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ConvNext-Base

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v0.47.0

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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +50 -44
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 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.46.0/convnext_base-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.46.0/convnext_base-onnx-w8a16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.46.0/convnext_base-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.46.0/convnext_base-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.46.0/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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@@ -62,45 +62,51 @@ See our repository for [ConvNext-Base on GitHub](https://github.com/quic/ai-hub-
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | ConvNext-Base | ONNX | float | Snapdragon® X Elite | 7.488 ms | 176 - 176 MB | NPU
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- | ConvNext-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.436 ms | 0 - 394 MB | NPU
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- | ConvNext-Base | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.317 ms | 0 - 638 MB | NPU
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- | ConvNext-Base | ONNX | float | Qualcomm® QCS9075 | 11.598 ms | 0 - 4 MB | NPU
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- | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.246 ms | 0 - 329 MB | NPU
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- | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.352 ms | 0 - 332 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® X Elite | 219.265 ms | 137 - 137 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS6490 | 1158.253 ms | 41 - 86 MB | CPU
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- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS9075 | 317.703 ms | 93 - 96 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCM6690 | 737.008 ms | 34 - 46 MB | CPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 268.327 ms | 78 - 229 MB | NPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 691.251 ms | 35 - 49 MB | CPU
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- | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 237.073 ms | 89 - 240 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Snapdragon® X Elite | 8.589 ms | 1 - 1 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 6.113 ms | 0 - 350 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 42.453 ms | 1 - 279 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 8.213 ms | 0 - 33 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS9075 | 12.381 ms | 1 - 3 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 20.603 ms | 0 - 337 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.689 ms | 1 - 281 MB | NPU
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- | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.534 ms | 1 - 283 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 6.26 ms | 0 - 0 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.106 ms | 0 - 248 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 23.818 ms | 0 - 2 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 14.472 ms | 0 - 199 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.888 ms | 0 - 2 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.122 ms | 0 - 2 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 71.461 ms | 0 - 395 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 9.182 ms | 0 - 246 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.31 ms | 0 - 190 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.715 ms | 0 - 247 MB | NPU
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- | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.559 ms | 0 - 201 MB | NPU
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- | ConvNext-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.533 ms | 0 - 345 MB | NPU
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- | ConvNext-Base | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 41.241 ms | 0 - 274 MB | NPU
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- | ConvNext-Base | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.334 ms | 0 - 3 MB | NPU
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- | ConvNext-Base | TFLITE | float | Qualcomm® QCS9075 | 11.149 ms | 0 - 177 MB | NPU
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- | ConvNext-Base | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 19.73 ms | 0 - 330 MB | NPU
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- | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.167 ms | 0 - 277 MB | NPU
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- | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.174 ms | 0 - 279 MB | NPU
 
 
 
 
 
 
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  ## 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 |
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  |---|---|---|---|---|
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+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.47.0/convnext_base-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.47.0/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/v0.47.0/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/v0.47.0/convnext_base-qnn_dlc-w8a16.zip)
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+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_base/releases/v0.47.0/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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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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+ | ConvNext-Base | ONNX | float | Snapdragon® X Elite | 7.505 ms | 175 - 175 MB | NPU
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+ | ConvNext-Base | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.3 ms | 1 - 352 MB | NPU
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+ | ConvNext-Base | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.15 ms | 0 - 195 MB | NPU
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+ | ConvNext-Base | ONNX | float | Qualcomm® QCS9075 | 11.469 ms | 0 - 4 MB | NPU
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+ | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.118 ms | 0 - 284 MB | NPU
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+ | ConvNext-Base | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.159 ms | 1 - 285 MB | NPU
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+ | ConvNext-Base | ONNX | float | Snapdragon® X2 Elite | 3.54 ms | 176 - 176 MB | NPU
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+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® X Elite | 6.457 ms | 90 - 90 MB | NPU
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+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.39 ms | 0 - 270 MB | NPU
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+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS6490 | 1091.858 ms | 32 - 63 MB | CPU
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+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.185 ms | 0 - 359 MB | NPU
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+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCS9075 | 5.895 ms | 0 - 3 MB | NPU
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+ | ConvNext-Base | ONNX | w8a16 | Qualcomm® QCM6690 | 630.675 ms | 43 - 55 MB | CPU
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+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.205 ms | 0 - 208 MB | NPU
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+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 605.16 ms | 74 - 89 MB | CPU
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+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.596 ms | 0 - 223 MB | NPU
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+ | ConvNext-Base | ONNX | w8a16 | Snapdragon® X2 Elite | 2.779 ms | 90 - 90 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® X Elite | 8.57 ms | 1 - 1 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 6.002 ms | 0 - 347 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 42.209 ms | 1 - 278 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 8.247 ms | 1 - 448 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS9075 | 12.123 ms | 1 - 3 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 20.649 ms | 0 - 336 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.655 ms | 1 - 281 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.556 ms | 0 - 282 MB | NPU
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+ | ConvNext-Base | QNN_DLC | float | Snapdragon® X2 Elite | 4.311 ms | 1 - 1 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 6.27 ms | 0 - 0 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 4.071 ms | 0 - 247 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 23.725 ms | 2 - 4 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 14.607 ms | 0 - 198 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.941 ms | 0 - 2 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.136 ms | 0 - 2 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 76.067 ms | 0 - 394 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 9.092 ms | 0 - 245 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 3.28 ms | 0 - 189 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.763 ms | 0 - 249 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.509 ms | 0 - 201 MB | NPU
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+ | ConvNext-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 3.056 ms | 0 - 0 MB | NPU
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+ | ConvNext-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.443 ms | 0 - 343 MB | NPU
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+ | ConvNext-Base | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 40.924 ms | 0 - 274 MB | NPU
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+ | ConvNext-Base | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.25 ms | 0 - 2 MB | NPU
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+ | ConvNext-Base | TFLITE | float | Qualcomm® QCS9075 | 11.45 ms | 0 - 177 MB | NPU
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+ | ConvNext-Base | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 19.581 ms | 0 - 331 MB | NPU
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+ | ConvNext-Base | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.101 ms | 0 - 274 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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  ## License
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  * The license for the original implementation of ConvNext-Base can be found