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README.md
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---
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library_name: pytorch
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license:
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tags:
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- android
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pipeline_tag: image-segmentation
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### Model Details
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- **Model Type:**
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- **Model Stats:**
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- Model checkpoint: COCO_WITH_VOC_LABELS_V1
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- Input resolution: 224x224
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- Number of parameters: 32.9M
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- Model size: 126 MB
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- Number of output classes: 21
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| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 | SA7255P ADP | SA7255P |
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| FCN-ResNet50 |
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| FCN-ResNet50 | SA8255 (Proxy) | SA8255P Proxy |
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| FCN-ResNet50 |
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| FCN-ResNet50 | SA8295P ADP | SA8295P |
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| FCN-ResNet50 |
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| FCN-ResNet50 | SA8650 (Proxy) | SA8650P Proxy |
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| FCN-ResNet50 |
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| FCN-ResNet50 | SA8775P ADP | SA8775P |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.
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| FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 44.
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Profiling Results
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------------------------------------------------------------
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FCN-ResNet50
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Device :
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Runtime : TFLITE
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [0,
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Total # Ops : 88
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Compute Unit(s) :
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```
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---
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library_name: pytorch
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license: other
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tags:
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- android
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pipeline_tag: image-segmentation
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### Model Details
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- **Model Type:** Model_use_case.semantic_segmentation
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- **Model Stats:**
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- Model checkpoint: COCO_WITH_VOC_LABELS_V1
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- Input resolution: 224x224
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- Number of parameters: 32.9M
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- Number of output classes: 21
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- Model size (float): 126 MB
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- Model size (w8a8): 32.2 MB
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| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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|---|---|---|---|---|---|---|---|---|
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| FCN-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 277.386 ms | 0 - 113 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 269.857 ms | 1 - 10 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 73.328 ms | 0 - 110 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 85.189 ms | 3 - 63 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.433 ms | 1 - 20 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 43.206 ms | 3 - 5 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 77.36 ms | 0 - 112 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 72.166 ms | 2 - 14 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 277.386 ms | 0 - 113 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 269.857 ms | 1 - 10 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 48.38 ms | 0 - 22 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 43.624 ms | 3 - 5 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 84.085 ms | 0 - 76 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 77.714 ms | 0 - 18 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 47.486 ms | 0 - 19 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 43.609 ms | 4 - 6 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 77.36 ms | 0 - 112 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 72.166 ms | 2 - 14 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 47.737 ms | 0 - 25 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 43.277 ms | 3 - 49 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 42.818 ms | 1 - 177 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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| FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 35.252 ms | 4 - 146 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 32.606 ms | 3 - 107 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 32.555 ms | 3 - 114 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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| FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 33.784 ms | 0 - 114 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 31.393 ms | 3 - 108 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.662 ms | 5 - 108 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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| FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.517 ms | 3 - 3 MB | NPU | Use Export Script |
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| FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 44.295 ms | 63 - 63 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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| FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 39.829 ms | 0 - 46 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 38.416 ms | 1 - 10 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.867 ms | 0 - 82 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 23.878 ms | 1 - 86 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 14.867 ms | 0 - 18 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.159 ms | 1 - 4 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 15.29 ms | 0 - 48 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 14.36 ms | 1 - 15 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 137.499 ms | 1 - 12 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 1382.537 ms | 86 - 144 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 39.829 ms | 0 - 46 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 38.416 ms | 1 - 10 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 14.944 ms | 0 - 87 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 13.998 ms | 1 - 3 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.026 ms | 0 - 47 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 20.795 ms | 1 - 19 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 14.94 ms | 0 - 20 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.04 ms | 1 - 3 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 15.29 ms | 0 - 48 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 14.36 ms | 1 - 15 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 14.939 ms | 0 - 12 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.05 ms | 0 - 20 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.308 ms | 1 - 81 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 11.234 ms | 0 - 81 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.744 ms | 1 - 90 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.865 ms | 3 - 97 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
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| FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 10.881 ms | 0 - 52 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.162 ms | 1 - 56 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.768 ms | 0 - 59 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
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| FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.366 ms | 1 - 1 MB | NPU | Use Export Script |
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| FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.365 ms | 32 - 32 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
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Profiling Results
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------------------------------------------------------------
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FCN-ResNet50
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 277.4
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Estimated peak memory usage (MB): [0, 113]
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Total # Ops : 88
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Compute Unit(s) : npu (88 ops) gpu (0 ops) cpu (0 ops)
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```
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