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DenseNet-121-Quantized

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PyTorch
ONNX
backbone
quantized
android
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@@ -36,20 +36,20 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | DenseNet-121-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.742 ms | 0 - 282 MB | INT8 | NPU | [DenseNet-121-Quantized.so](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.so) |
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- | DenseNet-121-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.435 ms | 10 - 15 MB | INT8 | NPU | [DenseNet-121-Quantized.onnx](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.onnx) |
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- | DenseNet-121-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.229 ms | 0 - 22 MB | INT8 | NPU | [DenseNet-121-Quantized.so](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.so) |
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- | DenseNet-121-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 28.229 ms | 10 - 1043 MB | INT8 | NPU | [DenseNet-121-Quantized.onnx](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.onnx) |
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- | DenseNet-121-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.012 ms | 0 - 27 MB | INT8 | NPU | Use Export Script |
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- | DenseNet-121-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.735 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | DenseNet-121-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.675 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | DenseNet-121-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.677 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | DenseNet-121-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.678 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | DenseNet-121-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.672 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | DenseNet-121-Quantized | SA8295P ADP | SA8295P | QNN | 3.408 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | DenseNet-121-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.126 ms | 0 - 26 MB | INT8 | NPU | Use Export Script |
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- | DenseNet-121-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.823 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | DenseNet-121-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 39.213 ms | 46 - 46 MB | INT8 | NPU | [DenseNet-121-Quantized.onnx](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.onnx) |
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@@ -113,8 +113,8 @@ Profiling Results
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  DenseNet-121-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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- Estimated inference time (ms) : 1.7
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- Estimated peak memory usage (MB): [0, 282]
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  Total # Ops : 215
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  Compute Unit(s) : NPU (215 ops)
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  ```
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | DenseNet-121-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.752 ms | 0 - 10 MB | INT8 | NPU | [DenseNet-121-Quantized.so](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.so) |
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+ | DenseNet-121-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 36.701 ms | 10 - 600 MB | INT8 | NPU | [DenseNet-121-Quantized.onnx](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.onnx) |
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+ | DenseNet-121-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.224 ms | 0 - 22 MB | INT8 | NPU | [DenseNet-121-Quantized.so](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.so) |
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+ | DenseNet-121-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 27.768 ms | 12 - 1043 MB | INT8 | NPU | [DenseNet-121-Quantized.onnx](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.onnx) |
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+ | DenseNet-121-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.008 ms | 0 - 26 MB | INT8 | NPU | Use Export Script |
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+ | DenseNet-121-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.702 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | DenseNet-121-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.67 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | DenseNet-121-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.668 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | DenseNet-121-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.671 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | DenseNet-121-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.671 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | DenseNet-121-Quantized | SA8295P ADP | SA8295P | QNN | 2.844 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | DenseNet-121-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.124 ms | 0 - 26 MB | INT8 | NPU | Use Export Script |
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+ | DenseNet-121-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.864 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | DenseNet-121-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 39.197 ms | 46 - 46 MB | INT8 | NPU | [DenseNet-121-Quantized.onnx](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.onnx) |
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  DenseNet-121-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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+ Estimated inference time (ms) : 1.8
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+ Estimated peak memory usage (MB): [0, 10]
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  Total # Ops : 215
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  Compute Unit(s) : NPU (215 ops)
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  ```