326154327",
46
  "onnx_runtime": "1.25.0"
47
  },
48
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-onnx-float.zip"
49
  }
50
  }
51
  },
52
+ "w8a16": {
53
  "universal_assets": {
 
 
 
 
 
 
 
54
  "qnn_dlc": {
55
  "tool_versions": {
56
  "qairt": "2.45.0.260326154327"
57
  },
58
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-qnn_dlc-w8a16.zip"
59
  },
60
  "onnx": {
61
  "tool_versions": {
62
+ "qairt": "2.45.0.260326154327",
63
  "onnx_runtime": "1.25.0"
64
  },
65
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/segformer_base/releases/v0.56.0/segformer_base-onnx-w8a16.zip"
66
  }
67
  }
68
  }