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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 +40 -37
README.md CHANGED
@@ -29,11 +29,11 @@ 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/efficientnet_b4/releases/v0.46.0/efficientnet_b4-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/efficientnet_b4/releases/v0.46.0/efficientnet_b4-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/efficientnet_b4/releases/v0.46.0/efficientnet_b4-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/efficientnet_b4/releases/v0.46.0/efficientnet_b4-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/efficientnet_b4/releases/v0.46.0/efficientnet_b4-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[EfficientNet-B4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b4)**.
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@@ -63,38 +63,41 @@ See our repository for [EfficientNet-B4 on GitHub](https://github.com/quic/ai-hu
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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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- | EfficientNet-B4 | ONNX | float | Snapdragon® X Elite | 3.25 ms | 45 - 45 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.451 ms | 0 - 186 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.185 ms | 0 - 107 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Qualcomm® QCS9075 | 4.16 ms | 0 - 4 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.933 ms | 0 - 135 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.656 ms | 0 - 137 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X Elite | 3.598 ms | 1 - 1 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.417 ms | 0 - 124 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 12.05 ms | 1 - 68 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.315 ms | 1 - 2 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS9075 | 4.193 ms | 1 - 3 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 7.805 ms | 0 - 145 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.858 ms | 1 - 74 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.507 ms | 0 - 73 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.786 ms | 0 - 0 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.328 ms | 0 - 151 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 8.737 ms | 2 - 4 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.559 ms | 0 - 99 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.429 ms | 0 - 2 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.79 ms | 0 - 2 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 17.274 ms | 0 - 229 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.203 ms | 0 - 153 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.599 ms | 0 - 102 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.621 ms | 0 - 107 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.319 ms | 0 - 102 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.421 ms | 0 - 168 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.112 ms | 0 - 106 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.326 ms | 0 - 3 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS9075 | 4.179 ms | 0 - 48 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.901 ms | 0 - 186 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.857 ms | 0 - 111 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.508 ms | 0 - 110 MB | NPU
 
 
 
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  ## License
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  * The license for the original implementation of EfficientNet-B4 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/efficientnet_b4/releases/v0.47.0/efficientnet_b4-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/efficientnet_b4/releases/v0.47.0/efficientnet_b4-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/efficientnet_b4/releases/v0.47.0/efficientnet_b4-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/efficientnet_b4/releases/v0.47.0/efficientnet_b4-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/efficientnet_b4/releases/v0.47.0/efficientnet_b4-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[EfficientNet-B4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b4)**.
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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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+ | EfficientNet-B4 | ONNX | float | Snapdragon® X Elite | 3.351 ms | 45 - 45 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.249 ms | 0 - 127 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.049 ms | 0 - 52 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Qualcomm® QCS9075 | 4.017 ms | 0 - 4 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.763 ms | 0 - 77 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.471 ms | 0 - 77 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® X2 Elite | 1.632 ms | 45 - 45 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X Elite | 3.662 ms | 1 - 1 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.416 ms | 0 - 125 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 12.016 ms | 1 - 69 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.36 ms | 1 - 16 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS9075 | 4.199 ms | 3 - 5 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 7.863 ms | 0 - 142 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.862 ms | 0 - 74 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.51 ms | 1 - 75 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X2 Elite | 1.951 ms | 1 - 1 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.794 ms | 0 - 0 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.305 ms | 0 - 154 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 8.883 ms | 2 - 4 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.65 ms | 0 - 99 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.452 ms | 0 - 2 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.8 ms | 0 - 2 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 17.122 ms | 0 - 231 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.106 ms | 0 - 154 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.602 ms | 0 - 102 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.599 ms | 0 - 109 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.323 ms | 0 - 102 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.711 ms | 0 - 0 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.408 ms | 0 - 165 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 11.994 ms | 0 - 105 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.344 ms | 0 - 5 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS9075 | 4.195 ms | 0 - 48 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.804 ms | 0 - 186 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.854 ms | 0 - 110 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.511 ms | 0 - 106 MB | NPU
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  ## License
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  * The license for the original implementation of EfficientNet-B4 can be found