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DeepLabXception

Image Segmentation
PyTorch
bu_auto
android
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v0.61.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.61.0 for changelog.

Files changed (2) hide show
  1. README.md +107 -106
  2. release_assets.json +7 -7
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
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  library_name: pytorch
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- license: other
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  tags:
5
  - bu_auto
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  - android
@@ -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/v0.60.0/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.
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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/src/qai_hub_models/models/deeplab_xception) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -63,107 +63,108 @@ 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 | 10.477 ms | 3 - 3 MB | NPU
67
- | DeepLabXception | ONNX | float | Snapdragon® X Elite | 23.021 ms | 86 - 86 MB | NPU
68
- | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.053 ms | 0 - 355 MB | NPU
69
- | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 51.355 ms | 1 - 352 MB | NPU
70
  | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 35.46 ms | 3 - 9 MB | NPU
71
- | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.577 ms | 0 - 117 MB | NPU
72
- | DeepLabXception | ONNX | float | Qualcomm® QCS8450 | 51.355 ms | 1 - 352 MB | NPU
73
- | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 33.702 ms | 3 - 8 MB | NPU
74
- | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.021 ms | 86 - 86 MB | NPU
75
- | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.187 ms | 2 - 251 MB | NPU
76
- | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Mobile | 13.187 ms | 2 - 251 MB | NPU
77
- | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.0 ms | 0 - 253 MB | NPU
78
- | DeepLabXception | ONNX | w8a8 | Snapdragon® X2 Elite | 3.404 ms | 2 - 2 MB | NPU
79
- | DeepLabXception | ONNX | w8a8 | Snapdragon® X Elite | 7.736 ms | 44 - 44 MB | NPU
80
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.275 ms | 0 - 386 MB | NPU
81
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.503 ms | 0 - 377 MB | NPU
82
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 45.891 ms | 0 - 4 MB | NPU
83
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.458 ms | 0 - 50 MB | NPU
84
- | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS8450 | 12.503 ms | 0 - 377 MB | NPU
85
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.343 ms | 0 - 4 MB | NPU
86
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.736 ms | 44 - 44 MB | NPU
87
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 91.562 ms | 0 - 307 MB | NPU
88
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.843 ms | 1 - 279 MB | NPU
89
- | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.201 ms | 0 - 289 MB | NPU
90
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 4.201 ms | 0 - 289 MB | NPU
91
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.165 ms | 0 - 298 MB | NPU
92
- | DeepLabXception | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.843 ms | 1 - 279 MB | NPU
93
- | DeepLabXception | QNN_DLC | float | Snapdragon® X2 Elite | 11.5 ms | 3 - 3 MB | NPU
94
- | DeepLabXception | QNN_DLC | float | Snapdragon® X Elite | 22.951 ms | 3 - 3 MB | NPU
95
- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.089 ms | 3 - 358 MB | NPU
96
- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 45.843 ms | 0 - 352 MB | NPU
97
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 33.744 ms | 3 - 8 MB | NPU
98
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 112.9 ms | 1 - 244 MB | NPU
99
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.894 ms | 3 - 60 MB | NPU
100
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8775P | 30.625 ms | 0 - 243 MB | NPU
101
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8650P | 30.625 ms | 0 - 243 MB | NPU
102
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8255P | 30.625 ms | 0 - 243 MB | NPU
103
- | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8450 | 45.843 ms | 0 - 352 MB | NPU
104
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 31.066 ms | 5 - 10 MB | NPU
105
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.951 ms | 3 - 3 MB | NPU
106
- | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 12.183 ms | 3 - 252 MB | NPU
107
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA7255P | 112.9 ms | 1 - 244 MB | NPU
108
- | DeepLabXception | QNN_DLC | float | Qualcomm® SA8295P | 39.096 ms | 2 - 242 MB | NPU
109
- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 12.183 ms | 3 - 252 MB | NPU
110
- | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.652 ms | 3 - 260 MB | NPU
111
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.911 ms | 1 - 1 MB | NPU
112
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X Elite | 8.617 ms | 1 - 1 MB | NPU
113
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.555 ms | 1 - 371 MB | NPU
114
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.696 ms | 1 - 366 MB | NPU
115
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 46.209 ms | 2 - 5 MB | NPU
116
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.631 ms | 1 - 4 MB | NPU
117
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 20.371 ms | 1 - 282 MB | NPU
118
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.869 ms | 1 - 3 MB | NPU
119
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8775P | 8.049 ms | 1 - 286 MB | NPU
120
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8650P | 8.049 ms | 1 - 286 MB | NPU
121
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8255P | 8.049 ms | 1 - 286 MB | NPU
122
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 13.696 ms | 1 - 366 MB | NPU
123
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.788 ms | 3 - 5 MB | NPU
124
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 8.617 ms | 1 - 1 MB | NPU
125
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 93.507 ms | 1 - 303 MB | NPU
126
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.245 ms | 1 - 277 MB | NPU
127
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.365 ms | 1 - 289 MB | NPU
128
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.371 ms | 1 - 282 MB | NPU
129
- | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8295P | 12.723 ms | 1 - 280 MB | NPU
130
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 4.365 ms | 1 - 289 MB | NPU
 
131
  | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.282 ms | 1 - 281 MB | NPU
132
- | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.245 ms | 1 - 277 MB | NPU
133
- | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.187 ms | 0 - 456 MB | NPU
134
- | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 45.664 ms | 0 - 450 MB | NPU
135
- | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 34.025 ms | 0 - 94 MB | NPU
136
- | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 113.189 ms | 1 - 342 MB | NPU
137
- | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.354 ms | 0 - 3 MB | NPU
138
- | DeepLabXception | TFLITE | float | Qualcomm® SA8775P | 30.649 ms | 0 - 343 MB | NPU
139
- | DeepLabXception | TFLITE | float | Qualcomm® SA8650P | 30.649 ms | 0 - 343 MB | NPU
140
- | DeepLabXception | TFLITE | float | Qualcomm® SA8255P | 30.649 ms | 0 - 343 MB | NPU
141
- | DeepLabXception | TFLITE | float | Qualcomm® QCS8450 | 45.664 ms | 0 - 450 MB | NPU
142
- | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 31.511 ms | 0 - 93 MB | NPU
143
- | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 12.204 ms | 0 - 347 MB | NPU
144
- | DeepLabXception | TFLITE | float | Qualcomm® SA7255P | 113.189 ms | 1 - 342 MB | NPU
145
- | DeepLabXception | TFLITE | float | Qualcomm® SA8295P | 38.733 ms | 0 - 336 MB | NPU
146
- | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Mobile | 12.204 ms | 0 - 347 MB | NPU
147
- | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.206 ms | 0 - 358 MB | NPU
148
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.986 ms | 0 - 367 MB | NPU
149
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.206 ms | 0 - 360 MB | NPU
150
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 45.142 ms | 0 - 58 MB | NPU
151
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 6.881 ms | 0 - 48 MB | NPU
152
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 19.049 ms | 0 - 284 MB | NPU
153
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.107 ms | 0 - 3 MB | NPU
154
  | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8775P | 7.276 ms | 0 - 285 MB | NPU
155
  | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8650P | 7.276 ms | 0 - 285 MB | NPU
156
  | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8255P | 7.276 ms | 0 - 285 MB | NPU
157
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.206 ms | 0 - 360 MB | NPU
158
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.987 ms | 0 - 47 MB | NPU
159
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 105.853 ms | 0 - 291 MB | NPU
160
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.153 ms | 0 - 266 MB | NPU
161
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.881 ms | 0 - 269 MB | NPU
162
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA7255P | 19.049 ms | 0 - 284 MB | NPU
163
- | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8295P | 11.654 ms | 0 - 276 MB | NPU
164
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 3.881 ms | 0 - 269 MB | NPU
165
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.91 ms | 0 - 288 MB | NPU
166
- | DeepLabXception | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.153 ms | 0 - 266 MB | NPU
167
 
168
  ## License
169
  * The license for the original implementation of DeepLabXception can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: bsd-3-clause
4
  tags:
5
  - bu_auto
6
  - android
 
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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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/v0.61.0/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 | 10.473 ms | 3 - 3 MB | NPU
67
+ | DeepLabXception | ONNX | float | Snapdragon® X Elite | 23.103 ms | 86 - 86 MB | NPU
68
+ | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.102 ms | 0 - 354 MB | NPU
69
+ | DeepLabXception | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 51.146 ms | 0 - 353 MB | NPU
70
  | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 35.46 ms | 3 - 9 MB | NPU
71
+ | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.836 ms | 0 - 96 MB | NPU
72
+ | DeepLabXception | ONNX | float | Qualcomm® QCS8450 | 51.146 ms | 0 - 353 MB | NPU
73
+ | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 32.515 ms | 3 - 8 MB | NPU
74
+ | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.103 ms | 86 - 86 MB | NPU
75
+ | DeepLabXception | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.241 ms | 1 - 251 MB | NPU
76
+ | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Mobile | 13.241 ms | 1 - 251 MB | NPU
77
+ | DeepLabXception | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.994 ms | 2 - 256 MB | NPU
78
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® X2 Elite | 3.434 ms | 2 - 2 MB | NPU
79
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® X Elite | 7.76 ms | 44 - 44 MB | NPU
80
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.243 ms | 0 - 385 MB | NPU
81
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.26 ms | 0 - 376 MB | NPU
82
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 45.99 ms | 0 - 4 MB | NPU
83
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.232 ms | 0 - 5 MB | NPU
84
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.464 ms | 0 - 50 MB | NPU
85
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® QCS8450 | 12.26 ms | 0 - 376 MB | NPU
86
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.385 ms | 0 - 4 MB | NPU
87
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 7.76 ms | 44 - 44 MB | NPU
88
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 91.992 ms | 0 - 307 MB | NPU
89
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.524 ms | 1 - 279 MB | NPU
90
+ | DeepLabXception | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.24 ms | 0 - 287 MB | NPU
91
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 4.24 ms | 0 - 287 MB | NPU
92
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.169 ms | 0 - 297 MB | NPU
93
+ | DeepLabXception | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.524 ms | 1 - 279 MB | NPU
94
+ | DeepLabXception | QNN_DLC | float | Snapdragon® X2 Elite | 11.465 ms | 3 - 3 MB | NPU
95
+ | DeepLabXception | QNN_DLC | float | Snapdragon® X Elite | 22.968 ms | 3 - 3 MB | NPU
96
+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.138 ms | 3 - 361 MB | NPU
97
+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 46.177 ms | 0 - 353 MB | NPU
98
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 33.973 ms | 3 - 8 MB | NPU
99
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 112.919 ms | 2 - 245 MB | NPU
100
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.942 ms | 3 - 8 MB | NPU
101
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8775P | 30.597 ms | 1 - 245 MB | NPU
102
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8650P | 30.597 ms | 1 - 245 MB | NPU
103
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8255P | 30.597 ms | 1 - 245 MB | NPU
104
+ | DeepLabXception | QNN_DLC | float | Qualcomm® QCS8450 | 46.177 ms | 0 - 353 MB | NPU
105
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 31.171 ms | 3 - 8 MB | NPU
106
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.968 ms | 3 - 3 MB | NPU
107
+ | DeepLabXception | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 12.202 ms | 0 - 249 MB | NPU
108
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA7255P | 112.919 ms | 2 - 245 MB | NPU
109
+ | DeepLabXception | QNN_DLC | float | Qualcomm® SA8295P | 39.138 ms | 0 - 239 MB | NPU
110
+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 12.202 ms | 0 - 249 MB | NPU
111
+ | DeepLabXception | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.654 ms | 3 - 259 MB | NPU
112
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.902 ms | 1 - 1 MB | NPU
113
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® X Elite | 8.55 ms | 1 - 1 MB | NPU
114
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.564 ms | 0 - 372 MB | NPU
115
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.582 ms | 1 - 368 MB | NPU
116
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 46.36 ms | 2 - 5 MB | NPU
117
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.652 ms | 1 - 4 MB | NPU
118
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 20.367 ms | 1 - 283 MB | NPU
119
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.878 ms | 1 - 3 MB | NPU
120
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8775P | 8.075 ms | 1 - 286 MB | NPU
121
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8650P | 8.075 ms | 1 - 286 MB | NPU
122
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8255P | 8.075 ms | 1 - 286 MB | NPU
123
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 13.582 ms | 1 - 368 MB | NPU
124
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.776 ms | 3 - 5 MB | NPU
125
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 8.55 ms | 1 - 1 MB | NPU
126
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 93.89 ms | 1 - 303 MB | NPU
127
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 12.948 ms | 1 - 278 MB | NPU
128
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.37 ms | 1 - 289 MB | NPU
129
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.367 ms | 1 - 283 MB | NPU
130
+ | DeepLabXception | QNN_DLC | w8a8 | Qualcomm® SA8295P | 12.744 ms | 0 - 279 MB | NPU
131
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 4.37 ms | 1 - 289 MB | NPU
132
  | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.282 ms | 1 - 281 MB | NPU
133
+ | DeepLabXception | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 12.948 ms | 1 - 278 MB | NPU
134
+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.18 ms | 0 - 453 MB | NPU
135
+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 45.933 ms | 0 - 452 MB | NPU
136
+ | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 34.242 ms | 0 - 94 MB | NPU
137
+ | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 113.17 ms | 1 - 343 MB | NPU
138
+ | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.334 ms | 0 - 3 MB | NPU
139
+ | DeepLabXception | TFLITE | float | Qualcomm® SA8775P | 30.641 ms | 0 - 343 MB | NPU
140
+ | DeepLabXception | TFLITE | float | Qualcomm® SA8650P | 30.641 ms | 0 - 343 MB | NPU
141
+ | DeepLabXception | TFLITE | float | Qualcomm® SA8255P | 30.641 ms | 0 - 343 MB | NPU
142
+ | DeepLabXception | TFLITE | float | Qualcomm® QCS8450 | 45.933 ms | 0 - 452 MB | NPU
143
+ | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 30.794 ms | 0 - 93 MB | NPU
144
+ | DeepLabXception | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 12.47 ms | 0 - 354 MB | NPU
145
+ | DeepLabXception | TFLITE | float | Qualcomm® SA7255P | 113.17 ms | 1 - 343 MB | NPU
146
+ | DeepLabXception | TFLITE | float | Qualcomm® SA8295P | 38.705 ms | 0 - 337 MB | NPU
147
+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Mobile | 12.47 ms | 0 - 354 MB | NPU
148
+ | DeepLabXception | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.307 ms | 0 - 360 MB | NPU
149
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.981 ms | 0 - 366 MB | NPU
150
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.626 ms | 0 - 357 MB | NPU
151
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 45.096 ms | 0 - 58 MB | NPU
152
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 6.888 ms | 0 - 48 MB | NPU
153
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 19.007 ms | 0 - 284 MB | NPU
154
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.961 ms | 0 - 271 MB | NPU
155
  | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8775P | 7.276 ms | 0 - 285 MB | NPU
156
  | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8650P | 7.276 ms | 0 - 285 MB | NPU
157
  | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8255P | 7.276 ms | 0 - 285 MB | NPU
158
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.626 ms | 0 - 357 MB | NPU
159
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.982 ms | 0 - 47 MB | NPU
160
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 90.991 ms | 0 - 291 MB | NPU
161
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.231 ms | 0 - 266 MB | NPU
162
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.917 ms | 0 - 271 MB | NPU
163
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA7255P | 19.007 ms | 0 - 284 MB | NPU
164
+ | DeepLabXception | TFLITE | w8a8 | Qualcomm® SA8295P | 11.618 ms | 0 - 276 MB | NPU
165
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 3.917 ms | 0 - 271 MB | NPU
166
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.913 ms | 0 - 285 MB | NPU
167
+ | DeepLabXception | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.231 ms | 0 - 266 MB | NPU
168
 
169
  ## License
170
  * The license for the original implementation of DeepLabXception can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
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2
- "version": "0.60.0",
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  "precisions": {
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  "universal_assets": {
@@ -8,19 +8,19 @@
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  "onnx_runtime": "1.27.1"
10
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11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.60.0/deeplab_xception-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
16
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17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.60.0/deeplab_xception-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/deeplab_xception/releases/v0.60.0/deeplab_xception-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -31,19 +31,19 @@
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.60.0/deeplab_xception-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.60.0/deeplab_xception-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
  "qairt": "2.45.0.260326154327"
45
  },
46
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.60.0/deeplab_xception-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
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  "precisions": {
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  "universal_assets": {
 
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  "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.27.1"
10
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.61.0/deeplab_xception-onnx-float.zip"
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  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.61.0/deeplab_xception-qnn_dlc-float.zip"
18
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19
  "tflite": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.61.0/deeplab_xception-tflite-float.zip"
24
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25
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26
  },
 
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.61.0/deeplab_xception-onnx-w8a8.zip"
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  },
36
  "qnn_dlc": {
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  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.61.0/deeplab_xception-qnn_dlc-w8a8.zip"
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42
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplab_xception/releases/v0.61.0/deeplab_xception-tflite-w8a8.zip"
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