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DDRNet23-Slim

Image Segmentation
PyTorch
real_time
android
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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 +79 -82
  2. release_assets.json +15 -16
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-segmentation
15
  DDRNet23Slim is a machine learning model that segments an image into semantic classes, specifically designed for road-based scenes. It is designed for the application of self-driving cars.
16
 
17
  This is based on the implementation of DDRNet23-Slim found [here](https://github.com/chenjun2hao/DDRNet.pytorch).
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/ddrnet23_slim) 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
 
@@ -28,25 +28,25 @@ Below are pre-exported model assets ready for deployment.
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29
  | 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/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-onnx-float.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/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-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/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-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/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-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/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[DDRNet23-Slim on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ddrnet23_slim)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/ddrnet23_slim) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
- See our repository for [DDRNet23-Slim on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/ddrnet23_slim) for usage instructions.
50
 
51
  ## Model Details
52
 
@@ -64,80 +64,77 @@ See our repository for [DDRNet23-Slim on GitHub](https://github.com/qualcomm/ai-
64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
- | DDRNet23-Slim | ONNX | float | Snapdragon® X2 Elite | 11.706 ms | 24 - 24 MB | NPU
68
- | DDRNet23-Slim | ONNX | float | Snapdragon® X Elite | 27.558 ms | 24 - 24 MB | NPU
69
- | DDRNet23-Slim | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 20.024 ms | 32 - 302 MB | NPU
70
- | DDRNet23-Slim | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 45.839 ms | 24 - 297 MB | NPU
71
- | DDRNet23-Slim | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 27.955 ms | 0 - 212 MB | NPU
72
- | DDRNet23-Slim | ONNX | float | Qualcomm® QCS8450 | 45.839 ms | 24 - 297 MB | NPU
73
- | DDRNet23-Slim | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 41.647 ms | 24 - 51 MB | NPU
74
- | DDRNet23-Slim | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.414 ms | 5 - 219 MB | NPU
75
- | DDRNet23-Slim | ONNX | float | Snapdragon® 8 Elite Mobile | 14.977 ms | 7 - 194 MB | NPU
76
- | DDRNet23-Slim | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 14.977 ms | 7 - 194 MB | NPU
77
- | DDRNet23-Slim | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 27.558 ms | 24 - 24 MB | NPU
78
- | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® X2 Elite | 43.774 ms | 7 - 7 MB | NPU
79
- | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® X Elite | 55.955 ms | 7 - 7 MB | NPU
80
- | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 39.605 ms | 7 - 253 MB | NPU
81
- | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 55.21 ms | 8 - 255 MB | NPU
82
- | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 149.785 ms | 6 - 9 MB | NPU
83
- | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 53.345 ms | 6 - 9 MB | NPU
84
- | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® QCS8450 | 55.21 ms | 8 - 255 MB | NPU
85
- | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 40.987 ms | 1 - 199 MB | NPU
86
- | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 43.375 ms | 2 - 204 MB | NPU
87
- | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 58.838 ms | 6 - 9 MB | NPU
88
- | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 53.663 ms | 7 - 208 MB | NPU
89
- | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 196.435 ms | 6 - 206 MB | NPU
90
- | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 53.663 ms | 7 - 208 MB | NPU
91
- | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 40.987 ms | 1 - 199 MB | NPU
92
- | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 55.955 ms | 7 - 7 MB | NPU
93
- | DDRNet23-Slim | QNN_DLC | float | Snapdragon® X2 Elite | 11.75 ms | 24 - 24 MB | NPU
94
- | DDRNet23-Slim | QNN_DLC | float | Snapdragon® X Elite | 33.869 ms | 24 - 24 MB | NPU
95
- | DDRNet23-Slim | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 22.398 ms | 24 - 297 MB | NPU
96
- | DDRNet23-Slim | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 66.647 ms | 0 - 278 MB | NPU
97
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® QCS8275 | 98.47 ms | 24 - 221 MB | NPU
98
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 32.9 ms | 24 - 173 MB | NPU
99
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA8775P | 40.434 ms | 24 - 221 MB | NPU
100
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA8650P | 40.434 ms | 24 - 221 MB | NPU
101
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA8255P | 40.434 ms | 24 - 221 MB | NPU
102
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® QCS8450 | 66.647 ms | 0 - 278 MB | NPU
103
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 41.719 ms | 24 - 52 MB | NPU
104
- | DDRNet23-Slim | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.517 ms | 20 - 259 MB | NPU
105
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA7255P | 98.47 ms | 24 - 221 MB | NPU
106
- | DDRNet23-Slim | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 15.457 ms | 15 - 235 MB | NPU
107
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA8295P | 43.495 ms | 24 - 229 MB | NPU
108
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 15.457 ms | 15 - 235 MB | NPU
109
- | DDRNet23-Slim | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 33.869 ms | 24 - 24 MB | NPU
110
- | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 29.317 ms | 6 - 6 MB | NPU
111
- | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® X Elite | 58.853 ms | 6 - 6 MB | NPU
112
- | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 41.863 ms | 6 - 251 MB | NPU
113
- | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 80.52 ms | 7 - 254 MB | NPU
114
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 107.872 ms | 6 - 205 MB | NPU
115
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 56.214 ms | 6 - 8 MB | NPU
116
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA8775P | 56.908 ms | 6 - 206 MB | NPU
117
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA8650P | 56.908 ms | 6 - 206 MB | NPU
118
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA8255P | 56.908 ms | 6 - 206 MB | NPU
119
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 80.52 ms | 7 - 254 MB | NPU
120
- | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 39.65 ms | 0 - 218 MB | NPU
121
- | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 28.685 ms | 6 - 240 MB | NPU
122
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 57.505 ms | 6 - 14 MB | NPU
123
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA7255P | 107.872 ms | 6 - 205 MB | NPU
124
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA8295P | 66.582 ms | 6 - 208 MB | NPU
125
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 39.65 ms | 0 - 218 MB | NPU
126
- | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 58.853 ms | 6 - 6 MB | NPU
127
- | DDRNet23-Slim | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 22.433 ms | 2 - 286 MB | NPU
128
- | DDRNet23-Slim | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 66.498 ms | 3 - 287 MB | NPU
129
- | DDRNet23-Slim | TFLITE | float | Qualcomm® QCS8275 | 98.332 ms | 3 - 204 MB | NPU
130
- | DDRNet23-Slim | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 33.091 ms | 2 - 5 MB | NPU
131
- | DDRNet23-Slim | TFLITE | float | Qualcomm® SA8775P | 40.417 ms | 3 - 206 MB | NPU
132
- | DDRNet23-Slim | TFLITE | float | Qualcomm® SA8650P | 40.417 ms | 3 - 206 MB | NPU
133
- | DDRNet23-Slim | TFLITE | float | Qualcomm® SA8255P | 40.417 ms | 3 - 206 MB | NPU
134
- | DDRNet23-Slim | TFLITE | float | Qualcomm® QCS8450 | 66.498 ms | 3 - 287 MB | NPU
135
- | DDRNet23-Slim | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 41.467 ms | 0 - 41 MB | NPU
136
- | DDRNet23-Slim | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.448 ms | 2 - 242 MB | NPU
137
- | DDRNet23-Slim | TFLITE | float | Qualcomm® SA7255P | 98.332 ms | 3 - 204 MB | NPU
138
- | DDRNet23-Slim | TFLITE | float | Snapdragon® 8 Elite Mobile | 15.441 ms | 2 - 225 MB | NPU
139
- | DDRNet23-Slim | TFLITE | float | Qualcomm® SA8295P | 43.444 ms | 3 - 215 MB | NPU
140
- | DDRNet23-Slim | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 15.441 ms | 2 - 225 MB | NPU
141
 
142
  ## License
143
  * The license for the original implementation of DDRNet23-Slim can be found
 
15
  DDRNet23Slim is a machine learning model that segments an image into semantic classes, specifically designed for road-based scenes. It is designed for the application of self-driving cars.
16
 
17
  This is based on the implementation of DDRNet23-Slim found [here](https://github.com/chenjun2hao/DDRNet.pytorch).
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/ddrnet23_slim) 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/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-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/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-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/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-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/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-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/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[DDRNet23-Slim on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ddrnet23_slim)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/ddrnet23_slim) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
+ See our repository for [DDRNet23-Slim on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/ddrnet23_slim) for usage instructions.
50
 
51
  ## Model Details
52
 
 
64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
+ | DDRNet23-Slim | ONNX | float | Snapdragon® X2 Elite | 11.675 ms | 24 - 24 MB | NPU
68
+ | DDRNet23-Slim | ONNX | float | Snapdragon® X Elite | 27.809 ms | 24 - 24 MB | NPU
69
+ | DDRNet23-Slim | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 19.922 ms | 28 - 297 MB | NPU
70
+ | DDRNet23-Slim | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 46.111 ms | 24 - 296 MB | NPU
71
+ | DDRNet23-Slim | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 28.564 ms | 22 - 24 MB | NPU
72
+ | DDRNet23-Slim | ONNX | float | Qualcomm® QCS8450 | 46.111 ms | 24 - 296 MB | NPU
73
+ | DDRNet23-Slim | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 35.702 ms | 24 - 51 MB | NPU
74
+ | DDRNet23-Slim | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 27.809 ms | 24 - 24 MB | NPU
75
+ | DDRNet23-Slim | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 15.278 ms | 8 - 194 MB | NPU
76
+ | DDRNet23-Slim | ONNX | float | Snapdragon® 8 Elite Mobile | 15.278 ms | 8 - 194 MB | NPU
77
+ | DDRNet23-Slim | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.404 ms | 5 - 219 MB | NPU
78
+ | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® X2 Elite | 43.793 ms | 7 - 7 MB | NPU
79
+ | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® X Elite | 56.063 ms | 7 - 7 MB | NPU
80
+ | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 39.526 ms | 7 - 251 MB | NPU
81
+ | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 55.093 ms | 8 - 253 MB | NPU
82
+ | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 153.105 ms | 6 - 9 MB | NPU
83
+ | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 53.361 ms | 6 - 16 MB | NPU
84
+ | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® QCS8450 | 55.093 ms | 8 - 253 MB | NPU
85
+ | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 52.716 ms | 6 - 9 MB | NPU
86
+ | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 56.063 ms | 7 - 7 MB | NPU
87
+ | DDRNet23-Slim | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 41.084 ms | 1 - 201 MB | NPU
88
+ | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 41.084 ms | 1 - 201 MB | NPU
89
+ | DDRNet23-Slim | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 43.406 ms | 1 - 203 MB | NPU
90
+ | DDRNet23-Slim | QNN_DLC | float | Snapdragon® X2 Elite | 11.881 ms | 24 - 24 MB | NPU
91
+ | DDRNet23-Slim | QNN_DLC | float | Snapdragon® X Elite | 34.27 ms | 24 - 24 MB | NPU
92
+ | DDRNet23-Slim | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 22.31 ms | 17 - 290 MB | NPU
93
+ | DDRNet23-Slim | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 66.591 ms | 24 - 300 MB | NPU
94
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 98.418 ms | 24 - 220 MB | NPU
95
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 33.034 ms | 24 - 27 MB | NPU
96
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA8775P | 40.438 ms | 24 - 221 MB | NPU
97
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA8650P | 40.438 ms | 24 - 221 MB | NPU
98
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA8255P | 40.438 ms | 24 - 221 MB | NPU
99
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® QCS8450 | 66.591 ms | 24 - 300 MB | NPU
100
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 44.535 ms | 24 - 52 MB | NPU
101
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 34.27 ms | 24 - 24 MB | NPU
102
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 15.427 ms | 15 - 235 MB | NPU
103
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA7255P | 98.418 ms | 24 - 220 MB | NPU
104
+ | DDRNet23-Slim | QNN_DLC | float | Qualcomm® SA8295P | 43.525 ms | 24 - 229 MB | NPU
105
+ | DDRNet23-Slim | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 15.427 ms | 15 - 235 MB | NPU
106
+ | DDRNet23-Slim | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.512 ms | 0 - 238 MB | NPU
107
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 29.371 ms | 6 - 6 MB | NPU
108
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® X Elite | 58.901 ms | 6 - 6 MB | NPU
109
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 41.945 ms | 6 - 252 MB | NPU
110
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 80.283 ms | 7 - 253 MB | NPU
111
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 107.783 ms | 6 - 205 MB | NPU
112
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 56.454 ms | 6 - 8 MB | NPU
113
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA8775P | 56.87 ms | 6 - 206 MB | NPU
114
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA8650P | 56.87 ms | 6 - 206 MB | NPU
115
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA8255P | 56.87 ms | 6 - 206 MB | NPU
116
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 80.283 ms | 7 - 253 MB | NPU
117
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 57.37 ms | 6 - 14 MB | NPU
118
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 58.901 ms | 6 - 6 MB | NPU
119
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 39.901 ms | 6 - 222 MB | NPU
120
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA7255P | 107.783 ms | 6 - 205 MB | NPU
121
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Qualcomm® SA8295P | 66.362 ms | 6 - 208 MB | NPU
122
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 39.901 ms | 6 - 222 MB | NPU
123
+ | DDRNet23-Slim | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 28.729 ms | 6 - 240 MB | NPU
124
+ | DDRNet23-Slim | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 22.341 ms | 2 - 284 MB | NPU
125
+ | DDRNet23-Slim | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 66.422 ms | 3 - 286 MB | NPU
126
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 98.317 ms | 2 - 204 MB | NPU
127
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 33.126 ms | 2 - 5 MB | NPU
128
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® SA8775P | 40.458 ms | 2 - 205 MB | NPU
129
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® SA8650P | 40.458 ms | 2 - 205 MB | NPU
130
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® SA8255P | 40.458 ms | 2 - 205 MB | NPU
131
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® QCS8450 | 66.422 ms | 3 - 286 MB | NPU
132
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 41.244 ms | 0 - 41 MB | NPU
133
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 15.633 ms | 1 - 229 MB | NPU
134
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® SA7255P | 98.317 ms | 2 - 204 MB | NPU
135
+ | DDRNet23-Slim | TFLITE | float | Qualcomm® SA8295P | 43.406 ms | 3 - 216 MB | NPU
136
+ | DDRNet23-Slim | TFLITE | float | Snapdragon® 8 Elite Mobile | 15.633 ms | 1 - 229 MB | NPU
137
+ | DDRNet23-Slim | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.452 ms | 2 - 244 MB | NPU
 
 
 
138
 
139
  ## License
140
  * The license for the original implementation of DDRNet23-Slim can be found
release_assets.json CHANGED
@@ -1,44 +1,43 @@
1
  {
2
- "version": "0.58.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
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- "tflite": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327",
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- "litert": "1.4.4"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-tflite-float.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/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-qnn_dlc-float.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/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-onnx-float.zip"
25
  }
26
  }
27
  },
28
  "w8a8": {
29
  "universal_assets": {
30
- "qnn_dlc": {
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/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-qnn_dlc-w8a8.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/ddrnet23_slim/releases/v0.58.0/ddrnet23_slim-onnx-w8a8.zip"
42
  }
43
  }
44
  }
 
1
  {
2
+ "version": "0.59.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
+ "onnx": {
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  "tool_versions": {
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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/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-onnx-float.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/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-qnn_dlc-float.zip"
18
  },
19
+ "tflite": {
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  "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
 
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-tflite-float.zip"
24
  }
25
  }
26
  },
27
  "w8a8": {
28
  "universal_assets": {
29
+ "onnx": {
30
  "tool_versions": {
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/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-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/ddrnet23_slim/releases/v0.59.0/ddrnet23_slim-qnn_dlc-w8a8.zip"
41
  }
42
  }
43
  }