Hugging Face's logo

qualcomm
/
BiseNet

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
d48e459
·
verified ·
1 Parent(s): 1b71f0c

v0.47.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

Files changed (1) hide show
  1. README.md +73 -69
README.md CHANGED
@@ -28,12 +28,12 @@ Below are pre-exported model assets ready for deployment.
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.46.0/bisenet-onnx-float.zip)
32
- | ONNX | w8a8 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.46.0/bisenet-onnx-w8a8.zip)
33
- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.46.0/bisenet-qnn_dlc-float.zip)
34
- | QNN_DLC | w8a8 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.46.0/bisenet-qnn_dlc-w8a8.zip)
35
- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.46.0/bisenet-tflite-float.zip)
36
- | TFLITE | w8a8 | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.46.0/bisenet-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[BiseNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/bisenet)**.
39
 
@@ -63,69 +63,73 @@ See our repository for [BiseNet on GitHub](https://github.com/quic/ai-hub-models
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | BiseNet | ONNX | float | Snapdragon® X Elite | 31.468 ms | 66 - 66 MB | NPU
67
- | BiseNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 26.195 ms | 73 - 270 MB | NPU
68
- | BiseNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 32.87 ms | 63 - 86 MB | NPU
69
- | BiseNet | ONNX | float | Qualcomm® QCS9075 | 51.221 ms | 8 - 11 MB | NPU
70
- | BiseNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.854 ms | 71 - 211 MB | NPU
71
- | BiseNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 15.173 ms | 56 - 204 MB | NPU
72
- | BiseNet | ONNX | w8a8 | Snapdragon® X Elite | 8.703 ms | 19 - 19 MB | NPU
73
- | BiseNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.962 ms | 18 - 210 MB | NPU
74
- | BiseNet | ONNX | w8a8 | Qualcomm® QCS6490 | 236.082 ms | 223 - 236 MB | CPU
75
- | BiseNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 8.607 ms | 16 - 45 MB | NPU
76
- | BiseNet | ONNX | w8a8 | Qualcomm® QCS9075 | 10.345 ms | 18 - 21 MB | NPU
77
- | BiseNet | ONNX | w8a8 | Qualcomm® QCM6690 | 232.957 ms | 132 - 139 MB | CPU
78
- | BiseNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.798 ms | 17 - 164 MB | NPU
79
- | BiseNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 204.645 ms | 212 - 219 MB | CPU
80
- | BiseNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.743 ms | 0 - 151 MB | NPU
81
- | BiseNet | QNN_DLC | float | Snapdragon® X Elite | 28.927 ms | 8 - 8 MB | NPU
82
- | BiseNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 20.22 ms | 8 - 285 MB | NPU
83
- | BiseNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 107.749 ms | 2 - 194 MB | NPU
84
- | BiseNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 28.517 ms | 8 - 10 MB | NPU
85
- | BiseNet | QNN_DLC | float | Qualcomm® SA8775P | 38.769 ms | 1 - 188 MB | NPU
86
- | BiseNet | QNN_DLC | float | Qualcomm® QCS9075 | 55.43 ms | 8 - 49 MB | NPU
87
- | BiseNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 59.857 ms | 8 - 277 MB | NPU
88
- | BiseNet | QNN_DLC | float | Qualcomm® SA7255P | 107.749 ms | 2 - 194 MB | NPU
89
- | BiseNet | QNN_DLC | float | Qualcomm® SA8295P | 44.137 ms | 0 - 213 MB | NPU
90
- | BiseNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 15.012 ms | 8 - 262 MB | NPU
91
- | BiseNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.918 ms | 6 - 284 MB | NPU
92
- | BiseNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 10.122 ms | 2 - 2 MB | NPU
93
- | BiseNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.747 ms | 2 - 233 MB | NPU
94
- | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 40.586 ms | 2 - 14 MB | NPU
95
- | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 20.155 ms | 2 - 182 MB | NPU
96
- | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 9.474 ms | 2 - 4 MB | NPU
97
- | BiseNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 10.25 ms | 2 - 183 MB | NPU
98
- | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 13.068 ms | 2 - 14 MB | NPU
99
- | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 90.291 ms | 2 - 206 MB | NPU
100
- | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 16.163 ms | 2 - 231 MB | NPU
101
- | BiseNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.155 ms | 2 - 182 MB | NPU
102
- | BiseNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 12.588 ms | 2 - 185 MB | NPU
103
- | BiseNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 5.175 ms | 2 - 192 MB | NPU
104
- | BiseNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.403 ms | 2 - 198 MB | NPU
105
- | BiseNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.278 ms | 2 - 193 MB | NPU
106
- | BiseNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 20.372 ms | 31 - 310 MB | NPU
107
- | BiseNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 105.404 ms | 32 - 247 MB | NPU
108
- | BiseNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 27.811 ms | 32 - 34 MB | NPU
109
- | BiseNet | TFLITE | float | Qualcomm® SA8775P | 37.795 ms | 32 - 246 MB | NPU
110
- | BiseNet | TFLITE | float | Qualcomm® QCS9075 | 54.488 ms | 0 - 66 MB | NPU
111
- | BiseNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 59.939 ms | 32 - 307 MB | NPU
112
- | BiseNet | TFLITE | float | Qualcomm® SA7255P | 105.404 ms | 32 - 247 MB | NPU
113
- | BiseNet | TFLITE | float | Qualcomm® SA8295P | 44.229 ms | 23 - 237 MB | NPU
114
- | BiseNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 15.177 ms | 30 - 288 MB | NPU
115
- | BiseNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.908 ms | 30 - 309 MB | NPU
116
- | BiseNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.658 ms | 7 - 240 MB | NPU
117
- | BiseNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 47.105 ms | 6 - 30 MB | NPU
118
- | BiseNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 20.753 ms | 0 - 182 MB | NPU
119
- | BiseNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 12.154 ms | 0 - 110 MB | NPU
120
- | BiseNet | TFLITE | w8a8 | Qualcomm® SA8775P | 12.707 ms | 0 - 183 MB | NPU
121
- | BiseNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 13.12 ms | 8 - 32 MB | NPU
122
- | BiseNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 101.835 ms | 6 - 209 MB | NPU
123
- | BiseNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 16.289 ms | 8 - 238 MB | NPU
124
- | BiseNet | TFLITE | w8a8 | Qualcomm® SA7255P | 20.753 ms | 0 - 182 MB | NPU
125
- | BiseNet | TFLITE | w8a8 | Qualcomm® SA8295P | 15.152 ms | 8 - 194 MB | NPU
126
- | BiseNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.588 ms | 6 - 200 MB | NPU
127
- | BiseNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 15.957 ms | 0 - 199 MB | NPU
128
- | BiseNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 5.515 ms | 6 - 199 MB | NPU
 
 
 
 
129
 
130
  ## License
131
  * The license for the original implementation of BiseNet can be found
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.47.0/bisenet-onnx-float.zip)
32
+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.47.0/bisenet-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.47.0/bisenet-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.47.0/bisenet-qnn_dlc-w8a8.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.47.0/bisenet-tflite-float.zip)
36
+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/bisenet/releases/v0.47.0/bisenet-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[BiseNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/bisenet)**.
39
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | BiseNet | ONNX | float | Snapdragon® X Elite | 30.848 ms | 66 - 66 MB | NPU
67
+ | BiseNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 25.504 ms | 73 - 318 MB | NPU
68
+ | BiseNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 32.063 ms | 71 - 79 MB | NPU
69
+ | BiseNet | ONNX | float | Qualcomm® QCS9075 | 49.312 ms | 8 - 11 MB | NPU
70
+ | BiseNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.153 ms | 65 - 251 MB | NPU
71
+ | BiseNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 15.113 ms | 56 - 255 MB | NPU
72
+ | BiseNet | ONNX | float | Snapdragon® X2 Elite | 15.48 ms | 64 - 64 MB | NPU
73
+ | BiseNet | ONNX | w8a8 | Snapdragon® X Elite | 8.661 ms | 19 - 19 MB | NPU
74
+ | BiseNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.979 ms | 18 - 257 MB | NPU
75
+ | BiseNet | ONNX | w8a8 | Qualcomm® QCS6490 | 239.497 ms | 224 - 236 MB | CPU
76
+ | BiseNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 8.315 ms | 16 - 22 MB | NPU
77
+ | BiseNet | ONNX | w8a8 | Qualcomm® QCS9075 | 10.171 ms | 18 - 21 MB | NPU
78
+ | BiseNet | ONNX | w8a8 | Qualcomm® QCM6690 | 229.436 ms | 230 - 238 MB | CPU
79
+ | BiseNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.752 ms | 18 - 218 MB | NPU
80
+ | BiseNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 216.926 ms | 250 - 258 MB | CPU
81
+ | BiseNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.811 ms | 18 - 219 MB | NPU
82
+ | BiseNet | ONNX | w8a8 | Snapdragon® X2 Elite | 3.761 ms | 17 - 17 MB | NPU
83
+ | BiseNet | QNN_DLC | float | Snapdragon® X Elite | 28.586 ms | 8 - 8 MB | NPU
84
+ | BiseNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 20.622 ms | 8 - 285 MB | NPU
85
+ | BiseNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 107.61 ms | 2 - 190 MB | NPU
86
+ | BiseNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 28.399 ms | 8 - 10 MB | NPU
87
+ | BiseNet | QNN_DLC | float | Qualcomm® SA8775P | 38.899 ms | 1 - 189 MB | NPU
88
+ | BiseNet | QNN_DLC | float | Qualcomm® QCS9075 | 55.932 ms | 8 - 49 MB | NPU
89
+ | BiseNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 59.788 ms | 8 - 277 MB | NPU
90
+ | BiseNet | QNN_DLC | float | Qualcomm® SA7255P | 107.61 ms | 2 - 190 MB | NPU
91
+ | BiseNet | QNN_DLC | float | Qualcomm® SA8295P | 44.235 ms | 0 - 212 MB | NPU
92
+ | BiseNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 15.769 ms | 0 - 222 MB | NPU
93
+ | BiseNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.716 ms | 8 - 286 MB | NPU
94
+ | BiseNet | QNN_DLC | float | Snapdragon® X2 Elite | 14.51 ms | 8 - 8 MB | NPU
95
+ | BiseNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 10.129 ms | 2 - 2 MB | NPU
96
+ | BiseNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.686 ms | 2 - 231 MB | NPU
97
+ | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 40.354 ms | 1 - 13 MB | NPU
98
+ | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 20.012 ms | 2 - 182 MB | NPU
99
+ | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 9.516 ms | 2 - 4 MB | NPU
100
+ | BiseNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 10.243 ms | 2 - 183 MB | NPU
101
+ | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 13.131 ms | 1 - 12 MB | NPU
102
+ | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 89.126 ms | 2 - 206 MB | NPU
103
+ | BiseNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 16.144 ms | 2 - 231 MB | NPU
104
+ | BiseNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.012 ms | 2 - 182 MB | NPU
105
+ | BiseNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 12.698 ms | 2 - 185 MB | NPU
106
+ | BiseNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 5.175 ms | 2 - 191 MB | NPU
107
+ | BiseNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.349 ms | 2 - 201 MB | NPU
108
+ | BiseNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.297 ms | 2 - 193 MB | NPU
109
+ | BiseNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 4.918 ms | 2 - 2 MB | NPU
110
+ | BiseNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 20.464 ms | 31 - 288 MB | NPU
111
+ | BiseNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 105.803 ms | 32 - 247 MB | NPU
112
+ | BiseNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 28.692 ms | 32 - 34 MB | NPU
113
+ | BiseNet | TFLITE | float | Qualcomm® SA8775P | 37.637 ms | 32 - 247 MB | NPU
114
+ | BiseNet | TFLITE | float | Qualcomm® QCS9075 | 55.884 ms | 0 - 66 MB | NPU
115
+ | BiseNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 61.614 ms | 32 - 306 MB | NPU
116
+ | BiseNet | TFLITE | float | Qualcomm® SA7255P | 105.803 ms | 32 - 247 MB | NPU
117
+ | BiseNet | TFLITE | float | Qualcomm® SA8295P | 44.076 ms | 32 - 247 MB | NPU
118
+ | BiseNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 15.878 ms | 30 - 253 MB | NPU
119
+ | BiseNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.63 ms | 30 - 309 MB | NPU
120
+ | BiseNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.825 ms | 6 - 237 MB | NPU
121
+ | BiseNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 47.441 ms | 7 - 31 MB | NPU
122
+ | BiseNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 20.873 ms | 8 - 190 MB | NPU
123
+ | BiseNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 11.978 ms | 8 - 205 MB | NPU
124
+ | BiseNet | TFLITE | w8a8 | Qualcomm® SA8775P | 12.861 ms | 8 - 191 MB | NPU
125
+ | BiseNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 13.153 ms | 4 - 28 MB | NPU
126
+ | BiseNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 92.741 ms | 7 - 211 MB | NPU
127
+ | BiseNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 16.253 ms | 8 - 238 MB | NPU
128
+ | BiseNet | TFLITE | w8a8 | Qualcomm® SA7255P | 20.873 ms | 8 - 190 MB | NPU
129
+ | BiseNet | TFLITE | w8a8 | Qualcomm® SA8295P | 15.329 ms | 8 - 193 MB | NPU
130
+ | BiseNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.742 ms | 6 - 196 MB | NPU
131
+ | BiseNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 15.908 ms | 0 - 199 MB | NPU
132
+ | BiseNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 5.519 ms | 6 - 200 MB | NPU
133
 
134
  ## License
135
  * The license for the original implementation of BiseNet can be found