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FCN-ResNet50-Quantized

Image Segmentation
PyTorch
TF Lite
ONNX
quantized
android
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@@ -36,29 +36,29 @@ 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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- | FCN-ResNet50-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 15.139 ms | 0 - 18 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 17.116 ms | 0 - 18 MB | INT8 | NPU | [FCN-ResNet50-Quantized.so](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.so) |
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- | FCN-ResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 11.353 ms | 0 - 45 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 12.899 ms | 1 - 42 MB | INT8 | NPU | [FCN-ResNet50-Quantized.so](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.so) |
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- | FCN-ResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 9.425 ms | 0 - 40 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 10.79 ms | 1 - 41 MB | INT8 | NPU | Use Export Script |
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- | FCN-ResNet50-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 139.127 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
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- | FCN-ResNet50-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 1383.08 ms | 87 - 158 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 15.186 ms | 0 - 16 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.114 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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- | FCN-ResNet50-Quantized | SA7255P ADP | SA7255P | TFLITE | 270.259 ms | 0 - 39 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | SA7255P ADP | SA7255P | QNN | 268.117 ms | 1 - 7 MB | INT8 | NPU | Use Export Script |
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- | FCN-ResNet50-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 15.144 ms | 0 - 18 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 14.237 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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- | FCN-ResNet50-Quantized | SA8295P ADP | SA8295P | TFLITE | 22.346 ms | 0 - 39 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | SA8295P ADP | SA8295P | QNN | 21.046 ms | 1 - 6 MB | INT8 | NPU | Use Export Script |
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- | FCN-ResNet50-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 15.187 ms | 0 - 24 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 14.208 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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- | FCN-ResNet50-Quantized | SA8775P ADP | SA8775P | TFLITE | 18.77 ms | 0 - 39 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | SA8775P ADP | SA8775P | QNN | 17.772 ms | 1 - 7 MB | INT8 | NPU | Use Export Script |
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- | FCN-ResNet50-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.903 ms | 0 - 49 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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- | FCN-ResNet50-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 19.761 ms | 1 - 44 MB | INT8 | NPU | Use Export Script |
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- | FCN-ResNet50-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.577 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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@@ -123,8 +123,8 @@ Profiling Results
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  FCN-ResNet50-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 15.1
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- Estimated peak memory usage (MB): [0, 18]
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  Total # Ops : 90
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  Compute Unit(s) : NPU (90 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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+ | FCN-ResNet50-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 15.286 ms | 0 - 14 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 17.16 ms | 0 - 22 MB | INT8 | NPU | [FCN-ResNet50-Quantized.so](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.so) |
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+ | FCN-ResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 11.37 ms | 0 - 48 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 12.76 ms | 1 - 44 MB | INT8 | NPU | [FCN-ResNet50-Quantized.so](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.so) |
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+ | FCN-ResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 11.119 ms | 0 - 43 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 12.781 ms | 1 - 44 MB | INT8 | NPU | Use Export Script |
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+ | FCN-ResNet50-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 138.979 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
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+ | FCN-ResNet50-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 1391.254 ms | 87 - 103 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 15.167 ms | 0 - 18 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.315 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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+ | FCN-ResNet50-Quantized | SA7255P ADP | SA7255P | TFLITE | 270.399 ms | 0 - 38 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | SA7255P ADP | SA7255P | QNN | 268.175 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | FCN-ResNet50-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 15.185 ms | 0 - 24 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 14.284 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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+ | FCN-ResNet50-Quantized | SA8295P ADP | SA8295P | TFLITE | 22.363 ms | 0 - 42 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | SA8295P ADP | SA8295P | QNN | 21.062 ms | 1 - 7 MB | INT8 | NPU | Use Export Script |
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+ | FCN-ResNet50-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 15.171 ms | 0 - 20 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 14.256 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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+ | FCN-ResNet50-Quantized | SA8775P ADP | SA8775P | TFLITE | 18.8 ms | 0 - 40 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | SA8775P ADP | SA8775P | QNN | 17.766 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | FCN-ResNet50-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.846 ms | 0 - 50 MB | INT8 | NPU | [FCN-ResNet50-Quantized.tflite](https://huggingface.co/qualcomm/FCN-ResNet50-Quantized/blob/main/FCN-ResNet50-Quantized.tflite) |
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+ | FCN-ResNet50-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 19.97 ms | 1 - 49 MB | INT8 | NPU | Use Export Script |
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+ | FCN-ResNet50-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.632 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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  FCN-ResNet50-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 15.3
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+ Estimated peak memory usage (MB): [0, 14]
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  Total # Ops : 90
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  Compute Unit(s) : NPU (90 ops)
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  ```