Hugging Face's logo

qualcomm
/
DeepLabV3-Plus-MobileNet

Image Segmentation
PyTorch
android
Model card Files
xet
 Community
qaihm-bot commited on
Commit
1b36d5c
·
verified ·
1 Parent(s): 19dba59

v0.58.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.58.0 for changelog.

Files changed (2) hide show
  1. README.md +143 -134
  2. release_assets.json +9 -9
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: image-segmentation
14
  DeepLabV3 is designed for semantic segmentation at multiple scales, trained on the various datasets. It uses MobileNet as a backbone.
15
 
16
  This is based on the implementation of DeepLabV3-Plus-MobileNet found [here](https://github.com/jfzhang95/pytorch-deeplab-xception).
17
- 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/v0.57.3/src/qai_hub_models/models/deeplabv3_plus_mobilenet) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  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.
20
 
@@ -27,28 +27,28 @@ Below are pre-exported model assets ready for deployment.
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
- | 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/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-onnx-float.zip)
31
- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-onnx-w8a16.zip)
32
- | 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/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-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/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-qnn_dlc-float.zip)
34
- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-qnn_dlc-w8a16.zip)
35
- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-qnn_dlc-w8a8.zip)
36
- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-tflite-float.zip)
37
- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[DeepLabV3-Plus-MobileNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deeplabv3_plus_mobilenet)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/deeplabv3_plus_mobilenet) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
- See our repository for [DeepLabV3-Plus-MobileNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/deeplabv3_plus_mobilenet) for usage instructions.
52
 
53
  ## Model Details
54
 
@@ -65,129 +65,138 @@ See our repository for [DeepLabV3-Plus-MobileNet on GitHub](https://github.com/q
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X2 Elite | 5.209 ms | 210 - 210 MB | NPU
69
- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X Elite | 10.863 ms | 173 - 173 MB | NPU
70
- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.977 ms | 4 - 195 MB | NPU
71
- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 18.11 ms | 1 - 196 MB | NPU
72
- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 10.325 ms | 0 - 17 MB | NPU
73
- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8450 | 18.11 ms | 1 - 196 MB | NPU
74
- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Mobile | 5.99 ms | 1 - 170 MB | NPU
75
- | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.277 ms | 3 - 171 MB | NPU
76
- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS9075 | 18.008 ms | 3 - 48 MB | NPU
77
- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8750 | 5.99 ms | 1 - 170 MB | NPU
78
- | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS7181 | 10.863 ms | 173 - 173 MB | NPU
79
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X2 Elite | 3.444 ms | 211 - 211 MB | NPU
80
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X Elite | 7.381 ms | 180 - 180 MB | NPU
81
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 5.11 ms | 2 - 207 MB | NPU
82
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 9.553 ms | 2 - 206 MB | NPU
83
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS6490 | 30.07 ms | 2 - 47 MB | NPU
84
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.991 ms | 0 - 9 MB | NPU
85
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8450 | 9.553 ms | 2 - 206 MB | NPU
86
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.732 ms | 1 - 186 MB | NPU
87
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.86 ms | 0 - 186 MB | NPU
88
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS9075 | 8.463 ms | 0 - 50 MB | NPU
89
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.698 ms | 2 - 181 MB | NPU
90
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCM6690 | 108.561 ms | 2 - 231 MB | NPU
91
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS7790 | 12.698 ms | 2 - 181 MB | NPU
92
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8750 | 3.86 ms | 0 - 186 MB | NPU
93
- | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS7181 | 7.381 ms | 180 - 180 MB | NPU
94
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X2 Elite | 1.584 ms | 212 - 212 MB | NPU
95
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X Elite | 3.635 ms | 181 - 181 MB | NPU
96
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.405 ms | 0 - 192 MB | NPU
97
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 4.928 ms | 1 - 195 MB | NPU
98
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS6490 | 14.468 ms | 1 - 47 MB | NPU
99
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 3.462 ms | 0 - 4 MB | NPU
100
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8450 | 4.928 ms | 1 - 195 MB | NPU
101
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS9075 | 4.301 ms | 0 - 51 MB | NPU
102
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCM6690 | 46.684 ms | 1 - 200 MB | NPU
103
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.598 ms | 1 - 177 MB | NPU
104
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.403 ms | 0 - 179 MB | NPU
105
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.908 ms | 0 - 180 MB | NPU
106
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS7790 | 5.598 ms | 1 - 177 MB | NPU
107
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8750 | 1.908 ms | 0 - 180 MB | NPU
108
- | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS7181 | 3.635 ms | 181 - 181 MB | NPU
109
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X2 Elite | 5.63 ms | 3 - 3 MB | NPU
110
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X Elite | 12.382 ms | 3 - 3 MB | NPU
111
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.067 ms | 3 - 210 MB | NPU
112
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 19.832 ms | 3 - 209 MB | NPU
113
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8275 | 58.634 ms | 2 - 167 MB | NPU
114
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 11.519 ms | 3 - 137 MB | NPU
115
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8450 | 19.832 ms | 3 - 209 MB | NPU
116
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.288 ms | 3 - 178 MB | NPU
117
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA7255P | 58.634 ms | 2 - 167 MB | NPU
118
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8295P | 19.601 ms | 2 - 176 MB | NPU
119
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.324 ms | 3 - 183 MB | NPU
120
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS9075 | 20.137 ms | 3 - 8 MB | NPU
121
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8750 | 6.288 ms | 3 - 178 MB | NPU
122
- | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS7181 | 12.382 ms | 3 - 3 MB | NPU
123
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 4.293 ms | 2 - 2 MB | NPU
124
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.164 ms | 2 - 2 MB | NPU
125
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.113 ms | 2 - 215 MB | NPU
126
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.054 ms | 2 - 216 MB | NPU
127
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 33.849 ms | 1 - 4 MB | NPU
128
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 21.966 ms | 2 - 182 MB | NPU
129
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 8.447 ms | 0 - 9 MB | NPU
130
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.054 ms | 2 - 216 MB | NPU
131
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.087 ms | 2 - 196 MB | NPU
132
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 4.364 ms | 2 - 181 MB | NPU
133
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 9.739 ms | 0 - 4 MB | NPU
134
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 11.946 ms | 2 - 181 MB | NPU
135
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 111.995 ms | 2 - 233 MB | NPU
136
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 13.74 ms | 2 - 198 MB | NPU
137
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 21.966 ms | 2 - 182 MB | NPU
138
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS7790 | 11.946 ms | 2 - 181 MB | NPU
139
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 4.364 ms | 2 - 181 MB | NPU
140
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 9.164 ms | 2 - 2 MB | NPU
141
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.115 ms | 1 - 1 MB | NPU
142
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.658 ms | 1 - 1 MB | NPU
143
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.918 ms | 0 - 194 MB | NPU
144
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.692 ms | 1 - 195 MB | NPU
145
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 15.26 ms | 1 - 3 MB | NPU
146
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 10.785 ms | 1 - 169 MB | NPU
147
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.184 ms | 1 - 3 MB | NPU
148
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.692 ms | 1 - 195 MB | NPU
149
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 5.121 ms | 0 - 3 MB | NPU
150
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.785 ms | 1 - 169 MB | NPU
151
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 49.878 ms | 1 - 201 MB | NPU
152
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.304 ms | 1 - 177 MB | NPU
153
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 6.401 ms | 1 - 168 MB | NPU
154
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.63 ms | 1 - 179 MB | NPU
155
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.196 ms | 0 - 177 MB | NPU
156
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS7790 | 6.304 ms | 1 - 177 MB | NPU
157
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8750 | 2.196 ms | 0 - 177 MB | NPU
158
- | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS7181 | 4.658 ms | 1 - 1 MB | NPU
159
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.076 ms | 0 - 212 MB | NPU
160
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 19.83 ms | 0 - 211 MB | NPU
161
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8275 | 58.66 ms | 0 - 169 MB | NPU
162
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 11.569 ms | 0 - 3 MB | NPU
163
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8775P | 61.832 ms | 23 - 52 MB | GPU
164
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8650P | 61.832 ms | 23 - 52 MB | GPU
165
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8255P | 61.832 ms | 23 - 52 MB | GPU
166
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8450 | 19.83 ms | 0 - 211 MB | NPU
167
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.279 ms | 0 - 176 MB | NPU
168
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA7255P | 58.66 ms | 0 - 169 MB | NPU
169
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8295P | 19.601 ms | 0 - 169 MB | NPU
170
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.329 ms | 0 - 183 MB | NPU
171
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS9075 | 19.559 ms | 0 - 18 MB | NPU
172
- | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8750 | 6.279 ms | 0 - 176 MB | NPU
173
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.942 ms | 0 - 201 MB | NPU
174
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.733 ms | 0 - 204 MB | NPU
175
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 15.968 ms | 0 - 11 MB | NPU
176
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8275 | 10.812 ms | 0 - 174 MB | NPU
177
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.368 ms | 0 - 3 MB | NPU
178
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8775P | 64.567 ms | 30 - 61 MB | GPU
179
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8650P | 64.567 ms | 30 - 61 MB | GPU
180
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8255P | 64.567 ms | 30 - 61 MB | GPU
181
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 5.733 ms | 0 - 204 MB | NPU
182
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 5.249 ms | 0 - 9 MB | NPU
183
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA7255P | 10.812 ms | 0 - 174 MB | NPU
184
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 50.149 ms | 0 - 195 MB | NPU
185
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.304 ms | 0 - 180 MB | NPU
186
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8295P | 6.226 ms | 0 - 172 MB | NPU
187
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.596 ms | 0 - 180 MB | NPU
188
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.083 ms | 0 - 179 MB | NPU
189
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS7790 | 6.304 ms | 0 - 180 MB | NPU
190
- | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8750 | 2.083 ms | 0 - 179 MB | NPU
 
 
 
 
 
 
 
 
 
191
 
192
  ## License
193
  * The license for the original implementation of DeepLabV3-Plus-MobileNet can be found
 
14
  DeepLabV3 is designed for semantic segmentation at multiple scales, trained on the various datasets. It uses MobileNet as a backbone.
15
 
16
  This is based on the implementation of DeepLabV3-Plus-MobileNet found [here](https://github.com/jfzhang95/pytorch-deeplab-xception).
17
+ 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/deeplabv3_plus_mobilenet) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  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.
20
 
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | 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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-onnx-float.zip)
31
+ | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-onnx-w8a16.zip)
32
+ | 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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-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/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a16.zip)
35
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a8.zip)
36
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-tflite-float.zip)
37
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[DeepLabV3-Plus-MobileNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deeplabv3_plus_mobilenet)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/deeplabv3_plus_mobilenet) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
+ See our repository for [DeepLabV3-Plus-MobileNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/deeplabv3_plus_mobilenet) for usage instructions.
52
 
53
  ## Model Details
54
 
 
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X2 Elite | 5.215 ms | 3 - 3 MB | NPU
69
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® X Elite | 10.782 ms | 10 - 10 MB | NPU
70
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.992 ms | 4 - 202 MB | NPU
71
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 18.026 ms | 4 - 210 MB | NPU
72
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.291 ms | 0 - 13 MB | NPU
73
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® QCS8450 | 18.026 ms | 4 - 210 MB | NPU
74
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.346 ms | 3 - 175 MB | NPU
75
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Snapdragon® 8 Elite Mobile | 5.982 ms | 1 - 169 MB | NPU
76
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 17.289 ms | 3 - 6 MB | NPU
77
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 5.982 ms | 1 - 169 MB | NPU
78
+ | DeepLabV3-Plus-MobileNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.782 ms | 10 - 10 MB | NPU
79
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X2 Elite | 3.44 ms | 2 - 2 MB | NPU
80
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® X Elite | 7.418 ms | 5 - 5 MB | NPU
81
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 5.11 ms | 2 - 216 MB | NPU
82
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 9.343 ms | 2 - 216 MB | NPU
83
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 35.44 ms | 2 - 4 MB | NPU
84
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.996 ms | 0 - 131 MB | NPU
85
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® QCS8450 | 9.343 ms | 2 - 216 MB | NPU
86
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.869 ms | 2 - 188 MB | NPU
87
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.159 ms | 2 - 4 MB | NPU
88
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.783 ms | 2 - 187 MB | NPU
89
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.78 ms | 1 - 189 MB | NPU
90
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 108.87 ms | 2 - 234 MB | NPU
91
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 12.783 ms | 2 - 187 MB | NPU
92
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 3.869 ms | 2 - 188 MB | NPU
93
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 7.418 ms | 5 - 5 MB | NPU
94
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X2 Elite | 1.587 ms | 2 - 2 MB | NPU
95
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® X Elite | 3.625 ms | 6 - 6 MB | NPU
96
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.403 ms | 0 - 201 MB | NPU
97
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 4.926 ms | 1 - 204 MB | NPU
98
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16.476 ms | 1 - 4 MB | NPU
99
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.473 ms | 0 - 38 MB | NPU
100
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® QCS8450 | 4.926 ms | 1 - 204 MB | NPU
101
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.898 ms | 0 - 181 MB | NPU
102
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 5.615 ms | 1 - 180 MB | NPU
103
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3.825 ms | 1 - 4 MB | NPU
104
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.41 ms | 0 - 180 MB | NPU
105
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 47.847 ms | 1 - 202 MB | NPU
106
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 5.615 ms | 1 - 180 MB | NPU
107
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.898 ms | 0 - 181 MB | NPU
108
+ | DeepLabV3-Plus-MobileNet | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.625 ms | 6 - 6 MB | NPU
109
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X2 Elite | 5.547 ms | 3 - 3 MB | NPU
110
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® X Elite | 12.351 ms | 3 - 3 MB | NPU
111
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.091 ms | 0 - 206 MB | NPU
112
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 19.76 ms | 3 - 210 MB | NPU
113
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8275 | 58.623 ms | 1 - 167 MB | NPU
114
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.644 ms | 3 - 5 MB | NPU
115
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8775P | 17.525 ms | 1 - 166 MB | NPU
116
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8650P | 17.525 ms | 1 - 166 MB | NPU
117
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8255P | 17.525 ms | 1 - 166 MB | NPU
118
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® QCS8450 | 19.76 ms | 3 - 210 MB | NPU
119
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.384 ms | 3 - 185 MB | NPU
120
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 6.292 ms | 0 - 177 MB | NPU
121
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 17.561 ms | 3 - 8 MB | NPU
122
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA7255P | 58.623 ms | 1 - 167 MB | NPU
123
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® SA8295P | 19.592 ms | 3 - 173 MB | NPU
124
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 6.292 ms | 0 - 177 MB | NPU
125
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 12.351 ms | 3 - 3 MB | NPU
126
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 4.307 ms | 2 - 2 MB | NPU
127
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.143 ms | 2 - 2 MB | NPU
128
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.129 ms | 2 - 215 MB | NPU
129
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.193 ms | 2 - 217 MB | NPU
130
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 39.844 ms | 1 - 4 MB | NPU
131
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 21.98 ms | 2 - 182 MB | NPU
132
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.404 ms | 2 - 4 MB | NPU
133
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.918 ms | 2 - 183 MB | NPU
134
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.918 ms | 2 - 183 MB | NPU
135
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.918 ms | 2 - 183 MB | NPU
136
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.193 ms | 2 - 217 MB | NPU
137
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 4.36 ms | 2 - 180 MB | NPU
138
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.643 ms | 1 - 4 MB | NPU
139
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA7255P | 21.98 ms | 2 - 182 MB | NPU
140
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® SA8295P | 13.736 ms | 2 - 197 MB | NPU
141
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 12.115 ms | 2 - 180 MB | NPU
142
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.134 ms | 1 - 198 MB | NPU
143
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 112.225 ms | 4 - 234 MB | NPU
144
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 12.115 ms | 2 - 180 MB | NPU
145
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 4.36 ms | 2 - 180 MB | NPU
146
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.143 ms | 2 - 2 MB | NPU
147
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.109 ms | 1 - 1 MB | NPU
148
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.638 ms | 1 - 1 MB | NPU
149
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.916 ms | 1 - 197 MB | NPU
150
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.626 ms | 1 - 197 MB | NPU
151
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 17.85 ms | 1 - 3 MB | NPU
152
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 10.805 ms | 1 - 169 MB | NPU
153
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.17 ms | 0 - 12 MB | NPU
154
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.685 ms | 1 - 171 MB | NPU
155
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.685 ms | 1 - 171 MB | NPU
156
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.685 ms | 1 - 171 MB | NPU
157
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.626 ms | 1 - 197 MB | NPU
158
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.192 ms | 1 - 173 MB | NPU
159
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.316 ms | 1 - 177 MB | NPU
160
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.461 ms | 0 - 3 MB | NPU
161
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.805 ms | 1 - 169 MB | NPU
162
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 6.395 ms | 1 - 168 MB | NPU
163
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.64 ms | 1 - 176 MB | NPU
164
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 48.717 ms | 1 - 202 MB | NPU
165
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.316 ms | 1 - 177 MB | NPU
166
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.192 ms | 1 - 173 MB | NPU
167
+ | DeepLabV3-Plus-MobileNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.638 ms | 1 - 1 MB | NPU
168
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.088 ms | 0 - 214 MB | NPU
169
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 19.866 ms | 0 - 211 MB | NPU
170
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8275 | 58.654 ms | 0 - 168 MB | NPU
171
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.501 ms | 0 - 146 MB | NPU
172
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8775P | 17.553 ms | 0 - 171 MB | NPU
173
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8650P | 17.553 ms | 0 - 171 MB | NPU
174
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8255P | 17.553 ms | 0 - 171 MB | NPU
175
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® QCS8450 | 19.866 ms | 0 - 211 MB | NPU
176
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.388 ms | 0 - 184 MB | NPU
177
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.275 ms | 0 - 177 MB | NPU
178
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.359 ms | 0 - 18 MB | NPU
179
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA7255P | 58.654 ms | 0 - 168 MB | NPU
180
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® SA8295P | 19.641 ms | 3 - 172 MB | NPU
181
+ | DeepLabV3-Plus-MobileNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 6.275 ms | 0 - 177 MB | NPU
182
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.94 ms | 0 - 200 MB | NPU
183
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.847 ms | 0 - 202 MB | NPU
184
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.781 ms | 0 - 11 MB | NPU
185
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8275 | 10.811 ms | 0 - 173 MB | NPU
186
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.318 ms | 0 - 2 MB | NPU
187
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8775P | 4.63 ms | 0 - 175 MB | NPU
188
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8650P | 4.63 ms | 0 - 175 MB | NPU
189
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8255P | 4.63 ms | 0 - 175 MB | NPU
190
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 5.847 ms | 0 - 202 MB | NPU
191
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.079 ms | 0 - 178 MB | NPU
192
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.255 ms | 0 - 177 MB | NPU
193
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.376 ms | 0 - 9 MB | NPU
194
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA7255P | 10.811 ms | 0 - 173 MB | NPU
195
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® SA8295P | 6.212 ms | 0 - 172 MB | NPU
196
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.607 ms | 0 - 183 MB | NPU
197
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 52.239 ms | 0 - 195 MB | NPU
198
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.255 ms | 0 - 177 MB | NPU
199
+ | DeepLabV3-Plus-MobileNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.079 ms | 0 - 178 MB | NPU
200
 
201
  ## License
202
  * The license for the original implementation of DeepLabV3-Plus-MobileNet can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.57.3",
3
  "precisions": {
4
  "w8a8": {
5
  "universal_assets": {
@@ -8,20 +8,20 @@
8
  "qairt": "2.45.0.260326154327",
9
  "litert": "1.4.4"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-tflite-w8a8.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-qnn_dlc-w8a8.zip"
18
  },
19
  "onnx": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327",
22
  "onnx_runtime": "1.25.0"
23
  },
24
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-onnx-w8a8.zip"
25
  }
26
  }
27
  },
@@ -31,14 +31,14 @@
31
  "tool_versions": {
32
  "qairt": "2.45.0.260326154327"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-qnn_dlc-w8a16.zip"
35
  },
36
  "onnx": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327",
39
  "onnx_runtime": "1.25.0"
40
  },
41
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-onnx-w8a16.zip"
42
  }
43
  }
44
  },
@@ -49,20 +49,20 @@
49
  "qairt": "2.45.0.260326154327",
50
  "litert": "1.4.4"
51
  },
52
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-tflite-float.zip"
53
  },
54
  "qnn_dlc": {
55
  "tool_versions": {
56
  "qairt": "2.45.0.260326154327"
57
  },
58
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-qnn_dlc-float.zip"
59
  },
60
  "onnx": {
61
  "tool_versions": {
62
  "qairt": "2.45.0.260326154327",
63
  "onnx_runtime": "1.25.0"
64
  },
65
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.57.3/deeplabv3_plus_mobilenet-onnx-float.zip"
66
  }
67
  }
68
  }
 
1
  {
2
+ "version": "0.58.0",
3
  "precisions": {
4
  "w8a8": {
5
  "universal_assets": {
 
8
  "qairt": "2.45.0.260326154327",
9
  "litert": "1.4.4"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-tflite-w8a8.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a8.zip"
18
  },
19
  "onnx": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327",
22
  "onnx_runtime": "1.25.0"
23
  },
24
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-onnx-w8a8.zip"
25
  }
26
  }
27
  },
 
31
  "tool_versions": {
32
  "qairt": "2.45.0.260326154327"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-qnn_dlc-w8a16.zip"
35
  },
36
  "onnx": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327",
39
  "onnx_runtime": "1.25.0"
40
  },
41
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-onnx-w8a16.zip"
42
  }
43
  }
44
  },
 
49
  "qairt": "2.45.0.260326154327",
50
  "litert": "1.4.4"
51
  },
52
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-tflite-float.zip"
53
  },
54
  "qnn_dlc": {
55
  "tool_versions": {
56
  "qairt": "2.45.0.260326154327"
57
  },
58
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-qnn_dlc-float.zip"
59
  },
60
  "onnx": {
61
  "tool_versions": {
62
  "qairt": "2.45.0.260326154327",
63
  "onnx_runtime": "1.25.0"
64
  },
65
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deeplabv3_plus_mobilenet/releases/v0.58.0/deeplabv3_plus_mobilenet-onnx-float.zip"
66
  }
67
  }
68
  }