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FCN-ResNet50

Image Segmentation
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v0.31.0

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See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (4) hide show
  1. .gitattributes +2 -0
  2. FCN-ResNet50.dlc +3 -0
  3. FCN-ResNet50_w8a8.dlc +3 -0
  4. README.md +60 -60
.gitattributes CHANGED
@@ -35,3 +35,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  FCN-ResNet50.so filter=lfs diff=lfs merge=lfs -text
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  FCN-ResNet50_w8a8.so filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  FCN-ResNet50.so filter=lfs diff=lfs merge=lfs -text
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  FCN-ResNet50_w8a8.so filter=lfs diff=lfs merge=lfs -text
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+ FCN-ResNet50.dlc filter=lfs diff=lfs merge=lfs -text
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+ FCN-ResNet50_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
FCN-ResNet50.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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FCN-ResNet50_w8a8.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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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 | 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) |
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- | FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 23.406 ms | 1 - 90 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.043 ms | 1 - 4 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 14.362 ms | 1 - 12 MB | NPU | Use Export Script |
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- | FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 137.551 ms | 1 - 14 MB | NPU | Use Export Script |
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- | 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) |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 268.19 ms | 1 - 10 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 13.975 ms | 1 - 3 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 20.856 ms | 1 - 18 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.063 ms | 1 - 3 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 14.362 ms | 1 - 12 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.127 ms | 0 - 20 MB | NPU | Use Export Script |
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- | 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) |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.693 ms | 1 - 96 MB | NPU | Use Export Script |
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- | 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) |
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  | 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) |
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- | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.173 ms | 1 - 65 MB | NPU | Use Export Script |
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- | 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) |
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- | FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.445 ms | 1 - 1 MB | NPU | Use Export Script |
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- | 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) |
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@@ -159,7 +159,7 @@ 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) : 2067.3
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  Estimated peak memory usage (MB): [0, 140]
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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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  | 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 | 277.796 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_DLC | 270.977 ms | 0 - 115 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 75.139 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_DLC | 83.4 ms | 3 - 70 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.792 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_DLC | 43.413 ms | 3 - 47 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 77.319 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_DLC | 72.442 ms | 3 - 118 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 277.796 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_DLC | 270.977 ms | 0 - 115 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 47.322 ms | 0 - 28 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_DLC | 42.988 ms | 3 - 48 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 84.757 ms | 0 - 93 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_DLC | 77.227 ms | 3 - 67 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 47.327 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 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 43.478 ms | 3 - 47 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 77.319 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_DLC | 72.442 ms | 3 - 118 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 48.501 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_DLC | 43.261 ms | 3 - 47 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 42.97 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 | 35.045 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_DLC | 32.598 ms | 3 - 127 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+ | FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 32.35 ms | 3 - 132 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 | 34.226 ms | 0 - 139 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
64
+ | FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 31.29 ms | 3 - 136 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
65
+ | FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.491 ms | 3 - 118 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
66
+ | FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 45.574 ms | 35 - 35 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
67
+ | FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 44.504 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 | 39.614 ms | 0 - 50 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_DLC | 38.372 ms | 1 - 60 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
70
+ | FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.434 ms | 0 - 85 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_DLC | 23.625 ms | 1 - 89 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
72
+ | FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 14.634 ms | 0 - 24 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_DLC | 13.986 ms | 0 - 21 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
74
+ | FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 15.089 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_DLC | 14.379 ms | 1 - 61 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
76
+ | FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 138.078 ms | 0 - 122 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
77
+ | FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 1399.909 ms | 87 - 179 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 | 39.614 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_DLC | 38.372 ms | 1 - 60 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
80
+ | FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 14.731 ms | 0 - 13 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_DLC | 14.043 ms | 0 - 19 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
82
+ | FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 21.72 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_DLC | 20.867 ms | 1 - 64 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
84
+ | FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 14.696 ms | 0 - 14 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_DLC | 14.041 ms | 1 - 18 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
86
+ | FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 15.089 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_DLC | 14.379 ms | 1 - 61 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
88
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 14.758 ms | 0 - 105 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_DLC | 14.112 ms | 1 - 18 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
90
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.668 ms | 2 - 90 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 | 10.958 ms | 0 - 85 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_DLC | 10.627 ms | 1 - 94 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
93
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.433 ms | 1 - 101 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_DLC | 10.17 ms | 1 - 62 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
96
+ | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.229 ms | 0 - 62 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_DLC | 16.254 ms | 123 - 123 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
98
+ | FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.688 ms | 32 - 32 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) : 277.8
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)