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BGNet

Image Segmentation
PyTorch
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android
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@@ -32,35 +32,35 @@ This model is an implementation of BGNet found [here](https://github.com/thograc
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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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- | BGNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 22.787 ms | 0 - 18 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 19.881 ms | 2 - 5 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 24.125 ms | 1 - 159 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 16.802 ms | 7 - 243 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 14.693 ms | 2 - 23 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 17.726 ms | 4 - 85 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 15.382 ms | 1 - 126 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 16.747 ms | 2 - 69 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 17.675 ms | 2 - 74 MB | FP16 | NPU | -- |
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- | BGNet | SA7255P ADP | SA7255P | TFLITE | 855.393 ms | 0 - 126 MB | FP16 | NPU | -- |
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- | BGNet | SA7255P ADP | SA7255P | QNN | 871.849 ms | 2 - 12 MB | FP16 | NPU | -- |
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- | BGNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 22.87 ms | 1 - 19 MB | FP16 | NPU | -- |
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- | BGNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 19.895 ms | 2 - 4 MB | FP16 | NPU | -- |
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- | BGNet | SA8295P ADP | SA8295P | TFLITE | 37.995 ms | 1 - 99 MB | FP16 | NPU | -- |
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- | BGNet | SA8295P ADP | SA8295P | QNN | 34.745 ms | 2 - 19 MB | FP16 | NPU | -- |
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- | BGNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 23.03 ms | 0 - 17 MB | FP16 | NPU | -- |
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- | BGNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 19.947 ms | 2 - 4 MB | FP16 | NPU | -- |
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- | BGNet | SA8775P ADP | SA8775P | TFLITE | 42.229 ms | 1 - 126 MB | FP16 | NPU | -- |
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- | BGNet | SA8775P ADP | SA8775P | QNN | 39.85 ms | 2 - 12 MB | FP16 | NPU | -- |
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- | BGNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 855.393 ms | 0 - 126 MB | FP16 | NPU | -- |
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- | BGNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 871.849 ms | 2 - 12 MB | FP16 | NPU | -- |
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- | BGNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 22.931 ms | 1 - 20 MB | FP16 | NPU | -- |
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- | BGNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.001 ms | 2 - 4 MB | FP16 | NPU | -- |
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- | BGNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 42.229 ms | 1 - 126 MB | FP16 | NPU | -- |
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- | BGNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 39.85 ms | 2 - 12 MB | FP16 | NPU | -- |
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- | BGNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 33.915 ms | 1 - 215 MB | FP16 | NPU | -- |
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- | BGNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 35.538 ms | 2 - 51 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 20.347 ms | 2 - 2 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.069 ms | 156 - 156 MB | FP16 | NPU | -- |
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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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+ | BGNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 22.85 ms | 1 - 19 MB | FP16 | NPU | -- |
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+ | BGNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 19.872 ms | 2 - 4 MB | FP16 | NPU | -- |
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+ | BGNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 20.422 ms | 1 - 285 MB | FP16 | NPU | -- |
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+ | BGNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 16.858 ms | 0 - 234 MB | FP16 | NPU | -- |
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+ | BGNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 14.767 ms | 2 - 20 MB | FP16 | NPU | -- |
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+ | BGNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 14.852 ms | 2 - 78 MB | FP16 | NPU | -- |
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+ | BGNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 15.359 ms | 0 - 126 MB | FP16 | NPU | -- |
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+ | BGNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 17.089 ms | 8 - 75 MB | FP16 | NPU | -- |
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+ | BGNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.292 ms | 4 - 66 MB | FP16 | NPU | -- |
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+ | BGNet | SA7255P ADP | SA7255P | TFLITE | 855.309 ms | 0 - 125 MB | FP16 | NPU | -- |
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+ | BGNet | SA7255P ADP | SA7255P | QNN | 871.903 ms | 2 - 12 MB | FP16 | NPU | -- |
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+ | BGNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 22.876 ms | 1 - 19 MB | FP16 | NPU | -- |
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+ | BGNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 19.928 ms | 2 - 5 MB | FP16 | NPU | -- |
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+ | BGNet | SA8295P ADP | SA8295P | TFLITE | 38.014 ms | 1 - 99 MB | FP16 | NPU | -- |
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+ | BGNet | SA8295P ADP | SA8295P | QNN | 34.693 ms | 2 - 18 MB | FP16 | NPU | -- |
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+ | BGNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 22.934 ms | 1 - 18 MB | FP16 | NPU | -- |
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+ | BGNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 19.885 ms | 2 - 5 MB | FP16 | NPU | -- |
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+ | BGNet | SA8775P ADP | SA8775P | TFLITE | 42.238 ms | 1 - 126 MB | FP16 | NPU | -- |
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+ | BGNet | SA8775P ADP | SA8775P | QNN | 39.835 ms | 2 - 12 MB | FP16 | NPU | -- |
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+ | BGNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 855.309 ms | 0 - 125 MB | FP16 | NPU | -- |
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+ | BGNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 871.903 ms | 2 - 12 MB | FP16 | NPU | -- |
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+ | BGNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 23.09 ms | 1 - 20 MB | FP16 | NPU | -- |
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+ | BGNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 19.87 ms | 2 - 5 MB | FP16 | NPU | -- |
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+ | BGNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 42.238 ms | 1 - 126 MB | FP16 | NPU | -- |
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+ | BGNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 39.835 ms | 2 - 12 MB | FP16 | NPU | -- |
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+ | BGNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 34.231 ms | 1 - 215 MB | FP16 | NPU | -- |
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+ | BGNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 36.304 ms | 2 - 52 MB | FP16 | NPU | -- |
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+ | BGNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 20.291 ms | 2 - 2 MB | FP16 | NPU | -- |
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+ | BGNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.233 ms | 155 - 155 MB | FP16 | NPU | -- |
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