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FCN-ResNet50

Image Segmentation
PyTorch
LiteRT
ONNX
android
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@@ -35,35 +35,35 @@ 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 47.442 ms | 0 - 22 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 43.466 ms | 4 - 6 MB | FP16 | NPU | [FCN-ResNet50.so](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.so) |
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- | FCN-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 45.21 ms | 1 - 150 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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- | FCN-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 34.872 ms | 0 - 138 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 32.342 ms | 3 - 22 MB | FP16 | NPU | [FCN-ResNet50.so](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.so) |
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- | FCN-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 33.648 ms | 3 - 95 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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- | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 34.116 ms | 0 - 116 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 34.646 ms | 3 - 93 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 33.492 ms | 1 - 88 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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- | FCN-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 2065.877 ms | 0 - 112 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | SA7255P ADP | SA7255P | QNN | 2068.066 ms | 3 - 10 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 46.939 ms | 0 - 27 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 43.38 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 84.244 ms | 0 - 75 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | SA8295P ADP | SA8295P | QNN | 77.711 ms | 2 - 16 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 47.155 ms | 0 - 27 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 43.347 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 93.638 ms | 0 - 113 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | SA8775P ADP | SA8775P | QNN | 88.108 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2065.877 ms | 0 - 112 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2068.066 ms | 3 - 10 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 47.266 ms | 0 - 20 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 43.15 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 93.638 ms | 0 - 113 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 88.108 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 75.326 ms | 0 - 106 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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- | FCN-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 74.684 ms | 3 - 56 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.522 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 45.139 ms | 63 - 63 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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@@ -127,8 +127,8 @@ Profiling Results
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  FCN-ResNet50
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 47.4
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- Estimated peak memory usage (MB): [0, 22]
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  Total # Ops : 88
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  Compute Unit(s) : NPU (88 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 47.755 ms | 0 - 20 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 43.495 ms | 3 - 5 MB | FP16 | NPU | [FCN-ResNet50.so](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.so) |
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+ | FCN-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 45.694 ms | 1 - 151 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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+ | FCN-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 35.158 ms | 0 - 140 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 32.452 ms | 3 - 21 MB | FP16 | NPU | [FCN-ResNet50.so](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.so) |
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+ | FCN-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 33.498 ms | 5 - 99 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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+ | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 34.098 ms | 0 - 115 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 29.136 ms | 3 - 94 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 32.665 ms | 3 - 91 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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+ | FCN-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 2066.198 ms | 0 - 112 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | SA7255P ADP | SA7255P | QNN | 2067.744 ms | 3 - 13 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 47.365 ms | 0 - 20 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 44.166 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 84.123 ms | 0 - 76 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | SA8295P ADP | SA8295P | QNN | 77.723 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 47.838 ms | 0 - 18 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 43.562 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 94.216 ms | 0 - 112 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | SA8775P ADP | SA8775P | QNN | 88.003 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2066.198 ms | 0 - 112 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2067.744 ms | 3 - 13 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 47.711 ms | 0 - 26 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 43.405 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 94.216 ms | 0 - 112 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 88.003 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 73.592 ms | 0 - 111 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+ | FCN-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 74.118 ms | 3 - 60 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.411 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 45.147 ms | 64 - 64 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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  FCN-ResNet50
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 47.8
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+ Estimated peak memory usage (MB): [0, 20]
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  Total # Ops : 88
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  Compute Unit(s) : NPU (88 ops)
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  ```