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@@ -35,29 +35,29 @@ 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.93 ms | 0 - 2 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.0 ms | 0 - 9 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
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- | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.843 ms | 0 - 249 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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  | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.287 ms | 0 - 100 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.332 ms | 1 - 21 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
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- | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.322 ms | 0 - 107 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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  | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.224 ms | 0 - 26 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.038 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.058 ms | 0 - 31 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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- | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.919 ms | 0 - 2 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.789 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.924 ms | 0 - 3 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.802 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.933 ms | 0 - 2 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.797 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.922 ms | 0 - 2 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.792 ms | 2 - 3 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | SA8295P ADP | SA8295P | TFLITE | 3.317 ms | 0 - 26 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | SA8295P ADP | SA8295P | QNN | 3.294 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.601 ms | 0 - 101 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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- | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.687 ms | 1 - 21 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.074 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.016 ms | 18 - 18 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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@@ -122,7 +122,7 @@ DenseNet-121
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.9
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- Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 312
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  Compute Unit(s) : NPU (312 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.927 ms | 0 - 230 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.99 ms | 0 - 29 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
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+ | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.879 ms | 0 - 18 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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  | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.287 ms | 0 - 100 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.325 ms | 1 - 20 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
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+ | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.321 ms | 0 - 106 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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  | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.224 ms | 0 - 26 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.292 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.297 ms | 0 - 31 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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+ | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.921 ms | 0 - 1 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.786 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.925 ms | 0 - 1 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.806 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.92 ms | 0 - 2 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.795 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.93 ms | 0 - 2 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.802 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | SA8295P ADP | SA8295P | TFLITE | 3.339 ms | 0 - 26 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | SA8295P ADP | SA8295P | QNN | 3.289 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.607 ms | 0 - 102 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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+ | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.695 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.072 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.051 ms | 16 - 16 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.9
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+ Estimated peak memory usage (MB): [0, 230]
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  Total # Ops : 312
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  Compute Unit(s) : NPU (312 ops)
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  ```