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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. FCN-ResNet50_w8a8.onnx +2 -2
  2. README.md +64 -64
FCN-ResNet50_w8a8.onnx CHANGED
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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 | 277.388 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 |
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- | 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) |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 38.476 ms | 1 - 10 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 23.221 ms | 1 - 86 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.006 ms | 1 - 3 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 14.399 ms | 1 - 15 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 137.381 ms | 1 - 13 MB | NPU | Use Export Script |
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- | 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) |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 38.476 ms | 1 - 10 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 14.081 ms | 1 - 3 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 20.797 ms | 1 - 19 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.026 ms | 1 - 4 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 14.399 ms | 1 - 15 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 14.894 ms | 0 - 88 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 | 13.955 ms | 0 - 21 MB | NPU | Use Export Script |
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- | 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) |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.624 ms | 1 - 86 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.952 ms | 1 - 94 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 | 9.215 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 | 10.158 ms | 1 - 58 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.399 ms | 1 - 1 MB | NPU | Use Export Script |
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- | 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) |
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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) : 277.4
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- Estimated peak memory usage (MB): [22, 134]
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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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  ```
@@ -249,13 +249,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.fcn_resnet50.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.fcn_resnet50.demo -- --on-device
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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 | 2067.268 ms | 0 - 140 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 | 270.952 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 74.462 ms | 0 - 120 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 | 86.264 ms | 3 - 72 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.687 ms | 0 - 27 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 | 43.297 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 77.349 ms | 0 - 139 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 | 72.522 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2067.268 ms | 0 - 140 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 | 270.952 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 47.64 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 | 43.682 ms | 3 - 5 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 84.736 ms | 0 - 94 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 | 77.303 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 47.649 ms | 0 - 27 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 | 43.322 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 77.349 ms | 0 - 139 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 | 72.522 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 47.302 ms | 0 - 27 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 | 43.149 ms | 3 - 44 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 42.902 ms | 1 - 169 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 | 35.074 ms | 0 - 169 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 | 32.779 ms | 3 - 123 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 32.202 ms | 3 - 128 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 | 34.567 ms | 0 - 139 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 | 31.28 ms | 3 - 137 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 31.255 ms | 3 - 118 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 | 43.823 ms | 3 - 3 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 44.427 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 | 39.52 ms | 0 - 50 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 | 268.19 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.315 ms | 0 - 83 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 | 23.406 ms | 1 - 90 MB | NPU | Use Export Script |
72
+ | FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 14.749 ms | 0 - 101 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 | 14.043 ms | 1 - 4 MB | NPU | Use Export Script |
74
+ | FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 15.061 ms | 0 - 50 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 | 14.362 ms | 1 - 12 MB | NPU | Use Export Script |
76
+ | FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 137.551 ms | 1 - 14 MB | NPU | Use Export Script |
77
+ | FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 1379.257 ms | 65 - 123 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 | 39.52 ms | 0 - 50 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 | 268.19 ms | 1 - 10 MB | NPU | Use Export Script |
80
+ | FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 14.67 ms | 0 - 14 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 | 13.975 ms | 1 - 3 MB | NPU | Use Export Script |
82
+ | FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 21.762 ms | 0 - 51 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 | 20.856 ms | 1 - 18 MB | NPU | Use Export Script |
84
+ | FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 14.689 ms | 0 - 11 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 | 14.063 ms | 1 - 3 MB | NPU | Use Export Script |
86
+ | FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 15.061 ms | 0 - 50 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 | 14.362 ms | 1 - 12 MB | NPU | Use Export Script |
88
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 14.75 ms | 0 - 100 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 | 14.127 ms | 0 - 20 MB | NPU | Use Export Script |
90
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.665 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 | 10.966 ms | 0 - 88 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 | 10.693 ms | 1 - 96 MB | NPU | Use Export Script |
93
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.431 ms | 3 - 105 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 | 10.705 ms | 0 - 53 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 | 10.173 ms | 1 - 65 MB | NPU | Use Export Script |
96
+ | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.18 ms | 1 - 64 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 | 14.445 ms | 1 - 1 MB | NPU | Use Export Script |
98
+ | FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.896 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) : 2067.3
163
+ Estimated peak memory usage (MB): [0, 140]
164
  Total # Ops : 88
165
  Compute Unit(s) : npu (88 ops) gpu (0 ops) cpu (0 ops)
166
  ```
 
249
  You can also run the demo on-device.
250
 
251
  ```bash
252
+ python -m qai_hub_models.models.fcn_resnet50.demo --eval-mode on-device
253
  ```
254
 
255
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
256
  environment, please add the following to your cell (instead of the above).
257
  ```
258
+ %run -m qai_hub_models.models.fcn_resnet50.demo -- --eval-mode on-device
259
  ```
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