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ConvNext-Tiny

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v0.48.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.48.0 for changelog.

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  1. README.md +57 -57
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 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.47.0/convnext_tiny-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_tiny/releases/v0.47.0/convnext_tiny-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_tiny/releases/v0.47.0/convnext_tiny-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_tiny/releases/v0.47.0/convnext_tiny-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_tiny/releases/v0.47.0/convnext_tiny-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[ConvNext-Tiny on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/convnext_tiny)**.
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@@ -62,60 +62,60 @@ See our repository for [ConvNext-Tiny 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
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  |---|---|---|---|---|---|---
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- | ConvNext-Tiny | ONNX | float | Snapdragon® X2 Elite | 1.338 ms | 57 - 57 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Snapdragon® X Elite | 2.891 ms | 56 - 56 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.035 ms | 0 - 170 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.735 ms | 1 - 3 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Qualcomm® QCS9075 | 3.941 ms | 1 - 4 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.551 ms | 0 - 128 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.274 ms | 0 - 126 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X2 Elite | 1.198 ms | 29 - 29 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X Elite | 2.821 ms | 29 - 29 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.826 ms | 0 - 141 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS6490 | 373.805 ms | 49 - 63 MB | CPU
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- | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.541 ms | 0 - 35 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS9075 | 2.665 ms | 0 - 3 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCM6690 | 210.517 ms | 59 - 72 MB | CPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.376 ms | 0 - 109 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 202.572 ms | 57 - 71 MB | CPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.101 ms | 0 - 115 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® X2 Elite | 2.533 ms | 1 - 1 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® X Elite | 3.931 ms | 1 - 1 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.659 ms | 0 - 170 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 15.263 ms | 1 - 124 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.678 ms | 1 - 2 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8775P | 5.035 ms | 1 - 125 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS9075 | 4.875 ms | 1 - 3 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.713 ms | 0 - 170 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA7255P | 15.263 ms | 1 - 124 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8295P | 8.956 ms | 1 - 125 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.028 ms | 0 - 126 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.631 ms | 1 - 127 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.623 ms | 0 - 0 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.407 ms | 0 - 0 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.198 ms | 0 - 122 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 9.043 ms | 0 - 2 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.814 ms | 0 - 97 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.123 ms | 0 - 2 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8775P | 3.499 ms | 0 - 98 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.347 ms | 0 - 2 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 23.111 ms | 0 - 250 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.192 ms | 0 - 123 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA7255P | 6.814 ms | 0 - 97 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8295P | 4.732 ms | 0 - 97 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.605 ms | 0 - 98 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.426 ms | 0 - 108 MB | NPU
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  | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.283 ms | 0 - 100 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.116 ms | 0 - 168 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 13.987 ms | 0 - 121 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.836 ms | 0 - 3 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® SA8775P | 4.288 ms | 0 - 122 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS9075 | 4.077 ms | 0 - 59 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 8.899 ms | 0 - 164 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® SA7255P | 13.987 ms | 0 - 121 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® SA8295P | 7.899 ms | 0 - 118 MB | NPU
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  | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.591 ms | 0 - 126 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.304 ms | 0 - 123 MB | NPU
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  ## License
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  * The license for the original implementation of ConvNext-Tiny 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_tiny/releases/v0.48.0/convnext_tiny-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_tiny/releases/v0.48.0/convnext_tiny-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_tiny/releases/v0.48.0/convnext_tiny-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_tiny/releases/v0.48.0/convnext_tiny-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_tiny/releases/v0.48.0/convnext_tiny-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[ConvNext-Tiny on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/convnext_tiny)**.
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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-Tiny | ONNX | float | Snapdragon® X2 Elite | 1.344 ms | 57 - 57 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Snapdragon® X Elite | 2.914 ms | 56 - 56 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.034 ms | 0 - 168 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.715 ms | 1 - 106 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Qualcomm® QCS9075 | 3.947 ms | 0 - 4 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.554 ms | 0 - 127 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.278 ms | 0 - 127 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X2 Elite | 1.47 ms | 29 - 29 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X Elite | 2.819 ms | 29 - 29 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.798 ms | 0 - 141 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS6490 | 369.385 ms | 50 - 65 MB | CPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.54 ms | 0 - 38 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS9075 | 2.68 ms | 0 - 3 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCM6690 | 209.914 ms | 60 - 74 MB | CPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.403 ms | 0 - 117 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 202.169 ms | 59 - 73 MB | CPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.089 ms | 0 - 115 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® X2 Elite | 2.041 ms | 1 - 1 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® X Elite | 3.927 ms | 1 - 1 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.654 ms | 0 - 171 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 15.256 ms | 1 - 124 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.689 ms | 1 - 2 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8775P | 5.004 ms | 1 - 127 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS9075 | 4.876 ms | 1 - 3 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.683 ms | 0 - 168 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA7255P | 15.256 ms | 1 - 124 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8295P | 8.973 ms | 1 - 124 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.027 ms | 0 - 127 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.63 ms | 1 - 127 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.614 ms | 0 - 0 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.409 ms | 0 - 0 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.19 ms | 0 - 121 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 9.06 ms | 0 - 2 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.854 ms | 0 - 96 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.12 ms | 0 - 2 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8775P | 15.078 ms | 0 - 97 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.354 ms | 0 - 2 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 23.405 ms | 0 - 250 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.273 ms | 0 - 122 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA7255P | 6.854 ms | 0 - 96 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8295P | 4.736 ms | 0 - 98 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.614 ms | 0 - 98 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.484 ms | 0 - 107 MB | NPU
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  | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.283 ms | 0 - 100 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.124 ms | 0 - 170 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 13.958 ms | 0 - 122 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.842 ms | 0 - 2 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® SA8775P | 4.265 ms | 0 - 122 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS9075 | 4.078 ms | 0 - 59 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 8.864 ms | 0 - 163 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® SA7255P | 13.958 ms | 0 - 122 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® SA8295P | 7.882 ms | 0 - 118 MB | NPU
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  | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.591 ms | 0 - 126 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.299 ms | 0 - 123 MB | NPU
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  ## License
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  * The license for the original implementation of ConvNext-Tiny can be found