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FCN-ResNet50

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v0.30.2

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See https://github.com/quic/ai-hub-models/releases/v0.30.2 for changelog.

Files changed (5) hide show
  1. FCN-ResNet50_w8a8.bin +0 -3
  2. FCN-ResNet50.so → FCN-ResNet50_w8a8.onnx +2 -2
  3. FCN-ResNet50_w8a8.so +0 -3
  4. FCN-ResNet50.bin → FCN-ResNet50_w8a8.tflite +2 -2
  5. README.md +62 -62
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README.md CHANGED
@@ -36,66 +36,66 @@ More details on model performance across various devices, can be found
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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 | 277.236 ms | 0 - 111 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 | 269.871 ms | 3 - 12 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 74.314 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 | 85.582 ms | 3 - 57 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.541 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 43.243 ms | 3 - 6 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 77.332 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 | 72.164 ms | 2 - 14 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 277.236 ms | 0 - 111 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 | 269.871 ms | 3 - 12 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 48.144 ms | 0 - 21 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 | 42.961 ms | 3 - 5 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 84.056 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 | 77.704 ms | 0 - 17 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 47.307 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 | 43.052 ms | 3 - 5 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 77.332 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 | 72.164 ms | 2 - 14 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 47.372 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 43.322 ms | 3 - 51 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 42.984 ms | 1 - 217 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 | 35.113 ms | 0 - 144 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 | 32.807 ms | 3 - 109 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 32.148 ms | 5 - 113 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 | 28.898 ms | 8 - 122 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 | 31.504 ms | 3 - 105 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 31.535 ms | 10 - 112 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 | 43.498 ms | 3 - 3 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 44.216 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 | 269.891 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 | 38.439 ms | 1 - 11 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.854 ms | 0 - 80 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 | 23.776 ms | 1 - 87 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 14.975 ms | 0 - 14 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 | 13.913 ms | 1 - 3 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 15.299 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 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 14.374 ms | 1 - 15 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 137.707 ms | 1 - 15 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 1389.198 ms | 67 - 147 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 | 269.891 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 | 38.439 ms | 1 - 11 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 14.845 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 | 14.01 ms | 1 - 3 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.045 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 | 20.79 ms | 1 - 19 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 14.907 ms | 0 - 13 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 | 14.047 ms | 1 - 4 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 15.299 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 | SA8775P ADP | Qualcomm® SA8775P | QNN | 14.374 ms | 1 - 15 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 14.952 ms | 0 - 77 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 | 14.056 ms | 0 - 20 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.212 ms | 0 - 57 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 | 11.192 ms | 0 - 80 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 | 10.659 ms | 1 - 86 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.779 ms | 1 - 95 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 | 10.895 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 | 8.666 ms | 1 - 56 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.476 ms | 1 - 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 | 14.375 ms | 1 - 1 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.337 ms | 33 - 33 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
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@@ -159,8 +159,8 @@ Profiling Results
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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) : 277.2
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- Estimated peak memory usage (MB): [0, 111]
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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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  | 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 | 277.388 ms | 22 - 134 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 | 269.848 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 74.248 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 84.724 ms | 1 - 59 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.603 ms | 0 - 21 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 | 43.32 ms | 3 - 5 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 77.373 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 | 72.134 ms | 1 - 14 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 277.388 ms | 22 - 134 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 | 269.848 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 47.402 ms | 0 - 23 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 | 42.933 ms | 3 - 5 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 84.106 ms | 0 - 77 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 | 77.654 ms | 0 - 16 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 47.332 ms | 0 - 20 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 | 42.98 ms | 3 - 5 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 77.373 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 | 72.134 ms | 1 - 14 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 47.506 ms | 0 - 24 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 | 43.536 ms | 6 - 49 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 43.076 ms | 1 - 175 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 | 34.736 ms | 0 - 138 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 | 32.177 ms | 3 - 108 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 32.469 ms | 3 - 111 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 | 33.33 ms | 0 - 115 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 | 31.344 ms | 5 - 108 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.753 ms | 5 - 107 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 | 43.451 ms | 3 - 3 MB | NPU | Use Export Script |
67
+ | FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 44.278 ms | 63 - 63 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
68
+ | FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 269.89 ms | 0 - 46 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
69
+ | FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 38.476 ms | 1 - 10 MB | NPU | Use Export Script |
70
+ | FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.832 ms | 0 - 84 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
71
+ | FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 23.221 ms | 1 - 86 MB | NPU | Use Export Script |
72
+ | FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 14.895 ms | 0 - 68 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
73
+ | FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.006 ms | 1 - 3 MB | NPU | Use Export Script |
74
+ | FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 15.33 ms | 0 - 48 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
75
+ | FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 14.399 ms | 1 - 15 MB | NPU | Use Export Script |
76
+ | FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 137.381 ms | 1 - 13 MB | NPU | Use Export Script |
77
+ | FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 1380.833 ms | 86 - 126 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
78
+ | FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 269.89 ms | 0 - 46 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
79
+ | FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 38.476 ms | 1 - 10 MB | NPU | Use Export Script |
80
+ | FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 14.835 ms | 0 - 17 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
81
+ | FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 14.081 ms | 1 - 3 MB | NPU | Use Export Script |
82
+ | FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.093 ms | 0 - 47 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
83
+ | FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 20.797 ms | 1 - 19 MB | NPU | Use Export Script |
84
+ | FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 14.957 ms | 0 - 67 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
85
+ | FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.026 ms | 1 - 4 MB | NPU | Use Export Script |
86
+ | FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 15.33 ms | 0 - 48 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
87
+ | FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 14.399 ms | 1 - 15 MB | NPU | Use Export Script |
88
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 14.894 ms | 0 - 88 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
89
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 13.955 ms | 0 - 21 MB | NPU | Use Export Script |
90
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.265 ms | 0 - 53 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
91
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 11.14 ms | 0 - 80 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
92
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.624 ms | 1 - 86 MB | NPU | Use Export Script |
93
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.952 ms | 1 - 94 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
94
+ | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 9.215 ms | 0 - 52 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
95
+ | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.158 ms | 1 - 58 MB | NPU | Use Export Script |
96
+ | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.681 ms | 0 - 58 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
97
+ | FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.399 ms | 1 - 1 MB | NPU | Use Export Script |
98
+ | FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.392 ms | 33 - 33 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
99
 
100
 
101
 
 
159
  FCN-ResNet50
160
  Device : cs_8275 (ANDROID 14)
161
  Runtime : TFLITE
162
+ Estimated inference time (ms) : 277.4
163
+ Estimated peak memory usage (MB): [22, 134]
164
  Total # Ops : 88
165
  Compute Unit(s) : npu (88 ops) gpu (0 ops) cpu (0 ops)
166
  ```