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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 +54 -41
  2. release_assets.json +6 -6
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/densenet121/releases/v0.52.0/densenet121-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/densenet121/releases/v0.52.0/densenet121-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8_mixed_int16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.52.0/densenet121-qnn_dlc-w8a8_mixed_int16.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/densenet121/releases/v0.52.0/densenet121-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[DenseNet-121 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/densenet121)**.
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@@ -63,45 +63,58 @@ See our repository for [DenseNet-121 on GitHub](https://github.com/qualcomm/ai-h
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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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- | DenseNet-121 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.675 ms | 0 - 46 MB | NPU
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- | DenseNet-121 | ONNX | float | Snapdragon® X2 Elite | 0.741 ms | 16 - 16 MB | NPU
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- | DenseNet-121 | ONNX | float | Snapdragon® X Elite | 1.744 ms | 15 - 15 MB | NPU
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- | DenseNet-121 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.077 ms | 0 - 88 MB | NPU
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- | DenseNet-121 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.519 ms | 0 - 17 MB | NPU
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- | DenseNet-121 | ONNX | float | Qualcomm® QCS9075 | 2.61 ms | 1 - 3 MB | NPU
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- | DenseNet-121 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.787 ms | 0 - 46 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.719 ms | 1 - 42 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Snapdragon® X2 Elite | 0.95 ms | 1 - 1 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Snapdragon® X Elite | 2.036 ms | 1 - 1 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.211 ms | 0 - 76 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 7.878 ms | 1 - 38 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.792 ms | 1 - 3 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8775P | 2.695 ms | 1 - 40 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS9075 | 2.757 ms | 1 - 3 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.288 ms | 0 - 75 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Qualcomm® SA7255P | 7.878 ms | 1 - 38 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8295P | 3.075 ms | 1 - 36 MB | NPU
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- | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.88 ms | 0 - 38 MB | NPU
 
 
 
 
 
 
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  | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.164 ms | 0 - 69 MB | NPU
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- | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® X2 Elite | 1.466 ms | 0 - 0 MB | NPU
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- | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® X Elite | 3.206 ms | 0 - 0 MB | NPU
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- | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 2.079 ms | 0 - 83 MB | NPU
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- | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 5.937 ms | 0 - 62 MB | NPU
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- | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 2.978 ms | 0 - 2 MB | NPU
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- | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® SA8775P | 3.281 ms | 0 - 65 MB | NPU
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- | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® QCS9075 | 3.257 ms | 0 - 2 MB | NPU
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- | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® SA7255P | 5.937 ms | 0 - 62 MB | NPU
 
 
 
 
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  | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.563 ms | 0 - 57 MB | NPU
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- | DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.721 ms | 0 - 56 MB | NPU
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- | DenseNet-121 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.208 ms | 0 - 89 MB | NPU
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- | DenseNet-121 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 7.939 ms | 0 - 52 MB | NPU
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- | DenseNet-121 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.828 ms | 0 - 3 MB | NPU
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- | DenseNet-121 | TFLITE | float | Qualcomm® SA8775P | 2.713 ms | 0 - 56 MB | NPU
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- | DenseNet-121 | TFLITE | float | Qualcomm® QCS9075 | 2.81 ms | 0 - 18 MB | NPU
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- | DenseNet-121 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.304 ms | 0 - 87 MB | NPU
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- | DenseNet-121 | TFLITE | float | Qualcomm® SA7255P | 7.939 ms | 0 - 52 MB | NPU
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- | DenseNet-121 | TFLITE | float | Qualcomm® SA8295P | 3.062 ms | 0 - 49 MB | NPU
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- | DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.881 ms | 0 - 50 MB | NPU
 
 
 
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  ## License
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  * The license for the original implementation of DenseNet-121 can be found
 
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  | 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/densenet121/releases/v0.53.0/densenet121-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/densenet121/releases/v0.53.0/densenet121-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8_mixed_int16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.53.0/densenet121-qnn_dlc-w8a8_mixed_int16.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/densenet121/releases/v0.53.0/densenet121-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[DenseNet-121 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/densenet121)**.
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63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | DenseNet-121 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.678 ms | 0 - 47 MB | NPU
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+ | DenseNet-121 | ONNX | float | Snapdragon® 8 Elite Mobile | 0.783 ms | 0 - 46 MB | NPU
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+ | DenseNet-121 | ONNX | float | Snapdragon® X2 Elite | 0.742 ms | 16 - 16 MB | NPU
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+ | DenseNet-121 | ONNX | float | Snapdragon® X Elite | 1.75 ms | 15 - 15 MB | NPU
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+ | DenseNet-121 | ONNX | float | Snapdragon® X Elite | 1.75 ms | 15 - 15 MB | NPU
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+ | DenseNet-121 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.064 ms | 0 - 90 MB | NPU
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+ | DenseNet-121 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.519 ms | 0 - 18 MB | NPU
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+ | DenseNet-121 | ONNX | float | Qualcomm® QCS9075 | 2.611 ms | 1 - 3 MB | NPU
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+ | DenseNet-121 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.783 ms | 0 - 46 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.72 ms | 1 - 42 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.884 ms | 0 - 42 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Snapdragon® X2 Elite | 0.944 ms | 1 - 1 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Snapdragon® X Elite | 2.044 ms | 1 - 1 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Snapdragon® X Elite | 2.044 ms | 1 - 1 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.215 ms | 1 - 78 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 7.866 ms | 1 - 38 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.807 ms | 1 - 2 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8775P | 2.696 ms | 1 - 41 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8775P | 2.696 ms | 1 - 41 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8775P | 2.696 ms | 1 - 41 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS9075 | 2.761 ms | 1 - 3 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.287 ms | 0 - 75 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA7255P | 7.866 ms | 1 - 38 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Qualcomm® SA8295P | 3.066 ms | 0 - 35 MB | NPU
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+ | DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.884 ms | 0 - 42 MB | NPU
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  | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.164 ms | 0 - 69 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Elite Mobile | 1.563 ms | 0 - 57 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® X2 Elite | 1.457 ms | 0 - 0 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® X Elite | 3.216 ms | 0 - 0 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® X Elite | 3.216 ms | 0 - 0 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 2.09 ms | 0 - 81 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 5.93 ms | 0 - 63 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 2.915 ms | 0 - 2 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® SA8775P | 3.273 ms | 0 - 63 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® SA8775P | 3.273 ms | 0 - 63 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® SA8775P | 3.273 ms | 0 - 63 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® QCS9075 | 3.256 ms | 2 - 4 MB | NPU
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+ | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® SA7255P | 5.93 ms | 0 - 63 MB | NPU
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  | DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.563 ms | 0 - 57 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.722 ms | 0 - 56 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.884 ms | 0 - 57 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.215 ms | 0 - 94 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 7.947 ms | 0 - 52 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.828 ms | 0 - 6 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Qualcomm® SA8775P | 2.73 ms | 0 - 56 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Qualcomm® SA8775P | 2.73 ms | 0 - 56 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Qualcomm® SA8775P | 2.73 ms | 0 - 56 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Qualcomm® QCS9075 | 2.811 ms | 0 - 18 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.286 ms | 0 - 86 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Qualcomm® SA7255P | 7.947 ms | 0 - 52 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Qualcomm® SA8295P | 3.056 ms | 0 - 49 MB | NPU
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+ | DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.884 ms | 0 - 57 MB | NPU
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  ## License
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  * The license for the original implementation of DenseNet-121 can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
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  {
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- "version": "0.52.0",
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  "precisions": {
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  "w8a8_mixed_int16": {
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  "universal_assets": {
@@ -7,7 +7,7 @@
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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/densenet121/releases/v0.52.0/densenet121-qnn_dlc-w8a8_mixed_int16.zip"
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  }
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  }
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  },
@@ -16,22 +16,22 @@
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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/densenet121/releases/v0.52.0/densenet121-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/densenet121/releases/v0.52.0/densenet121-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/densenet121/releases/v0.52.0/densenet121-onnx-float.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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  "w8a8_mixed_int16": {
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  "universal_assets": {
 
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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/densenet121/releases/v0.53.0/densenet121-qnn_dlc-w8a8_mixed_int16.zip"
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  }
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  }
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  },
 
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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/densenet121/releases/v0.53.0/densenet121-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/densenet121/releases/v0.53.0/densenet121-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/densenet121/releases/v0.53.0/densenet121-onnx-float.zip"
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  }
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  }
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  }