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ConvNext-Base

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v0.51.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.

Files changed (2) hide show
  1. README.md +50 -49
  2. release_assets.json +46 -1
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/v0.50.2/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/v0.50.2/convnext_base-onnx-w8a16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.50.2/convnext_base-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.50.2/convnext_base-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.50.2/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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@@ -62,50 +62,51 @@ See our repository for [ConvNext-Base on GitHub](https://github.com/qualcomm/ai-
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  ## Performance Summary
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  | 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 | 3.153 ms | 0 - 285 MB | NPU
66
- | ConvNext-Base | ONNX | float | Snapdragon® X2 Elite | 3.532 ms | 176 - 176 MB | NPU
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- | ConvNext-Base | ONNX | float | Snapdragon® X Elite | 7.475 ms | 175 - 175 MB | NPU
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- | ConvNext-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.302 ms | 1 - 354 MB | NPU
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- | ConvNext-Base | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.125 ms | 0 - 195 MB | NPU
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- | ConvNext-Base | ONNX | float | Qualcomm® QCS9075 | 11.339 ms | 0 - 4 MB | NPU
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- | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.175 ms | 0 - 286 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.59 ms | 0 - 223 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 2.764 ms | 90 - 90 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® X Elite | 6.463 ms | 90 - 90 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.39 ms | 0 - 275 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS6490 | 1102.498 ms | 33 - 63 MB | CPU
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- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.168 ms | 0 - 103 MB | NPU
78
- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS9075 | 5.895 ms | 0 - 3 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCM6690 | 626.463 ms | 43 - 56 MB | CPU
80
- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.193 ms | 0 - 210 MB | NPU
81
- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 603.478 ms | 48 - 63 MB | CPU
82
- | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.556 ms | 0 - 283 MB | NPU
83
- | ConvNext-Base | QNN_DLC | float | Snapdragon® X2 Elite | 4.3 ms | 1 - 1 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Snapdragon® X Elite | 8.598 ms | 1 - 1 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 6.011 ms | 0 - 347 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 42.218 ms | 1 - 280 MB | NPU
87
- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 8.238 ms | 1 - 2 MB | NPU
88
- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS9075 | 12.273 ms | 1 - 3 MB | NPU
89
- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 20.606 ms | 0 - 337 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.671 ms | 1 - 282 MB | NPU
91
- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.526 ms | 0 - 200 MB | NPU
92
- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 3.044 ms | 0 - 0 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 6.269 ms | 0 - 0 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.095 ms | 0 - 248 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 23.68 ms | 0 - 2 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.926 ms | 0 - 2 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.131 ms | 0 - 2 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 75.42 ms | 0 - 395 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 9.35 ms | 0 - 245 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.269 ms | 0 - 190 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.776 ms | 0 - 248 MB | NPU
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- | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.157 ms | 0 - 278 MB | NPU
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- | ConvNext-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.447 ms | 0 - 344 MB | NPU
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- | ConvNext-Base | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 40.936 ms | 0 - 273 MB | NPU
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- | ConvNext-Base | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.265 ms | 0 - 3 MB | NPU
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- | ConvNext-Base | TFLITE | float | Qualcomm® QCS9075 | 11.184 ms | 0 - 177 MB | NPU
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- | ConvNext-Base | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 19.725 ms | 0 - 333 MB | NPU
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- | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.106 ms | 0 - 277 MB | NPU
 
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  ## License
111
  * 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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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 | 3.157 ms | 1 - 285 MB | NPU
66
+ | ConvNext-Base | ONNX | float | Snapdragon® X2 Elite | 3.529 ms | 176 - 176 MB | NPU
67
+ | ConvNext-Base | ONNX | float | Snapdragon® X Elite | 7.49 ms | 175 - 175 MB | NPU
68
+ | ConvNext-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.307 ms | 1 - 354 MB | NPU
69
+ | 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
71
+ | 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
73
+ | 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
77
+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.206 ms | 0 - 5 MB | NPU
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+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS9075 | 5.894 ms | 0 - 3 MB | NPU
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+ | 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
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+ | 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 - 183 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® X2 Elite | 4.314 ms | 1 - 1 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® X Elite | 8.622 ms | 1 - 1 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 6.018 ms | 0 - 306 MB | NPU
86
+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 42.42 ms | 1 - 179 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 8.224 ms | 1 - 460 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS9075 | 12.345 ms | 1 - 3 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 20.612 ms | 0 - 295 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.665 ms | 0 - 182 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.52 ms | 0 - 211 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 3.096 ms | 0 - 0 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 6.255 ms | 0 - 0 MB | NPU
94
+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.067 ms | 0 - 247 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 20.829 ms | 0 - 2 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 14.619 ms | 0 - 201 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.897 ms | 0 - 38 MB | NPU
98
+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.119 ms | 0 - 2 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 75.647 ms | 0 - 397 MB | NPU
100
+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 9.204 ms | 0 - 250 MB | NPU
101
+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.279 ms | 0 - 194 MB | NPU
102
+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.764 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
109
+ | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.127 ms | 0 - 179 MB | NPU
110
 
111
  ## License
112
  * The license for the original implementation of ConvNext-Base can be found
release_assets.json CHANGED
@@ -1 +1,46 @@
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- {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.50.2/convnext_base-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.50.2/convnext_base-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.50.2/convnext_base-tflite-float.zip"}}},"w8a16":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.50.2/convnext_base-onnx-w8a16.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.50.2/convnext_base-qnn_dlc-w8a16.zip"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "version": "0.51.0",
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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",
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+ "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/v0.51.0/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/v0.51.0/convnext_base-qnn_dlc-float.zip"
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+ },
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+ "onnx": {
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+ "tool_versions": {
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+ "qairt": "2.42.0.251225135753_193295",
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+ "onnx_runtime": "1.24.3"
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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/v0.51.0/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/v0.51.0/convnext_base-qnn_dlc-w8a16.zip"
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+ },
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+ "onnx": {
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+ "tool_versions": {
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+ "qairt": "2.42.0.251225135753_193295",
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+ "onnx_runtime": "1.24.3"
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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/v0.51.0/convnext_base-onnx-w8a16.zip"
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+ }
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+ }
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+ }
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+ }
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+ }