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BGNet

Image Segmentation
PyTorch
real_time
android
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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.

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  1. README.md +29 -25
README.md CHANGED
@@ -32,31 +32,35 @@ This model is an implementation of BGNet found [here](https://github.com/thograc
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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 | 118.319 ms | 1 - 126 MB | NPU | -- |
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- | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 116.819 ms | 2 - 11 MB | NPU | -- |
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- | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 34.374 ms | 1 - 209 MB | NPU | -- |
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- | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 41.165 ms | 2 - 50 MB | NPU | -- |
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- | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.942 ms | 1 - 19 MB | NPU | -- |
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- | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 19.894 ms | 2 - 4 MB | NPU | -- |
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- | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 118.319 ms | 1 - 126 MB | NPU | -- |
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- | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 116.819 ms | 2 - 11 MB | NPU | -- |
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- | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 23.032 ms | 1 - 19 MB | NPU | -- |
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- | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 19.82 ms | 2 - 4 MB | NPU | -- |
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- | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.993 ms | 1 - 99 MB | NPU | -- |
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- | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 34.723 ms | 2 - 19 MB | NPU | -- |
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- | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 23.229 ms | 1 - 20 MB | NPU | -- |
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- | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 19.833 ms | 2 - 4 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.84 ms | 1 - 19 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 19.968 ms | 2 - 29 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 20.487 ms | 0 - 173 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.768 ms | 0 - 234 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 14.738 ms | 2 - 76 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.886 ms | 4 - 83 MB | NPU | -- |
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- | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 15.45 ms | 1 - 126 MB | NPU | -- |
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- | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 12.583 ms | 2 - 63 MB | NPU | -- |
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- | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 15.563 ms | 2 - 65 MB | NPU | -- |
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- | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 20.261 ms | 2 - 2 MB | NPU | -- |
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- | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.284 ms | 154 - 154 MB | NPU | -- |
 
 
 
 
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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 | 117.747 ms | 1 - 151 MB | NPU | -- |
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+ | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 115.605 ms | 2 - 11 MB | NPU | -- |
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+ | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 33.269 ms | 0 - 219 MB | NPU | -- |
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+ | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 41.121 ms | 2 - 57 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.771 ms | 0 - 26 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 19.659 ms | 2 - 6 MB | NPU | -- |
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+ | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.55 ms | 0 - 146 MB | NPU | -- |
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+ | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 31.943 ms | 2 - 12 MB | NPU | -- |
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+ | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 117.747 ms | 1 - 151 MB | NPU | -- |
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+ | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 115.605 ms | 2 - 11 MB | NPU | -- |
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+ | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.562 ms | 1 - 30 MB | NPU | -- |
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+ | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 19.731 ms | 2 - 4 MB | NPU | -- |
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+ | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 36.694 ms | 1 - 109 MB | NPU | -- |
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+ | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 33.425 ms | 2 - 19 MB | NPU | -- |
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+ | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.592 ms | 1 - 28 MB | NPU | -- |
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+ | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 19.804 ms | 2 - 5 MB | NPU | -- |
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+ | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.55 ms | 0 - 146 MB | NPU | -- |
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+ | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 31.943 ms | 2 - 12 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.787 ms | 1 - 26 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 20.005 ms | 0 - 27 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 20.235 ms | 1 - 335 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.699 ms | 0 - 245 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 14.427 ms | 1 - 80 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.583 ms | 4 - 93 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 15.0 ms | 1 - 148 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 14.705 ms | 2 - 72 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 15.242 ms | 2 - 72 MB | NPU | -- |
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+ | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 20.212 ms | 2 - 2 MB | NPU | -- |
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+ | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 21.767 ms | 154 - 154 MB | NPU | -- |
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