v0.51.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.
- README.md +43 -81
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README.md
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| Runtime | Precision | Chipset | SDK Versions | Download |
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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.
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| QNN_DLC | float | Universal | QAIRT 2.
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| QNN_DLC |
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| TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.50.2/densenet121-tflite-float.zip)
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| TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/densenet121/releases/v0.50.2/densenet121-tflite-w8a8.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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## 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.
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| DenseNet-121 | ONNX | float | Snapdragon® X2 Elite | 0.
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| DenseNet-121 | ONNX | float | Snapdragon® X Elite | 1.
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| DenseNet-121 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.
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| DenseNet-121 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.
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| DenseNet-121 | ONNX | float | Qualcomm® QCS9075 | 2.
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| DenseNet-121 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 | QNN_DLC | float |
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| DenseNet-121 | QNN_DLC | float | Snapdragon®
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 | QNN_DLC |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 |
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| DenseNet-121 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 5.599 ms | 0 - 60 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.76 ms | 0 - 60 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.901 ms | 0 - 65 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.151 ms | 0 - 0 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® X Elite | 2.639 ms | 0 - 0 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.695 ms | 0 - 77 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 4.915 ms | 0 - 57 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.376 ms | 0 - 2 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.694 ms | 0 - 60 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 2.573 ms | 2 - 4 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 2.955 ms | 0 - 80 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 4.915 ms | 0 - 57 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 3.464 ms | 0 - 55 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.051 ms | 0 - 59 MB | NPU
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| DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.708 ms | 0 - 59 MB | NPU
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| DenseNet-121 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.199 ms | 0 - 97 MB | NPU
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| DenseNet-121 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 7.75 ms | 0 - 55 MB | NPU
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| DenseNet-121 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.794 ms | 0 - 6 MB | NPU
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| DenseNet-121 | TFLITE | float | Qualcomm® SA8775P | 2.715 ms | 0 - 57 MB | NPU
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| DenseNet-121 | TFLITE | float | Qualcomm® QCS9075 | 2.831 ms | 0 - 18 MB | NPU
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| DenseNet-121 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.292 ms | 0 - 92 MB | NPU
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| DenseNet-121 | TFLITE | float | Qualcomm® SA7255P | 7.75 ms | 0 - 55 MB | NPU
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| DenseNet-121 | TFLITE | float | Qualcomm® SA8295P | 3.055 ms | 0 - 53 MB | NPU
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| DenseNet-121 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.857 ms | 0 - 60 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.858 ms | 0 - 65 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.583 ms | 0 - 79 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Qualcomm® QCS6490 | 62.588 ms | 6 - 33 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 4.572 ms | 0 - 58 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 2.231 ms | 0 - 3 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Qualcomm® SA8775P | 2.585 ms | 0 - 60 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Qualcomm® QCS9075 | 2.428 ms | 0 - 11 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 2.646 ms | 0 - 81 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Qualcomm® SA7255P | 4.572 ms | 0 - 58 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Qualcomm® SA8295P | 3.311 ms | 0 - 57 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.005 ms | 0 - 56 MB | NPU
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| DenseNet-121 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 26.662 ms | 6 - 171 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 |
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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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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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## 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 | 0.722 ms | 1 - 42 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Snapdragon® X2 Elite | 0.955 ms | 1 - 1 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Snapdragon® X Elite | 2.038 ms | 1 - 1 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.212 ms | 0 - 76 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 7.883 ms | 1 - 38 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.816 ms | 1 - 2 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Qualcomm® SA8775P | 2.683 ms | 1 - 40 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Qualcomm® QCS9075 | 2.782 ms | 3 - 5 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.294 ms | 0 - 75 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Qualcomm® SA7255P | 7.883 ms | 1 - 38 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Qualcomm® SA8295P | 3.081 ms | 0 - 35 MB | NPU
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| DenseNet-121 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.881 ms | 0 - 38 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.162 ms | 0 - 69 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® X2 Elite | 1.493 ms | 0 - 0 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® X Elite | 3.218 ms | 0 - 0 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 2.089 ms | 0 - 84 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 5.945 ms | 0 - 61 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 2.965 ms | 0 - 29 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® SA8775P | 3.271 ms | 0 - 63 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® QCS9075 | 3.255 ms | 0 - 2 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Qualcomm® SA7255P | 5.945 ms | 0 - 61 MB | NPU
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| DenseNet-121 | QNN_DLC | w8a8_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.555 ms | 0 - 61 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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release_assets.json
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{
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{
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"version": "0.51.0",
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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/densenet121/releases/v0.51.0/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/v0.51.0/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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| 22 |
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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/v0.51.0/densenet121-onnx-float.zip"
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}
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}
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},
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"w8a8_mixed_int16": {
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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/densenet121/releases/v0.51.0/densenet121-qnn_dlc-w8a8_mixed_int16.zip"
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}
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}
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}
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}
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}
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