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DnCNN

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v0.60.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.60.0 for changelog.

Files changed (2) hide show
  1. README.md +110 -101
  2. release_assets.json +7 -7
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-to-image
15
  DnCNN is a 17-layer denoising convolutional neural network that uses residual learning to remove Gaussian noise (sigma=25) from grayscale images. The network predicts the noise residual and subtracts it from the input to produce a clean image.
16
 
17
  This is based on the implementation of DnCNN found [here](https://github.com/cszn/KAIR).
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/dncnn) 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
 
@@ -28,134 +28,143 @@ 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 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[DnCNN on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/dncnn)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/dncnn) 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 [DnCNN on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/dncnn) for usage instructions.
51
 
52
  ## Model Details
53
 
54
  **Model Type:** Model_use_case.image_editing
55
 
56
  **Model Stats:**
57
- - Model checkpoint: dncnn_25
58
  - Input resolution: 256x256
59
- - Number of parameters: 555K
60
  - Model size (float): 2.12 MB
61
  - Model size (w8a8): 581 KB
 
62
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | DnCNN | ONNX | float | Snapdragon® X2 Elite | 4.04 ms | 1 - 1 MB | NPU
67
- | DnCNN | ONNX | float | Snapdragon® X Elite | 7.144 ms | 0 - 0 MB | NPU
68
- | DnCNN | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.165 ms | 1 - 178 MB | NPU
69
- | DnCNN | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 13.774 ms | 1 - 179 MB | NPU
70
- | DnCNN | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.878 ms | 1 - 4 MB | NPU
71
- | DnCNN | ONNX | float | Qualcomm® QCS8450 | 13.774 ms | 1 - 179 MB | NPU
72
- | DnCNN | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 14.204 ms | 1 - 4 MB | NPU
73
- | DnCNN | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 7.144 ms | 0 - 0 MB | NPU
74
- | DnCNN | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.123 ms | 0 - 143 MB | NPU
75
- | DnCNN | ONNX | float | Snapdragon® 8 Elite Mobile | 4.123 ms | 0 - 143 MB | NPU
76
- | DnCNN | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.21 ms | 0 - 144 MB | NPU
77
- | DnCNN | ONNX | w8a8 | Snapdragon® X2 Elite | 1.037 ms | 1 - 1 MB | NPU
78
- | DnCNN | ONNX | w8a8 | Snapdragon® X Elite | 1.869 ms | 0 - 0 MB | NPU
79
- | DnCNN | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.337 ms | 0 - 48 MB | NPU
80
- | DnCNN | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.359 ms | 0 - 52 MB | NPU
81
- | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.512 ms | 0 - 3 MB | NPU
82
- | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.791 ms | 0 - 3 MB | NPU
83
- | DnCNN | ONNX | w8a8 | Qualcomm® QCS8450 | 2.359 ms | 0 - 52 MB | NPU
84
- | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.887 ms | 0 - 3 MB | NPU
85
- | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.869 ms | 0 - 0 MB | NPU
86
- | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.216 ms | 0 - 30 MB | NPU
87
- | DnCNN | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.216 ms | 0 - 30 MB | NPU
88
- | DnCNN | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.81 ms | 0 - 32 MB | NPU
89
- | DnCNN | QNN_DLC | float | Snapdragon® X2 Elite | 4.14 ms | 0 - 0 MB | NPU
90
- | DnCNN | QNN_DLC | float | Snapdragon® X Elite | 7.23 ms | 0 - 0 MB | NPU
91
- | DnCNN | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.074 ms | 0 - 173 MB | NPU
92
- | DnCNN | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 13.43 ms | 0 - 178 MB | NPU
93
- | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 56.003 ms | 0 - 141 MB | NPU
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- | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.7 ms | 0 - 49 MB | NPU
95
- | DnCNN | QNN_DLC | float | Qualcomm® SA8775P | 13.888 ms | 0 - 143 MB | NPU
96
- | DnCNN | QNN_DLC | float | Qualcomm® SA8650P | 13.888 ms | 0 - 143 MB | NPU
97
- | DnCNN | QNN_DLC | float | Qualcomm® SA8255P | 13.888 ms | 0 - 143 MB | NPU
98
- | DnCNN | QNN_DLC | float | Qualcomm® QCS8450 | 13.43 ms | 0 - 178 MB | NPU
99
- | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 14.041 ms | 2 - 4 MB | NPU
100
- | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 7.23 ms | 0 - 0 MB | NPU
101
- | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 4.037 ms | 0 - 144 MB | NPU
102
- | DnCNN | QNN_DLC | float | Qualcomm® SA7255P | 56.003 ms | 0 - 141 MB | NPU
103
- | DnCNN | QNN_DLC | float | Qualcomm® SA8295P | 15.298 ms | 0 - 139 MB | NPU
104
- | DnCNN | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 4.037 ms | 0 - 144 MB | NPU
105
- | DnCNN | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.046 ms | 0 - 149 MB | NPU
106
- | DnCNN | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.191 ms | 0 - 0 MB | NPU
 
 
 
 
 
 
107
  | DnCNN | QNN_DLC | w8a8 | Snapdragon® X Elite | 2.007 ms | 0 - 0 MB | NPU
108
- | DnCNN | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.338 ms | 0 - 46 MB | NPU
109
- | DnCNN | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.355 ms | 0 - 51 MB | NPU
110
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.399 ms | 0 - 2 MB | NPU
111
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 7.555 ms | 0 - 28 MB | NPU
112
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.784 ms | 0 - 13 MB | NPU
113
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.998 ms | 0 - 30 MB | NPU
114
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.998 ms | 0 - 30 MB | NPU
115
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.998 ms | 0 - 30 MB | NPU
116
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.355 ms | 0 - 51 MB | NPU
117
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.87 ms | 2 - 4 MB | NPU
 
118
  | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 2.007 ms | 0 - 0 MB | NPU
119
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 38.845 ms | 0 - 140 MB | NPU
120
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.255 ms | 0 - 140 MB | NPU
121
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.213 ms | 0 - 28 MB | NPU
122
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA7255P | 7.555 ms | 0 - 28 MB | NPU
123
- | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA8295P | 4.196 ms | 0 - 26 MB | NPU
124
- | DnCNN | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.213 ms | 0 - 28 MB | NPU
125
  | DnCNN | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.805 ms | 0 - 28 MB | NPU
126
- | DnCNN | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.255 ms | 0 - 140 MB | NPU
127
- | DnCNN | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.204 ms | 0 - 180 MB | NPU
128
- | DnCNN | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 13.878 ms | 0 - 179 MB | NPU
129
- | DnCNN | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 56.384 ms | 0 - 142 MB | NPU
130
- | DnCNN | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.925 ms | 0 - 2 MB | NPU
131
- | DnCNN | TFLITE | float | Qualcomm® SA8775P | 14.161 ms | 0 - 146 MB | NPU
132
- | DnCNN | TFLITE | float | Qualcomm® SA8650P | 14.161 ms | 0 - 146 MB | NPU
133
- | DnCNN | TFLITE | float | Qualcomm® SA8255P | 14.161 ms | 0 - 146 MB | NPU
134
- | DnCNN | TFLITE | float | Qualcomm® QCS8450 | 13.878 ms | 0 - 179 MB | NPU
135
- | DnCNN | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 14.078 ms | 0 - 4 MB | NPU
136
- | DnCNN | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 4.129 ms | 0 - 144 MB | NPU
137
- | DnCNN | TFLITE | float | Qualcomm® SA7255P | 56.384 ms | 0 - 142 MB | NPU
138
- | DnCNN | TFLITE | float | Qualcomm® SA8295P | 15.602 ms | 0 - 141 MB | NPU
139
- | DnCNN | TFLITE | float | Snapdragon® 8 Elite Mobile | 4.129 ms | 0 - 144 MB | NPU
140
- | DnCNN | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.147 ms | 0 - 151 MB | NPU
141
- | DnCNN | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.298 ms | 0 - 47 MB | NPU
142
- | DnCNN | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.4 ms | 0 - 51 MB | NPU
143
- | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.45 ms | 0 - 3 MB | NPU
144
- | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 7.494 ms | 0 - 29 MB | NPU
145
- | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.709 ms | 0 - 1 MB | NPU
146
- | DnCNN | TFLITE | w8a8 | Qualcomm® SA8775P | 1.976 ms | 0 - 30 MB | NPU
147
- | DnCNN | TFLITE | w8a8 | Qualcomm® SA8650P | 1.976 ms | 0 - 30 MB | NPU
148
- | DnCNN | TFLITE | w8a8 | Qualcomm® SA8255P | 1.976 ms | 0 - 30 MB | NPU
149
- | DnCNN | TFLITE | w8a8 | Qualcomm® QCS8450 | 2.4 ms | 0 - 51 MB | NPU
150
- | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.818 ms | 0 - 3 MB | NPU
151
- | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 38.941 ms | 0 - 141 MB | NPU
152
- | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.213 ms | 0 - 141 MB | NPU
153
- | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.183 ms | 0 - 29 MB | NPU
154
- | DnCNN | TFLITE | w8a8 | Qualcomm® SA7255P | 7.494 ms | 0 - 29 MB | NPU
155
- | DnCNN | TFLITE | w8a8 | Qualcomm® SA8295P | 4.189 ms | 0 - 26 MB | NPU
156
- | DnCNN | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 1.183 ms | 0 - 29 MB | NPU
157
- | DnCNN | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.769 ms | 0 - 29 MB | NPU
158
- | DnCNN | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.213 ms | 0 - 141 MB | NPU
 
 
159
 
160
  ## License
161
  * The license for the original implementation of DnCNN can be found
 
15
  DnCNN is a 17-layer denoising convolutional neural network that uses residual learning to remove Gaussian noise (sigma=25) from grayscale images. The network predicts the noise residual and subtracts it from the input to produce a clean image.
16
 
17
  This is based on the implementation of DnCNN found [here](https://github.com/cszn/KAIR).
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/dncnn) 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/dncnn/releases/v0.60.0/dncnn-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/dncnn/releases/v0.60.0/dncnn-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/dncnn/releases/v0.60.0/dncnn-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/dncnn/releases/v0.60.0/dncnn-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/dncnn/releases/v0.60.0/dncnn-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/dncnn/releases/v0.60.0/dncnn-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[DnCNN on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/dncnn)**.
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/dncnn) 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 [DnCNN on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/dncnn) for usage instructions.
51
 
52
  ## Model Details
53
 
54
  **Model Type:** Model_use_case.image_editing
55
 
56
  **Model Stats:**
 
57
  - Input resolution: 256x256
58
+ - Model checkpoint: dncnn_25
59
  - Model size (float): 2.12 MB
60
  - Model size (w8a8): 581 KB
61
+ - Number of parameters: 555K
62
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | DnCNN | ONNX | float | Snapdragon® X2 Elite | 4.043 ms | 1 - 1 MB | NPU
67
+ | DnCNN | ONNX | float | Snapdragon® X Elite | 7.136 ms | 0 - 0 MB | NPU
68
+ | DnCNN | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.185 ms | 19 - 195 MB | NPU
69
+ | DnCNN | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 13.757 ms | 1 - 179 MB | NPU
70
+ | DnCNN | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 16.317 ms | 1 - 4 MB | NPU
71
+ | DnCNN | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.874 ms | 1 - 3 MB | NPU
72
+ | DnCNN | ONNX | float | Qualcomm® QCS8450 | 13.757 ms | 1 - 179 MB | NPU
73
+ | DnCNN | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 14.202 ms | 1 - 4 MB | NPU
74
+ | DnCNN | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 7.136 ms | 0 - 0 MB | NPU
75
+ | DnCNN | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.126 ms | 0 - 142 MB | NPU
76
+ | DnCNN | ONNX | float | Snapdragon® 8 Elite Mobile | 4.126 ms | 0 - 142 MB | NPU
77
+ | DnCNN | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.197 ms | 0 - 146 MB | NPU
78
+ | DnCNN | ONNX | w8a8 | Snapdragon® X2 Elite | 1.043 ms | 1 - 1 MB | NPU
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+ | DnCNN | ONNX | w8a8 | Snapdragon® X Elite | 1.873 ms | 0 - 0 MB | NPU
80
+ | DnCNN | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.336 ms | 0 - 47 MB | NPU
81
+ | DnCNN | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.371 ms | 0 - 52 MB | NPU
82
+ | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.5 ms | 0 - 3 MB | NPU
83
+ | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.205 ms | 0 - 4 MB | NPU
84
+ | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.788 ms | 0 - 2 MB | NPU
85
+ | DnCNN | ONNX | w8a8 | Qualcomm® QCS8450 | 2.371 ms | 0 - 52 MB | NPU
86
+ | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.898 ms | 0 - 3 MB | NPU
87
+ | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.873 ms | 0 - 0 MB | NPU
88
+ | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 39.004 ms | 2 - 145 MB | NPU
89
+ | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.262 ms | 0 - 144 MB | NPU
90
+ | DnCNN | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.209 ms | 0 - 31 MB | NPU
91
+ | DnCNN | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.209 ms | 0 - 31 MB | NPU
92
+ | DnCNN | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.812 ms | 0 - 32 MB | NPU
93
+ | DnCNN | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.262 ms | 0 - 144 MB | NPU
94
+ | DnCNN | QNN_DLC | float | Snapdragon® X2 Elite | 4.166 ms | 0 - 0 MB | NPU
95
+ | DnCNN | QNN_DLC | float | Snapdragon® X Elite | 7.217 ms | 0 - 0 MB | NPU
96
+ | DnCNN | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.085 ms | 0 - 173 MB | NPU
97
+ | DnCNN | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 13.451 ms | 0 - 177 MB | NPU
98
+ | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 15.809 ms | 0 - 3 MB | NPU
99
+ | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 55.992 ms | 0 - 141 MB | NPU
100
+ | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.729 ms | 0 - 2 MB | NPU
101
+ | DnCNN | QNN_DLC | float | Qualcomm® SA8775P | 13.869 ms | 0 - 144 MB | NPU
102
+ | DnCNN | QNN_DLC | float | Qualcomm® SA8650P | 13.869 ms | 0 - 144 MB | NPU
103
+ | DnCNN | QNN_DLC | float | Qualcomm® SA8255P | 13.869 ms | 0 - 144 MB | NPU
104
+ | DnCNN | QNN_DLC | float | Qualcomm® QCS8450 | 13.451 ms | 0 - 177 MB | NPU
105
+ | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 13.982 ms | 0 - 2 MB | NPU
106
+ | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 7.217 ms | 0 - 0 MB | NPU
107
+ | DnCNN | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 4.037 ms | 0 - 141 MB | NPU
108
+ | DnCNN | QNN_DLC | float | Qualcomm® SA7255P | 55.992 ms | 0 - 141 MB | NPU
109
+ | DnCNN | QNN_DLC | float | Qualcomm® SA8295P | 15.313 ms | 0 - 139 MB | NPU
110
+ | DnCNN | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 4.037 ms | 0 - 141 MB | NPU
111
+ | DnCNN | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.05 ms | 0 - 149 MB | NPU
112
+ | DnCNN | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.176 ms | 0 - 0 MB | NPU
113
  | DnCNN | QNN_DLC | w8a8 | Snapdragon® X Elite | 2.007 ms | 0 - 0 MB | NPU
114
+ | DnCNN | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.323 ms | 0 - 46 MB | NPU
115
+ | DnCNN | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.514 ms | 0 - 51 MB | NPU
116
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.419 ms | 0 - 2 MB | NPU
117
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.183 ms | 0 - 2 MB | NPU
118
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.581 ms | 0 - 28 MB | NPU
119
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.777 ms | 0 - 3 MB | NPU
120
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.999 ms | 0 - 30 MB | NPU
121
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.999 ms | 0 - 30 MB | NPU
122
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.999 ms | 0 - 30 MB | NPU
123
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.514 ms | 0 - 51 MB | NPU
124
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.02 ms | 2 - 4 MB | NPU
125
  | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 2.007 ms | 0 - 0 MB | NPU
126
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 38.849 ms | 0 - 140 MB | NPU
127
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.256 ms | 0 - 140 MB | NPU
128
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.221 ms | 0 - 28 MB | NPU
129
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA7255P | 7.581 ms | 0 - 28 MB | NPU
130
+ | DnCNN | QNN_DLC | w8a8 | Qualcomm® SA8295P | 4.226 ms | 0 - 26 MB | NPU
131
+ | DnCNN | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.221 ms | 0 - 28 MB | NPU
132
  | DnCNN | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.805 ms | 0 - 28 MB | NPU
133
+ | DnCNN | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.256 ms | 0 - 140 MB | NPU
134
+ | DnCNN | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.2 ms | 0 - 179 MB | NPU
135
+ | DnCNN | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 14.005 ms | 0 - 180 MB | NPU
136
+ | DnCNN | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 16.242 ms | 0 - 5 MB | NPU
137
+ | DnCNN | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 56.39 ms | 0 - 142 MB | NPU
138
+ | DnCNN | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.928 ms | 0 - 2 MB | NPU
139
+ | DnCNN | TFLITE | float | Qualcomm® SA8775P | 14.161 ms | 0 - 144 MB | NPU
140
+ | DnCNN | TFLITE | float | Qualcomm® SA8650P | 14.161 ms | 0 - 144 MB | NPU
141
+ | DnCNN | TFLITE | float | Qualcomm® SA8255P | 14.161 ms | 0 - 144 MB | NPU
142
+ | DnCNN | TFLITE | float | Qualcomm® QCS8450 | 14.005 ms | 0 - 180 MB | NPU
143
+ | DnCNN | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 14.318 ms | 0 - 4 MB | NPU
144
+ | DnCNN | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 4.163 ms | 0 - 147 MB | NPU
145
+ | DnCNN | TFLITE | float | Qualcomm® SA7255P | 56.39 ms | 0 - 142 MB | NPU
146
+ | DnCNN | TFLITE | float | Qualcomm® SA8295P | 15.612 ms | 0 - 141 MB | NPU
147
+ | DnCNN | TFLITE | float | Snapdragon® 8 Elite Mobile | 4.163 ms | 0 - 147 MB | NPU
148
+ | DnCNN | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.173 ms | 0 - 146 MB | NPU
149
+ | DnCNN | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.302 ms | 0 - 47 MB | NPU
150
+ | DnCNN | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.343 ms | 0 - 52 MB | NPU
151
+ | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9.451 ms | 0 - 3 MB | NPU
152
+ | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.14 ms | 0 - 3 MB | NPU
153
+ | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.522 ms | 0 - 29 MB | NPU
154
+ | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.711 ms | 0 - 72 MB | NPU
155
+ | DnCNN | TFLITE | w8a8 | Qualcomm® SA8775P | 1.98 ms | 0 - 30 MB | NPU
156
+ | DnCNN | TFLITE | w8a8 | Qualcomm® SA8650P | 1.98 ms | 0 - 30 MB | NPU
157
+ | DnCNN | TFLITE | w8a8 | Qualcomm® SA8255P | 1.98 ms | 0 - 30 MB | NPU
158
+ | DnCNN | TFLITE | w8a8 | Qualcomm® QCS8450 | 2.343 ms | 0 - 52 MB | NPU
159
+ | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.819 ms | 0 - 3 MB | NPU
160
+ | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 38.909 ms | 0 - 141 MB | NPU
161
+ | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.215 ms | 0 - 141 MB | NPU
162
+ | DnCNN | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.19 ms | 0 - 30 MB | NPU
163
+ | DnCNN | TFLITE | w8a8 | Qualcomm® SA7255P | 7.522 ms | 0 - 29 MB | NPU
164
+ | DnCNN | TFLITE | w8a8 | Qualcomm® SA8295P | 4.183 ms | 0 - 26 MB | NPU
165
+ | DnCNN | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 1.19 ms | 0 - 30 MB | NPU
166
+ | DnCNN | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.771 ms | 0 - 30 MB | NPU
167
+ | DnCNN | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.215 ms | 0 - 141 MB | NPU
168
 
169
  ## License
170
  * The license for the original implementation of DnCNN can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.59.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
@@ -8,19 +8,19 @@
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-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/dncnn/releases/v0.59.0/dncnn-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.60.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
 
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/dncnn/releases/v0.60.0/dncnn-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/dncnn/releases/v0.60.0/dncnn-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/dncnn/releases/v0.60.0/dncnn-tflite-float.zip"
24
  }
25
  }
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/dncnn/releases/v0.60.0/dncnn-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/dncnn/releases/v0.60.0/dncnn-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/dncnn/releases/v0.60.0/dncnn-tflite-w8a8.zip"
47
  }
48
  }
49
  }