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EfficientNet-B4

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v0.53.0

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

Files changed (2) hide show
  1. README.md +47 -39
  2. release_assets.json +15 -15
README.md CHANGED
@@ -29,10 +29,10 @@ 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/efficientnet_b4/releases/v0.52.0/efficientnet_b4-onnx-float.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/efficientnet_b4/releases/v0.52.0/efficientnet_b4-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/efficientnet_b4/releases/v0.52.0/efficientnet_b4-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/efficientnet_b4/releases/v0.52.0/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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@@ -62,41 +62,49 @@ See our repository for [EfficientNet-B4 on GitHub](https://github.com/qualcomm/a
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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® 8 Elite Gen 5 Mobile | 1.466 ms | 0 - 77 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® X2 Elite | 1.631 ms | 45 - 45 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® X Elite | 3.34 ms | 45 - 45 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.255 ms | 0 - 128 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.092 ms | 0 - 50 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Qualcomm® QCS9075 | 4.022 ms | 0 - 4 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.769 ms | 0 - 77 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.498 ms | 1 - 70 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X2 Elite | 1.934 ms | 1 - 1 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X Elite | 3.618 ms | 1 - 1 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.392 ms | 0 - 116 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 12.025 ms | 1 - 65 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.355 ms | 1 - 169 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS9075 | 4.13 ms | 3 - 5 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 7.877 ms | 0 - 137 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.857 ms | 1 - 70 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.309 ms | 0 - 109 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.712 ms | 0 - 0 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.782 ms | 0 - 0 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.292 ms | 0 - 149 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 8.74 ms | 0 - 2 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.596 ms | 0 - 101 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.434 ms | 0 - 8 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.786 ms | 0 - 2 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 16.24 ms | 0 - 231 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.193 ms | 0 - 151 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.593 ms | 0 - 104 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.594 ms | 0 - 106 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.507 ms | 0 - 86 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.397 ms | 0 - 146 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.067 ms | 0 - 82 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.309 ms | 0 - 2 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS9075 | 4.156 ms | 0 - 48 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.858 ms | 0 - 157 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.839 ms | 0 - 82 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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30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | 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/efficientnet_b4/releases/v0.53.0/efficientnet_b4-onnx-float.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/efficientnet_b4/releases/v0.53.0/efficientnet_b4-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/efficientnet_b4/releases/v0.53.0/efficientnet_b4-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/efficientnet_b4/releases/v0.53.0/efficientnet_b4-tflite-float.zip)
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37
  For more device-specific assets and performance metrics, visit **[EfficientNet-B4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b4)**.
38
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.467 ms | 1 - 78 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.759 ms | 0 - 71 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® X2 Elite | 1.628 ms | 45 - 45 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® X Elite | 3.346 ms | 45 - 45 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® X Elite | 3.346 ms | 45 - 45 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.271 ms | 0 - 129 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.055 ms | 0 - 51 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Qualcomm® QCS9075 | 4.023 ms | 0 - 4 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.759 ms | 0 - 71 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.507 ms | 0 - 68 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.842 ms | 0 - 69 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X2 Elite | 1.941 ms | 1 - 1 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X Elite | 3.599 ms | 1 - 1 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X Elite | 3.599 ms | 1 - 1 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.385 ms | 0 - 117 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 12.006 ms | 1 - 65 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.347 ms | 0 - 30 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS9075 | 4.132 ms | 1 - 3 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 7.865 ms | 0 - 136 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.842 ms | 0 - 69 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.317 ms | 0 - 109 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.595 ms | 0 - 104 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.701 ms | 0 - 0 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.763 ms | 0 - 0 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.763 ms | 0 - 0 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.292 ms | 0 - 147 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 8.757 ms | 2 - 4 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.565 ms | 0 - 101 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.447 ms | 0 - 2 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.78 ms | 0 - 2 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 16.121 ms | 0 - 232 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.191 ms | 0 - 151 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.595 ms | 0 - 104 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.565 ms | 0 - 107 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.565 ms | 0 - 107 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.509 ms | 0 - 85 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.842 ms | 0 - 87 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.397 ms | 0 - 145 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.043 ms | 0 - 82 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.307 ms | 0 - 2 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS9075 | 4.157 ms | 0 - 48 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.877 ms | 0 - 162 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.842 ms | 0 - 87 MB | NPU
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  ## License
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  * The license for the original implementation of EfficientNet-B4 can be found
release_assets.json CHANGED
@@ -1,37 +1,37 @@
1
  {
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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",
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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/efficientnet_b4/releases/v0.52.0/efficientnet_b4-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/efficientnet_b4/releases/v0.52.0/efficientnet_b4-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/efficientnet_b4/releases/v0.52.0/efficientnet_b4-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/efficientnet_b4/releases/v0.52.0/efficientnet_b4-qnn_dlc-w8a16.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.53.0",
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  "precisions": {
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+ "w8a16": {
5
+ "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/efficientnet_b4/releases/v0.53.0/efficientnet_b4-qnn_dlc-w8a16.zip"
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+ }
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+ }
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+ },
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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": "1.4.3"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.53.0/efficientnet_b4-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/efficientnet_b4/releases/v0.53.0/efficientnet_b4-qnn_dlc-float.zip"
28
  },
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  "onnx": {
30
  "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/efficientnet_b4/releases/v0.53.0/efficientnet_b4-onnx-float.zip"
 
 
 
 
 
 
 
 
 
 
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  }
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  }
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  }