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FCN-ResNet50

Image Segmentation
PyTorch
LiteRT
android
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@@ -1,9 +1,9 @@
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  ---
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  library_name: pytorch
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  license: bsd-3-clause
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- pipeline_tag: image-segmentation
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  tags:
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  - android
 
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  ---
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@@ -35,31 +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 | 48.69 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 | 48.641 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 S23 | Snapdragon® 8 Gen 2 | ONNX | 43.701 ms | 1 - 154 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 | 36.054 ms | 0 - 93 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 | 35.793 ms | 3 - 93 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 | 34.257 ms | 3 - 118 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 | 35.074 ms | 0 - 90 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 | 35.037 ms | 3 - 92 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 27.844 ms | 3 - 109 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
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- | FCN-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 48.588 ms | 0 - 17 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 | 43.966 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 2068.807 ms | 0 - 86 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 | 2060.91 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 48.441 ms | 0 - 19 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 | 44.634 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 84.791 ms | 0 - 40 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 | 81.173 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 48.899 ms | 0 - 19 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 | 44.315 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 95.302 ms | 0 - 87 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 | 89.464 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 75.644 ms | 0 - 43 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 | 75.737 ms | 3 - 50 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 44.149 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 45.19 ms | 64 - 64 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
 
 
 
 
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@@ -123,8 +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) : 48.7
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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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  ```
 
1
  ---
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  library_name: pytorch
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  license: bsd-3-clause
 
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  tags:
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  - android
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+ pipeline_tag: image-segmentation
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8
  ---
9
 
 
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36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
38
+ | FCN-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 48.346 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 44.295 ms | 3 - 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 | 43.749 ms | 1 - 234 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 | 35.761 ms | 0 - 93 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 | 32.485 ms | 3 - 20 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 | 33.349 ms | 5 - 116 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 | 29.542 ms | 0 - 90 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 | 34.289 ms | 3 - 92 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 27.895 ms | 5 - 111 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 | 2068.675 ms | 0 - 85 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 | 2060.806 ms | 3 - 10 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 48.212 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 43.934 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 84.8 ms | 0 - 38 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 | 81.18 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 49.231 ms | 0 - 17 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 | 44.205 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 95.247 ms | 0 - 86 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 | 89.459 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2068.675 ms | 0 - 85 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 | 2060.806 ms | 3 - 10 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 48.326 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 43.498 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 95.247 ms | 0 - 86 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 | 89.459 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 76.113 ms | 0 - 44 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 | 75.562 ms | 3 - 46 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 44.182 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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+ | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 45.265 ms | 65 - 65 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) : 48.3
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+ Estimated peak memory usage (MB): [0, 18]
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  Total # Ops : 88
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  Compute Unit(s) : NPU (88 ops)
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  ```