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ConvNext-Base

Image Classification
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bu_auto
android
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v0.53.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.

Files changed (2) hide show
  1. README.md +60 -49
  2. release_assets.json +14 -14
README.md CHANGED
@@ -28,11 +28,11 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.52.0/convnext_base-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.52.0/convnext_base-onnx-w8a16.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/convnext_base/releases/v0.52.0/convnext_base-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.52.0/convnext_base-qnn_dlc-w8a16.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/convnext_base/releases/v0.52.0/convnext_base-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[ConvNext-Base on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/convnext_base)**.
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@@ -62,51 +62,62 @@ See our repository for [ConvNext-Base on GitHub](https://github.com/qualcomm/ai-
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  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
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- | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.157 ms | 1 - 285 MB | NPU
66
- | ConvNext-Base | ONNX | float | Snapdragon® X2 Elite | 3.529 ms | 176 - 176 MB | NPU
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- | ConvNext-Base | ONNX | float | Snapdragon® X Elite | 7.49 ms | 175 - 175 MB | NPU
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- | ConvNext-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.307 ms | 1 - 354 MB | NPU
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- | ConvNext-Base | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.163 ms | 0 - 197 MB | NPU
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- | ConvNext-Base | ONNX | float | Qualcomm® QCS9075 | 11.147 ms | 0 - 4 MB | NPU
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- | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.169 ms | 0 - 285 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.605 ms | 0 - 224 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 2.78 ms | 90 - 90 MB | NPU
 
 
 
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  | ConvNext-Base | ONNX | w8a16 | Snapdragon® X Elite | 6.459 ms | 90 - 90 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.373 ms | 0 - 272 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS6490 | 1081.835 ms | 32 - 63 MB | CPU
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- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.206 ms | 0 - 5 MB | NPU
78
- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS9075 | 5.894 ms | 0 - 3 MB | NPU
79
- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCM6690 | 629.093 ms | 69 - 84 MB | CPU
80
- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.217 ms | 0 - 210 MB | NPU
81
- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 601.029 ms | 73 - 90 MB | CPU
82
- | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.534 ms | 1 - 184 MB | NPU
83
- | ConvNext-Base | QNN_DLC | float | Snapdragon® X2 Elite | 4.303 ms | 1 - 1 MB | NPU
84
- | ConvNext-Base | QNN_DLC | float | Snapdragon® X Elite | 8.635 ms | 1 - 1 MB | NPU
85
- | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 6.016 ms | 0 - 303 MB | NPU
86
- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 42.424 ms | 1 - 180 MB | NPU
87
- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 8.255 ms | 1 - 2 MB | NPU
88
- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS9075 | 12.314 ms | 1 - 3 MB | NPU
89
- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 20.584 ms | 0 - 295 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.647 ms | 0 - 180 MB | NPU
91
- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.529 ms | 0 - 211 MB | NPU
92
- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 3.119 ms | 0 - 0 MB | NPU
93
- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 6.25 ms | 0 - 0 MB | NPU
94
- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.043 ms | 0 - 251 MB | NPU
95
- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 20.701 ms | 0 - 2 MB | NPU
96
- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 14.625 ms | 0 - 202 MB | NPU
97
- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.935 ms | 0 - 4 MB | NPU
98
- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.123 ms | 0 - 2 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 72.956 ms | 2 - 401 MB | NPU
100
- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 9.188 ms | 0 - 251 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.284 ms | 0 - 194 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.763 ms | 0 - 253 MB | NPU
103
- | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.158 ms | 0 - 179 MB | NPU
104
- | ConvNext-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.456 ms | 0 - 303 MB | NPU
105
- | ConvNext-Base | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 40.984 ms | 0 - 175 MB | NPU
106
- | ConvNext-Base | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.23 ms | 0 - 2 MB | NPU
107
- | ConvNext-Base | TFLITE | float | Qualcomm® QCS9075 | 11.399 ms | 0 - 177 MB | NPU
108
- | ConvNext-Base | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 19.692 ms | 0 - 290 MB | NPU
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- | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.127 ms | 0 - 179 MB | NPU
 
 
 
 
 
 
 
 
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111
  ## License
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  * The license for the original implementation of ConvNext-Base can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.53.0/convnext_base-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.53.0/convnext_base-onnx-w8a16.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/convnext_base/releases/v0.53.0/convnext_base-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.53.0/convnext_base-qnn_dlc-w8a16.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/convnext_base/releases/v0.53.0/convnext_base-tflite-float.zip)
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37
  For more device-specific assets and performance metrics, visit **[ConvNext-Base on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/convnext_base)**.
38
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.161 ms | 1 - 286 MB | NPU
66
+ | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite Mobile | 4.134 ms | 0 - 286 MB | NPU
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+ | ConvNext-Base | ONNX | float | Snapdragon® X2 Elite | 3.528 ms | 176 - 176 MB | NPU
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+ | ConvNext-Base | ONNX | float | Snapdragon® X Elite | 7.518 ms | 175 - 175 MB | NPU
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+ | ConvNext-Base | ONNX | float | Snapdragon® X Elite | 7.518 ms | 175 - 175 MB | NPU
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+ | ConvNext-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.299 ms | 1 - 352 MB | NPU
71
+ | ConvNext-Base | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.13 ms | 0 - 195 MB | NPU
72
+ | ConvNext-Base | ONNX | float | Qualcomm® QCS9075 | 11.126 ms | 0 - 4 MB | NPU
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+ | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.134 ms | 0 - 286 MB | NPU
74
+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.596 ms | 0 - 224 MB | NPU
75
+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 3.199 ms | 0 - 209 MB | NPU
76
+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 2.766 ms | 90 - 90 MB | NPU
77
  | ConvNext-Base | ONNX | w8a16 | Snapdragon® X Elite | 6.459 ms | 90 - 90 MB | NPU
78
+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® X Elite | 6.459 ms | 90 - 90 MB | NPU
79
+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.375 ms | 0 - 274 MB | NPU
80
+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS6490 | 1101.834 ms | 33 - 65 MB | CPU
81
+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.191 ms | 0 - 102 MB | NPU
82
+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS9075 | 5.906 ms | 0 - 3 MB | NPU
83
+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCM6690 | 629.913 ms | 44 - 56 MB | CPU
84
+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.199 ms | 0 - 209 MB | NPU
85
+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 597.698 ms | 48 - 63 MB | CPU
86
+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 597.698 ms | 48 - 63 MB | CPU
87
+ | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.479 ms | 1 - 183 MB | NPU
88
+ | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 4.57 ms | 1 - 183 MB | NPU
89
+ | ConvNext-Base | QNN_DLC | float | Snapdragon® X2 Elite | 4.174 ms | 1 - 1 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® X Elite | 8.371 ms | 1 - 1 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® X Elite | 8.371 ms | 1 - 1 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 5.868 ms | 0 - 306 MB | NPU
93
+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 41.898 ms | 1 - 180 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 7.939 ms | 1 - 3 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS9075 | 11.979 ms | 1 - 3 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 20.396 ms | 0 - 295 MB | NPU
97
+ | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.57 ms | 1 - 183 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.525 ms | 0 - 211 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 3.277 ms | 0 - 194 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 3.127 ms | 0 - 0 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 6.256 ms | 0 - 0 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 6.256 ms | 0 - 0 MB | NPU
103
+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.075 ms | 0 - 249 MB | NPU
104
+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 20.538 ms | 0 - 2 MB | NPU
105
+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 14.609 ms | 0 - 202 MB | NPU
106
+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.873 ms | 0 - 269 MB | NPU
107
+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.124 ms | 0 - 2 MB | NPU
108
+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 68.273 ms | 0 - 401 MB | NPU
109
+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 9.158 ms | 0 - 249 MB | NPU
110
+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.277 ms | 0 - 194 MB | NPU
111
+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.739 ms | 0 - 252 MB | NPU
112
+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.739 ms | 0 - 252 MB | NPU
113
+ | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.151 ms | 0 - 179 MB | NPU
114
+ | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite Mobile | 4.089 ms | 0 - 179 MB | NPU
115
+ | ConvNext-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.457 ms | 0 - 298 MB | NPU
116
+ | ConvNext-Base | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 40.988 ms | 0 - 173 MB | NPU
117
+ | ConvNext-Base | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.243 ms | 0 - 2 MB | NPU
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+ | ConvNext-Base | TFLITE | float | Qualcomm® QCS9075 | 11.207 ms | 0 - 177 MB | NPU
119
+ | ConvNext-Base | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 19.708 ms | 0 - 291 MB | NPU
120
+ | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.089 ms | 0 - 179 MB | NPU
121
 
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  ## License
123
  * The license for the original implementation of ConvNext-Base can be found
release_assets.json CHANGED
@@ -1,44 +1,44 @@
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  {
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- "version": "0.52.0",
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  "precisions": {
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- "float": {
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  "universal_assets": {
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- "tflite": {
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- "tool_versions": {
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- "qairt": "2.45.0.260326154327",
9
- "litert": "1.4.2"
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- },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.52.0/convnext_base-tflite-float.zip"
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- },
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.52.0/convnext_base-qnn_dlc-float.zip"
18
  },
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  "onnx": {
20
  "tool_versions": {
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  "qairt": "2.42.0.251225135753_193295",
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  "onnx_runtime": "1.24.3"
23
  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.52.0/convnext_base-onnx-float.zip"
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  }
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  }
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  },
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- "w8a16": {
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  "universal_assets": {
 
 
 
 
 
 
 
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.52.0/convnext_base-qnn_dlc-w8a16.zip"
35
  },
36
  "onnx": {
37
  "tool_versions": {
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  "qairt": "2.42.0.251225135753_193295",
39
  "onnx_runtime": "1.24.3"
40
  },
41
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.52.0/convnext_base-onnx-w8a16.zip"
42
  }
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  }
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  }
 
1
  {
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+ "version": "0.53.0",
3
  "precisions": {
4
+ "w8a16": {
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  "universal_assets": {
 
 
 
 
 
 
 
6
  "qnn_dlc": {
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  "tool_versions": {
8
  "qairt": "2.45.0.260326154327"
9
  },
10
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.53.0/convnext_base-qnn_dlc-w8a16.zip"
11
  },
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  "onnx": {
13
  "tool_versions": {
14
  "qairt": "2.42.0.251225135753_193295",
15
  "onnx_runtime": "1.24.3"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.53.0/convnext_base-onnx-w8a16.zip"
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  }
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  }
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  },
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+ "float": {
22
  "universal_assets": {
23
+ "tflite": {
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+ "tool_versions": {
25
+ "qairt": "2.45.0.260326154327",
26
+ "litert": "1.4.3"
27
+ },
28
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.53.0/convnext_base-tflite-float.zip"
29
+ },
30
  "qnn_dlc": {
31
  "tool_versions": {
32
  "qairt": "2.45.0.260326154327"
33
  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.53.0/convnext_base-qnn_dlc-float.zip"
35
  },
36
  "onnx": {
37
  "tool_versions": {
38
  "qairt": "2.42.0.251225135753_193295",
39
  "onnx_runtime": "1.24.3"
40
  },
41
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.53.0/convnext_base-onnx-float.zip"
42
  }
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  }
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  }