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BGNet

Image Segmentation
PyTorch
real_time
android
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@@ -23,44 +23,44 @@ This model is an implementation of BGNet found [here](https://github.com/thograc
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  ### Model Details
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- - **Model Type:** Semantic segmentation
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  - **Model Stats:**
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  - Model checkpoint: BGNet
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  - Input resolution: 416x416
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  - Number of parameters: 77.8M
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  - Model size: 297 MB
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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 | 22.861 ms | 1 - 19 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 24.29 ms | 2 - 18 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 20.576 ms | 0 - 334 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 16.997 ms | 0 - 233 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 17.811 ms | 218 - 293 MB | FP16 | NPU | -- |
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- | BGNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 14.894 ms | 2 - 79 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 15.453 ms | 1 - 127 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 16.676 ms | 2 - 69 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 15.82 ms | 3 - 66 MB | FP16 | NPU | -- |
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- | BGNet | SA7255P ADP | SA7255P | TFLITE | 855.371 ms | 1 - 126 MB | FP16 | NPU | -- |
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- | BGNet | SA7255P ADP | SA7255P | QNN | 871.97 ms | 2 - 12 MB | FP16 | NPU | -- |
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- | BGNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 22.922 ms | 1 - 20 MB | FP16 | NPU | -- |
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- | BGNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.043 ms | 2 - 4 MB | FP16 | NPU | -- |
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- | BGNet | SA8295P ADP | SA8295P | TFLITE | 37.962 ms | 1 - 99 MB | FP16 | NPU | -- |
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- | BGNet | SA8295P ADP | SA8295P | QNN | 34.723 ms | 2 - 19 MB | FP16 | NPU | -- |
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- | BGNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 22.977 ms | 0 - 19 MB | FP16 | NPU | -- |
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- | BGNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 19.884 ms | 0 - 2 MB | FP16 | NPU | -- |
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- | BGNet | SA8775P ADP | SA8775P | TFLITE | 42.234 ms | 1 - 126 MB | FP16 | NPU | -- |
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- | BGNet | SA8775P ADP | SA8775P | QNN | 39.843 ms | 2 - 12 MB | FP16 | NPU | -- |
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- | BGNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 855.371 ms | 1 - 126 MB | FP16 | NPU | -- |
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- | BGNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 871.97 ms | 2 - 12 MB | FP16 | NPU | -- |
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- | BGNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 22.842 ms | 0 - 19 MB | FP16 | NPU | -- |
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- | BGNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 19.844 ms | 2 - 4 MB | FP16 | NPU | -- |
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- | BGNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 42.234 ms | 1 - 126 MB | FP16 | NPU | -- |
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- | BGNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 39.843 ms | 2 - 12 MB | FP16 | NPU | -- |
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- | BGNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 33.789 ms | 1 - 213 MB | FP16 | NPU | -- |
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- | BGNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 36.41 ms | 0 - 49 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 20.351 ms | 2 - 2 MB | FP16 | NPU | -- |
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- | BGNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.249 ms | 154 - 154 MB | FP16 | NPU | -- |
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  ### Model Details
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+ - **Model Type:** Model_use_case.semantic_segmentation
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  - **Model Stats:**
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  - Model checkpoint: BGNet
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  - Input resolution: 416x416
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  - Number of parameters: 77.8M
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  - Model size: 297 MB
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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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+ | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 118.358 ms | 1 - 125 MB | NPU | -- |
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+ | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 116.84 ms | 2 - 11 MB | NPU | -- |
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+ | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 34.01 ms | 1 - 214 MB | NPU | -- |
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+ | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 41.542 ms | 2 - 55 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.755 ms | 1 - 19 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 19.819 ms | 2 - 6 MB | NPU | -- |
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+ | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 35.07 ms | 1 - 126 MB | NPU | -- |
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+ | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 32.674 ms | 2 - 12 MB | NPU | -- |
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+ | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 118.358 ms | 1 - 125 MB | NPU | -- |
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+ | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 116.84 ms | 2 - 11 MB | NPU | -- |
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+ | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.913 ms | 1 - 18 MB | NPU | -- |
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+ | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 20.008 ms | 3 - 5 MB | NPU | -- |
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+ | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.971 ms | 1 - 100 MB | NPU | -- |
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+ | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 34.694 ms | 2 - 20 MB | NPU | -- |
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+ | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.881 ms | 1 - 20 MB | NPU | -- |
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+ | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 19.918 ms | 2 - 5 MB | NPU | -- |
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+ | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 35.07 ms | 1 - 126 MB | NPU | -- |
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+ | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 32.674 ms | 2 - 12 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.932 ms | 1 - 19 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 19.769 ms | 0 - 29 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 20.408 ms | 1 - 290 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.91 ms | 0 - 235 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 14.768 ms | 2 - 76 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.891 ms | 4 - 81 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 13.147 ms | 1 - 127 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 14.939 ms | 2 - 64 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 15.515 ms | 4 - 68 MB | NPU | -- |
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+ | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 20.295 ms | 2 - 2 MB | NPU | -- |
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+ | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.236 ms | 155 - 155 MB | NPU | -- |
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