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BGNet

Image Segmentation
PyTorch
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android
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v0.48.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.48.0 for changelog.

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  1. README.md +82 -82
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: image-segmentation
15
  BGNet or Boundary-Guided Network, is a model designed for camouflaged object detection. It leverages edge semantics to enhance the representation learning process, making it more effective at identifying objects that blend into their surroundings
16
 
17
  This is based on the implementation of BGNet found [here](https://github.com/thograce/bgnet).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/bgnet) 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
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
- Use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/bgnet) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
- See our repository for [BGNet on GitHub](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/bgnet) for usage instructions.
30
 
31
 
32
  ## Model Details
@@ -42,85 +42,85 @@ See our repository for [BGNet on GitHub](https://github.com/quic/ai-hub-models/b
42
  ## Performance Summary
43
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
44
  |---|---|---|---|---|---|---
45
- | BGNet | ONNX | float | Snapdragon® X Elite | 19.578 ms | 153 - 153 MB | NPU
46
- | BGNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 13.995 ms | 2 - 319 MB | NPU
47
- | BGNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 19.168 ms | 0 - 522 MB | NPU
48
- | BGNet | ONNX | float | Qualcomm® QCS9075 | 36.326 ms | 3 - 7 MB | NPU
49
- | BGNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.407 ms | 3 - 245 MB | NPU
50
- | BGNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.095 ms | 3 - 256 MB | NPU
51
- | BGNet | ONNX | float | Snapdragon® X2 Elite | 9.934 ms | 154 - 154 MB | NPU
52
- | BGNet | ONNX | w8a16 | Snapdragon® X Elite | 12.145 ms | 78 - 78 MB | NPU
53
- | BGNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 8.575 ms | 0 - 405 MB | NPU
54
- | BGNet | ONNX | w8a16 | Qualcomm® QCS6490 | 2704.023 ms | 340 - 388 MB | CPU
55
- | BGNet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 11.612 ms | 0 - 85 MB | NPU
56
- | BGNet | ONNX | w8a16 | Qualcomm® QCS9075 | 13.88 ms | 1 - 4 MB | NPU
57
- | BGNet | ONNX | w8a16 | Qualcomm® QCM6690 | 1290.238 ms | 289 - 304 MB | CPU
58
- | BGNet | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.946 ms | 2 - 260 MB | NPU
59
- | BGNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1288.239 ms | 247 - 258 MB | CPU
60
- | BGNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.894 ms | 2 - 271 MB | NPU
61
- | BGNet | ONNX | w8a16 | Snapdragon® X2 Elite | 6.22 ms | 78 - 78 MB | NPU
62
- | BGNet | ONNX | w8a8 | Snapdragon® X Elite | 6.965 ms | 77 - 77 MB | NPU
63
- | BGNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.55 ms | 0 - 338 MB | NPU
64
- | BGNet | ONNX | w8a8 | Qualcomm® QCS6490 | 437.421 ms | 48 - 151 MB | CPU
65
- | BGNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 6.779 ms | 0 - 83 MB | NPU
66
- | BGNet | ONNX | w8a8 | Qualcomm® QCS9075 | 7.246 ms | 0 - 4 MB | NPU
67
- | BGNet | ONNX | w8a8 | Qualcomm® QCM6690 | 397.068 ms | 28 - 43 MB | CPU
68
- | BGNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.87 ms | 0 - 228 MB | NPU
69
- | BGNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 337.047 ms | 0 - 14 MB | CPU
70
- | BGNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.231 ms | 0 - 230 MB | NPU
71
- | BGNet | ONNX | w8a8 | Snapdragon® X2 Elite | 2.993 ms | 77 - 77 MB | NPU
72
- | BGNet | QNN_DLC | float | Snapdragon® X Elite | 19.985 ms | 2 - 2 MB | NPU
73
- | BGNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 14.312 ms | 2 - 314 MB | NPU
74
- | BGNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 115.242 ms | 2 - 238 MB | NPU
75
- | BGNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 19.475 ms | 2 - 4 MB | NPU
76
- | BGNet | QNN_DLC | float | Qualcomm® SA8775P | 145.877 ms | 2 - 237 MB | NPU
77
- | BGNet | QNN_DLC | float | Qualcomm® QCS9075 | 37.186 ms | 4 - 8 MB | NPU
78
- | BGNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 39.181 ms | 0 - 258 MB | NPU
79
- | BGNet | QNN_DLC | float | Qualcomm® SA7255P | 115.242 ms | 2 - 238 MB | NPU
80
- | BGNet | QNN_DLC | float | Qualcomm® SA8295P | 33.952 ms | 2 - 195 MB | NPU
81
- | BGNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.476 ms | 2 - 237 MB | NPU
82
- | BGNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.77 ms | 2 - 245 MB | NPU
83
- | BGNet | QNN_DLC | float | Snapdragon® X2 Elite | 10.067 ms | 2 - 2 MB | NPU
84
- | BGNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 13.023 ms | 1 - 1 MB | NPU
85
- | BGNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 9.092 ms | 1 - 392 MB | NPU
86
- | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 61.652 ms | 1 - 4 MB | NPU
87
- | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 36.561 ms | 1 - 258 MB | NPU
88
- | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 12.476 ms | 1 - 3 MB | NPU
89
- | BGNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 12.814 ms | 1 - 259 MB | NPU
90
- | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 15.092 ms | 1 - 4 MB | NPU
91
- | BGNet | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 276.575 ms | 1 - 363 MB | NPU
92
- | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 20.864 ms | 0 - 376 MB | NPU
93
- | BGNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 36.561 ms | 1 - 258 MB | NPU
94
- | BGNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 20.527 ms | 1 - 258 MB | NPU
95
- | BGNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.909 ms | 1 - 252 MB | NPU
96
- | BGNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 23.08 ms | 1 - 344 MB | NPU
97
- | BGNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.907 ms | 1 - 258 MB | NPU
98
- | BGNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 7.068 ms | 1 - 1 MB | NPU
99
- | BGNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.419 ms | 0 - 0 MB | NPU
100
- | BGNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.373 ms | 0 - 319 MB | NPU
101
- | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 26.899 ms | 2 - 5 MB | NPU
102
- | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 17.839 ms | 1 - 213 MB | NPU
103
- | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 6.183 ms | 1 - 20 MB | NPU
104
- | BGNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.56 ms | 1 - 213 MB | NPU
105
- | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 7.368 ms | 1 - 3 MB | NPU
106
- | BGNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 100.396 ms | 1 - 293 MB | NPU
107
- | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 9.573 ms | 0 - 321 MB | NPU
108
- | BGNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 17.839 ms | 1 - 213 MB | NPU
109
- | BGNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 10.016 ms | 0 - 215 MB | NPU
110
- | BGNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.529 ms | 1 - 212 MB | NPU
111
- | BGNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 10.467 ms | 1 - 287 MB | NPU
112
- | BGNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.855 ms | 1 - 213 MB | NPU
113
- | BGNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.15 ms | 1 - 1 MB | NPU
114
- | BGNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 14.464 ms | 1 - 455 MB | NPU
115
- | BGNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 113.916 ms | 1 - 299 MB | NPU
116
- | BGNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 19.864 ms | 1 - 3 MB | NPU
117
- | BGNet | TFLITE | float | Qualcomm® SA8775P | 31.991 ms | 1 - 299 MB | NPU
118
- | BGNet | TFLITE | float | Qualcomm® QCS9075 | 34.931 ms | 1 - 159 MB | NPU
119
- | BGNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 37.053 ms | 1 - 416 MB | NPU
120
- | BGNet | TFLITE | float | Qualcomm® SA7255P | 113.916 ms | 1 - 299 MB | NPU
121
- | BGNet | TFLITE | float | Qualcomm® SA8295P | 32.769 ms | 1 - 261 MB | NPU
122
- | BGNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.576 ms | 0 - 299 MB | NPU
123
- | BGNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.65 ms | 1 - 306 MB | NPU
124
 
125
  ## License
126
  * The license for the original implementation of BGNet can be found
 
15
  BGNet or Boundary-Guided Network, is a model designed for camouflaged object detection. It leverages edge semantics to enhance the representation learning process, making it more effective at identifying objects that blend into their surroundings
16
 
17
  This is based on the implementation of BGNet found [here](https://github.com/thograce/bgnet).
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/main/qai_hub_models/models/bgnet) 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
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/bgnet) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
+ See our repository for [BGNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/bgnet) for usage instructions.
30
 
31
 
32
  ## Model Details
 
42
  ## Performance Summary
43
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
44
  |---|---|---|---|---|---|---
45
+ | BGNet | ONNX | float | Snapdragon® X2 Elite | 9.954 ms | 154 - 154 MB | NPU
46
+ | BGNet | ONNX | float | Snapdragon® X Elite | 19.496 ms | 153 - 153 MB | NPU
47
+ | BGNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 14.041 ms | 3 - 323 MB | NPU
48
+ | BGNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 19.222 ms | 0 - 162 MB | NPU
49
+ | BGNet | ONNX | float | Qualcomm® QCS9075 | 35.939 ms | 2 - 6 MB | NPU
50
+ | BGNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.398 ms | 3 - 248 MB | NPU
51
+ | BGNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.097 ms | 3 - 255 MB | NPU
52
+ | BGNet | ONNX | w8a16 | Snapdragon® X2 Elite | 6.204 ms | 78 - 78 MB | NPU
53
+ | BGNet | ONNX | w8a16 | Snapdragon® X Elite | 12.1 ms | 78 - 78 MB | NPU
54
+ | BGNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 8.513 ms | 0 - 404 MB | NPU
55
+ | BGNet | ONNX | w8a16 | Qualcomm® QCS6490 | 2711.244 ms | 337 - 385 MB | CPU
56
+ | BGNet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 11.599 ms | 0 - 83 MB | NPU
57
+ | BGNet | ONNX | w8a16 | Qualcomm® QCS9075 | 13.94 ms | 1 - 4 MB | NPU
58
+ | BGNet | ONNX | w8a16 | Qualcomm® QCM6690 | 1290.656 ms | 290 - 304 MB | CPU
59
+ | BGNet | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.925 ms | 0 - 258 MB | NPU
60
+ | BGNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1290.658 ms | 246 - 258 MB | CPU
61
+ | BGNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.897 ms | 2 - 271 MB | NPU
62
+ | BGNet | ONNX | w8a8 | Snapdragon® X2 Elite | 2.957 ms | 77 - 77 MB | NPU
63
+ | BGNet | ONNX | w8a8 | Snapdragon® X Elite | 6.975 ms | 77 - 77 MB | NPU
64
+ | BGNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.593 ms | 0 - 338 MB | NPU
65
+ | BGNet | ONNX | w8a8 | Qualcomm® QCS6490 | 442.79 ms | 52 - 150 MB | CPU
66
+ | BGNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 6.811 ms | 0 - 84 MB | NPU
67
+ | BGNet | ONNX | w8a8 | Qualcomm® QCS9075 | 7.242 ms | 0 - 4 MB | NPU
68
+ | BGNet | ONNX | w8a8 | Qualcomm® QCM6690 | 384.179 ms | 28 - 44 MB | CPU
69
+ | BGNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.869 ms | 0 - 229 MB | NPU
70
+ | BGNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 336.616 ms | 0 - 14 MB | CPU
71
+ | BGNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.908 ms | 0 - 230 MB | NPU
72
+ | BGNet | QNN_DLC | float | Snapdragon® X2 Elite | 10.014 ms | 2 - 2 MB | NPU
73
+ | BGNet | QNN_DLC | float | Snapdragon® X Elite | 19.991 ms | 2 - 2 MB | NPU
74
+ | BGNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 14.183 ms | 0 - 310 MB | NPU
75
+ | BGNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 115.237 ms | 2 - 238 MB | NPU
76
+ | BGNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 19.489 ms | 2 - 141 MB | NPU
77
+ | BGNet | QNN_DLC | float | Qualcomm® SA8775P | 31.72 ms | 2 - 238 MB | NPU
78
+ | BGNet | QNN_DLC | float | Qualcomm® QCS9075 | 37.525 ms | 4 - 8 MB | NPU
79
+ | BGNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 38.772 ms | 0 - 258 MB | NPU
80
+ | BGNet | QNN_DLC | float | Qualcomm® SA7255P | 115.237 ms | 2 - 238 MB | NPU
81
+ | BGNet | QNN_DLC | float | Qualcomm® SA8295P | 33.991 ms | 2 - 195 MB | NPU
82
+ | BGNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.09 ms | 2 - 237 MB | NPU
83
+ | BGNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.765 ms | 2 - 247 MB | NPU
84
+ | BGNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 7.033 ms | 1 - 1 MB | NPU
85
+ | BGNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 13.013 ms | 1 - 1 MB | NPU
86
+ | BGNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 9.115 ms | 0 - 392 MB | NPU
87
+ | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 61.566 ms | 3 - 6 MB | NPU
88
+ | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 36.566 ms | 1 - 258 MB | NPU
89
+ | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 12.481 ms | 1 - 3 MB | NPU
90
+ | BGNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 12.797 ms | 1 - 259 MB | NPU
91
+ | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 15.13 ms | 3 - 6 MB | NPU
92
+ | BGNet | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 200.797 ms | 1 - 362 MB | NPU
93
+ | BGNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 20.977 ms | 0 - 375 MB | NPU
94
+ | BGNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 36.566 ms | 1 - 258 MB | NPU
95
+ | BGNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 20.514 ms | 0 - 257 MB | NPU
96
+ | BGNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.918 ms | 1 - 249 MB | NPU
97
+ | BGNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 23.244 ms | 1 - 342 MB | NPU
98
+ | BGNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.9 ms | 1 - 258 MB | NPU
99
+ | BGNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.154 ms | 1 - 1 MB | NPU
100
+ | BGNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.422 ms | 0 - 0 MB | NPU
101
+ | BGNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.361 ms | 0 - 319 MB | NPU
102
+ | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 26.658 ms | 1 - 3 MB | NPU
103
+ | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 17.832 ms | 1 - 213 MB | NPU
104
+ | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 6.174 ms | 1 - 2 MB | NPU
105
+ | BGNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.553 ms | 1 - 213 MB | NPU
106
+ | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 7.332 ms | 0 - 3 MB | NPU
107
+ | BGNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 116.773 ms | 1 - 291 MB | NPU
108
+ | BGNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 9.56 ms | 0 - 319 MB | NPU
109
+ | BGNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 17.832 ms | 1 - 213 MB | NPU
110
+ | BGNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 9.988 ms | 0 - 215 MB | NPU
111
+ | BGNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.532 ms | 1 - 214 MB | NPU
112
+ | BGNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 10.468 ms | 1 - 285 MB | NPU
113
+ | BGNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.856 ms | 1 - 214 MB | NPU
114
+ | BGNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 14.449 ms | 1 - 455 MB | NPU
115
+ | BGNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 113.907 ms | 1 - 299 MB | NPU
116
+ | BGNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 19.771 ms | 1 - 3 MB | NPU
117
+ | BGNet | TFLITE | float | Qualcomm® SA8775P | 31.971 ms | 1 - 299 MB | NPU
118
+ | BGNet | TFLITE | float | Qualcomm® QCS9075 | 34.948 ms | 0 - 159 MB | NPU
119
+ | BGNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 36.998 ms | 1 - 415 MB | NPU
120
+ | BGNet | TFLITE | float | Qualcomm® SA7255P | 113.907 ms | 1 - 299 MB | NPU
121
+ | BGNet | TFLITE | float | Qualcomm® SA8295P | 32.757 ms | 1 - 260 MB | NPU
122
+ | BGNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.58 ms | 0 - 300 MB | NPU
123
+ | BGNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.66 ms | 0 - 305 MB | NPU
124
 
125
  ## License
126
  * The license for the original implementation of BGNet can be found