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DeepLabXception

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v0.59.0

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

Files changed (2) hide show
  1. README.md +100 -103
  2. release_assets.json +15 -17
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-segmentation
15
  DeepLabXception is a semantic segmentation model supporting multiple backbones like ResNet-101 and Xception, with flexible dataset compatibility including COCO, VOC, and Cityscapes.
16
 
17
  This is based on the implementation of DeepLabXception found [here](https://github.com/LikeLy-Journey/SegmenTron).
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/deeplab_xception) 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
 
@@ -28,26 +28,26 @@ Below are pre-exported model assets ready for deployment.
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  | 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/deeplab_xception/releases/v0.58.0/deeplab_xception-onnx-float.zip)
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- | 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/deeplab_xception/releases/v0.58.0/deeplab_xception-onnx-w8a8.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.58.0/deeplab_xception-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.58.0/deeplab_xception-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.58.0/deeplab_xception-tflite-float.zip)
36
- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.58.0/deeplab_xception-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[DeepLabXception on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deeplab_xception)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/deeplab_xception) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
- See our repository for [DeepLabXception on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/deeplab_xception) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -63,102 +63,99 @@ See our repository for [DeepLabXception on GitHub](https://github.com/qualcomm/a
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | DeepLabXception | ONNX | float | Snapdragon® X2 Elite | 10.45 ms | 3 - 3 MB | NPU
67
- | DeepLabXception | ONNX | float | Snapdragon® X Elite | 22.92 ms | 86 - 86 MB | NPU
68
- | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.187 ms | 3 - 361 MB | NPU
69
- | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 50.62 ms | 4 - 357 MB | NPU
70
- | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.867 ms | 0 - 95 MB | NPU
71
- | DeepLabXception | ONNX | float | Qualcomm® QCS8450 | 50.62 ms | 4 - 357 MB | NPU
72
- | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 31.693 ms | 3 - 8 MB | NPU
73
- | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.983 ms | 2 - 254 MB | NPU
74
- | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Mobile | 13.232 ms | 2 - 250 MB | NPU
75
- | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.232 ms | 2 - 250 MB | NPU
76
- | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.92 ms | 86 - 86 MB | NPU
77
- | DeepLabXception | ONNX | w8a8 | Snapdragon® X2 Elite | 3.409 ms | 2 - 2 MB | NPU
78
- | DeepLabXception | ONNX | w8a8 | Snapdragon® X Elite | 7.772 ms | 44 - 44 MB | NPU
79
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.28 ms | 0 - 385 MB | NPU
80
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.49 ms | 1 - 379 MB | NPU
81
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 45.724 ms | 0 - 4 MB | NPU
82
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.455 ms | 1 - 4 MB | NPU
83
- | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS8450 | 12.49 ms | 1 - 379 MB | NPU
84
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 4.232 ms | 0 - 289 MB | NPU
85
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.747 ms | 1 - 280 MB | NPU
86
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.163 ms | 0 - 298 MB | NPU
87
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.334 ms | 0 - 4 MB | NPU
88
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 91.646 ms | 1 - 309 MB | NPU
89
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.747 ms | 1 - 280 MB | NPU
90
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.232 ms | 0 - 289 MB | NPU
91
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.772 ms | 44 - 44 MB | NPU
92
- | DeepLabXception | QNN_DLC | float | Snapdragon® X2 Elite | 11.514 ms | 3 - 3 MB | NPU
93
- | DeepLabXception | QNN_DLC | float | Snapdragon® X Elite | 22.948 ms | 3 - 3 MB | NPU
94
- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.134 ms | 0 - 352 MB | NPU
95
- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 45.828 ms | 3 - 355 MB | NPU
96
- | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8275 | 112.981 ms | 1 - 244 MB | NPU
97
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.061 ms | 3 - 5 MB | NPU
98
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8775P | 30.632 ms | 0 - 244 MB | NPU
99
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8650P | 30.632 ms | 0 - 244 MB | NPU
100
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8255P | 30.632 ms | 0 - 244 MB | NPU
101
- | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8450 | 45.828 ms | 3 - 355 MB | NPU
102
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 31.45 ms | 3 - 8 MB | NPU
103
- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.645 ms | 3 - 260 MB | NPU
104
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA7255P | 112.981 ms | 1 - 244 MB | NPU
105
- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 12.183 ms | 0 - 250 MB | NPU
106
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8295P | 39.12 ms | 0 - 240 MB | NPU
107
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 12.183 ms | 0 - 250 MB | NPU
108
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.948 ms | 3 - 3 MB | NPU
109
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.858 ms | 1 - 1 MB | NPU
110
  | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X Elite | 8.573 ms | 1 - 1 MB | NPU
111
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.556 ms | 1 - 370 MB | NPU
112
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.676 ms | 1 - 365 MB | NPU
113
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 46.651 ms | 3 - 5 MB | NPU
114
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 20.339 ms | 1 - 283 MB | NPU
115
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.874 ms | 1 - 3 MB | NPU
116
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8775P | 8.076 ms | 1 - 286 MB | NPU
117
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8650P | 8.076 ms | 1 - 286 MB | NPU
118
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8255P | 8.076 ms | 1 - 286 MB | NPU
119
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 13.676 ms | 1 - 365 MB | NPU
120
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 4.367 ms | 1 - 289 MB | NPU
121
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.807 ms | 1 - 277 MB | NPU
122
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.281 ms | 1 - 282 MB | NPU
123
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.775 ms | 3 - 5 MB | NPU
124
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 93.567 ms | 1 - 302 MB | NPU
125
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.339 ms | 1 - 283 MB | NPU
126
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8295P | 12.726 ms | 0 - 279 MB | NPU
127
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.807 ms | 1 - 277 MB | NPU
128
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.367 ms | 1 - 289 MB | NPU
129
  | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 8.573 ms | 1 - 1 MB | NPU
130
- | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.201 ms | 0 - 455 MB | NPU
131
- | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 45.404 ms | 1 - 451 MB | NPU
132
- | DeepLabXception | TFLITE | float | Qualcomm® QCS8275 | 113.151 ms | 1 - 343 MB | NPU
133
- | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.309 ms | 0 - 3 MB | NPU
134
- | DeepLabXception | TFLITE | float | Qualcomm® SA8775P | 30.633 ms | 0 - 344 MB | NPU
135
- | DeepLabXception | TFLITE | float | Qualcomm® SA8650P | 30.633 ms | 0 - 344 MB | NPU
136
- | DeepLabXception | TFLITE | float | Qualcomm® SA8255P | 30.633 ms | 0 - 344 MB | NPU
137
- | DeepLabXception | TFLITE | float | Qualcomm® QCS8450 | 45.404 ms | 1 - 451 MB | NPU
138
- | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 31.078 ms | 0 - 93 MB | NPU
139
- | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.292 ms | 0 - 359 MB | NPU
140
- | DeepLabXception | TFLITE | float | Qualcomm® SA7255P | 113.151 ms | 1 - 343 MB | NPU
141
- | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Mobile | 12.237 ms | 0 - 355 MB | NPU
142
- | DeepLabXception | TFLITE | float | Qualcomm® SA8295P | 38.739 ms | 0 - 336 MB | NPU
143
- | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 12.237 ms | 0 - 355 MB | NPU
144
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.989 ms | 0 - 369 MB | NPU
145
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.409 ms | 0 - 359 MB | NPU
146
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 44.859 ms | 0 - 58 MB | NPU
147
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8275 | 19.034 ms | 0 - 284 MB | NPU
148
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.952 ms | 0 - 2 MB | NPU
149
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8775P | 7.275 ms | 0 - 285 MB | NPU
150
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8650P | 7.275 ms | 0 - 285 MB | NPU
151
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8255P | 7.275 ms | 0 - 285 MB | NPU
152
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.409 ms | 0 - 359 MB | NPU
153
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 3.908 ms | 1 - 269 MB | NPU
154
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.178 ms | 0 - 265 MB | NPU
155
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.914 ms | 0 - 285 MB | NPU
156
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.963 ms | 0 - 47 MB | NPU
157
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 91.018 ms | 0 - 291 MB | NPU
158
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA7255P | 19.034 ms | 0 - 284 MB | NPU
159
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8295P | 11.616 ms | 0 - 276 MB | NPU
160
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.178 ms | 0 - 265 MB | NPU
161
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.908 ms | 1 - 269 MB | NPU
 
 
 
 
 
 
 
 
162
 
163
  ## License
164
  * The license for the original implementation of DeepLabXception can be found
 
15
  DeepLabXception is a semantic segmentation model supporting multiple backbones like ResNet-101 and Xception, with flexible dataset compatibility including COCO, VOC, and Cityscapes.
16
 
17
  This is based on the implementation of DeepLabXception found [here](https://github.com/LikeLy-Journey/SegmenTron).
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/deeplab_xception) 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/deeplab_xception/releases/v0.59.0/deeplab_xception-onnx-float.zip)
32
+ | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.59.0/deeplab_xception-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.59.0/deeplab_xception-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.59.0/deeplab_xception-qnn_dlc-w8a8.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.59.0/deeplab_xception-tflite-float.zip)
36
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.59.0/deeplab_xception-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[DeepLabXception on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deeplab_xception)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/deeplab_xception) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
+ See our repository for [DeepLabXception on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/deeplab_xception) for usage instructions.
51
 
52
  ## Model Details
53
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | DeepLabXception | ONNX | float | Snapdragon® X2 Elite | 10.416 ms | 3 - 3 MB | NPU
67
+ | DeepLabXception | ONNX | float | Snapdragon® X Elite | 23.036 ms | 86 - 86 MB | NPU
68
+ | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.073 ms | 0 - 356 MB | NPU
69
+ | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 49.996 ms | 4 - 356 MB | NPU
70
+ | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.03 ms | 0 - 95 MB | NPU
71
+ | DeepLabXception | ONNX | float | Qualcomm® QCS8450 | 49.996 ms | 4 - 356 MB | NPU
72
+ | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 34.389 ms | 3 - 8 MB | NPU
73
+ | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.036 ms | 86 - 86 MB | NPU
74
+ | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.114 ms | 2 - 249 MB | NPU
75
+ | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Mobile | 13.114 ms | 2 - 249 MB | NPU
76
+ | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.905 ms | 2 - 255 MB | NPU
77
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® X2 Elite | 3.4 ms | 2 - 2 MB | NPU
78
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® X Elite | 7.732 ms | 44 - 44 MB | NPU
79
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.283 ms | 1 - 388 MB | NPU
80
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.702 ms | 0 - 377 MB | NPU
81
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 45.874 ms | 0 - 4 MB | NPU
82
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.449 ms | 0 - 50 MB | NPU
83
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS8450 | 12.702 ms | 0 - 377 MB | NPU
84
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.332 ms | 0 - 4 MB | NPU
85
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.732 ms | 44 - 44 MB | NPU
86
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.218 ms | 0 - 288 MB | NPU
87
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 4.218 ms | 0 - 288 MB | NPU
88
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.167 ms | 0 - 298 MB | NPU
89
+ | DeepLabXception | QNN_DLC | float | Snapdragon® X2 Elite | 11.523 ms | 3 - 3 MB | NPU
90
+ | DeepLabXception | QNN_DLC | float | Snapdragon® X Elite | 22.968 ms | 3 - 3 MB | NPU
91
+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.035 ms | 1 - 357 MB | NPU
92
+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 45.83 ms | 3 - 355 MB | NPU
93
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 112.936 ms | 2 - 245 MB | NPU
94
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.014 ms | 3 - 5 MB | NPU
95
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8775P | 30.624 ms | 1 - 245 MB | NPU
96
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8650P | 30.624 ms | 1 - 245 MB | NPU
97
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8255P | 30.624 ms | 1 - 245 MB | NPU
98
+ | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8450 | 45.83 ms | 3 - 355 MB | NPU
99
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 30.941 ms | 3 - 8 MB | NPU
100
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.968 ms | 3 - 3 MB | NPU
101
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 12.355 ms | 3 - 252 MB | NPU
102
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA7255P | 112.936 ms | 2 - 245 MB | NPU
103
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8295P | 39.132 ms | 0 - 239 MB | NPU
104
+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 12.355 ms | 3 - 252 MB | NPU
105
+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.651 ms | 3 - 260 MB | NPU
106
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.887 ms | 1 - 1 MB | NPU
 
 
 
107
  | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X Elite | 8.573 ms | 1 - 1 MB | NPU
108
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.539 ms | 1 - 372 MB | NPU
109
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.853 ms | 1 - 368 MB | NPU
110
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 46.191 ms | 2 - 5 MB | NPU
111
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 20.371 ms | 1 - 283 MB | NPU
112
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.87 ms | 1 - 3 MB | NPU
113
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8775P | 8.058 ms | 1 - 286 MB | NPU
114
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8650P | 8.058 ms | 1 - 286 MB | NPU
115
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8255P | 8.058 ms | 1 - 286 MB | NPU
116
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 13.853 ms | 1 - 368 MB | NPU
117
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.763 ms | 1 - 3 MB | NPU
 
 
 
 
 
 
 
 
118
  | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 8.573 ms | 1 - 1 MB | NPU
119
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 93.779 ms | 1 - 303 MB | NPU
120
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.454 ms | 1 - 277 MB | NPU
121
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.364 ms | 1 - 291 MB | NPU
122
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.371 ms | 1 - 283 MB | NPU
123
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8295P | 12.733 ms | 0 - 279 MB | NPU
124
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 4.364 ms | 1 - 291 MB | NPU
125
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.283 ms | 1 - 281 MB | NPU
126
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.454 ms | 1 - 277 MB | NPU
127
+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.2 ms | 0 - 455 MB | NPU
128
+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 45.527 ms | 0 - 455 MB | NPU
129
+ | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 113.216 ms | 1 - 343 MB | NPU
130
+ | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.435 ms | 0 - 3 MB | NPU
131
+ | DeepLabXception | TFLITE | float | Qualcomm® SA8775P | 30.605 ms | 0 - 343 MB | NPU
132
+ | DeepLabXception | TFLITE | float | Qualcomm® SA8650P | 30.605 ms | 0 - 343 MB | NPU
133
+ | DeepLabXception | TFLITE | float | Qualcomm® SA8255P | 30.605 ms | 0 - 343 MB | NPU
134
+ | DeepLabXception | TFLITE | float | Qualcomm® QCS8450 | 45.527 ms | 0 - 455 MB | NPU
135
+ | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 30.823 ms | 0 - 93 MB | NPU
136
+ | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 12.334 ms | 0 - 353 MB | NPU
137
+ | DeepLabXception | TFLITE | float | Qualcomm® SA7255P | 113.216 ms | 1 - 343 MB | NPU
138
+ | DeepLabXception | TFLITE | float | Qualcomm® SA8295P | 38.738 ms | 0 - 336 MB | NPU
139
+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Mobile | 12.334 ms | 0 - 353 MB | NPU
140
+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.286 ms | 0 - 353 MB | NPU
141
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.0 ms | 0 - 368 MB | NPU
142
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.048 ms | 0 - 360 MB | NPU
143
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 44.459 ms | 0 - 58 MB | NPU
144
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 19.018 ms | 0 - 284 MB | NPU
145
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.933 ms | 0 - 3 MB | NPU
146
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8775P | 7.27 ms | 0 - 284 MB | NPU
147
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8650P | 7.27 ms | 0 - 284 MB | NPU
148
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8255P | 7.27 ms | 0 - 284 MB | NPU
149
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.048 ms | 0 - 360 MB | NPU
150
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.738 ms | 0 - 47 MB | NPU
151
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 100.32 ms | 0 - 291 MB | NPU
152
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.071 ms | 0 - 266 MB | NPU
153
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.901 ms | 0 - 275 MB | NPU
154
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA7255P | 19.018 ms | 0 - 284 MB | NPU
155
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8295P | 11.614 ms | 0 - 276 MB | NPU
156
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 3.901 ms | 0 - 275 MB | NPU
157
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.91 ms | 0 - 286 MB | NPU
158
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.071 ms | 0 - 266 MB | NPU
159
 
160
  ## License
161
  * The license for the original implementation of DeepLabXception can be found
release_assets.json CHANGED
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