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BGNet

Image Segmentation
PyTorch
real_time
android
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v0.36.0

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See https://github.com/quic/ai-hub-models/releases/v0.36.0 for changelog.

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  1. README.md +29 -29
README.md CHANGED
@@ -36,35 +36,35 @@ 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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- | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 117.929 ms | 0 - 148 MB | NPU | -- |
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- | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 117.227 ms | 2 - 69 MB | NPU | -- |
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- | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 32.822 ms | 1 - 222 MB | NPU | -- |
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- | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 44.355 ms | 2 - 61 MB | NPU | -- |
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- | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.814 ms | 1 - 29 MB | NPU | -- |
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- | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 20.472 ms | 2 - 30 MB | NPU | -- |
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- | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.553 ms | 1 - 150 MB | NPU | -- |
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- | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 32.92 ms | 2 - 67 MB | NPU | -- |
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- | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 117.929 ms | 0 - 148 MB | NPU | -- |
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- | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 117.227 ms | 2 - 69 MB | NPU | -- |
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- | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.762 ms | 1 - 30 MB | NPU | -- |
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- | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 20.662 ms | 2 - 29 MB | NPU | -- |
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- | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 36.72 ms | 1 - 109 MB | NPU | -- |
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- | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 34.671 ms | 2 - 51 MB | NPU | -- |
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- | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.828 ms | 1 - 26 MB | NPU | -- |
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- | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 20.5 ms | 2 - 29 MB | NPU | -- |
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- | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.553 ms | 1 - 150 MB | NPU | -- |
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- | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 32.92 ms | 2 - 67 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.844 ms | 1 - 24 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 20.458 ms | 2 - 30 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 20.069 ms | 3 - 29 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.832 ms | 1 - 244 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 15.067 ms | 2 - 79 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.632 ms | 3 - 89 MB | NPU | -- |
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- | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 14.953 ms | 0 - 148 MB | NPU | -- |
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- | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 15.394 ms | 2 - 71 MB | NPU | -- |
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- | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 15.49 ms | 2 - 73 MB | NPU | -- |
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- | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 23.242 ms | 413 - 413 MB | NPU | -- |
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- | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 21.775 ms | 155 - 155 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 | 117.682 ms | 0 - 136 MB | NPU | -- |
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+ | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 117.293 ms | 2 - 77 MB | NPU | -- |
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+ | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 33.685 ms | 1 - 209 MB | NPU | -- |
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+ | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 37.321 ms | 2 - 66 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.844 ms | 1 - 28 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 20.093 ms | 2 - 33 MB | NPU | -- |
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+ | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.605 ms | 0 - 133 MB | NPU | -- |
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+ | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 32.39 ms | 2 - 76 MB | NPU | -- |
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+ | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 117.682 ms | 0 - 136 MB | NPU | -- |
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+ | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 117.293 ms | 2 - 77 MB | NPU | -- |
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+ | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.769 ms | 1 - 27 MB | NPU | -- |
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+ | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 20.279 ms | 2 - 30 MB | NPU | -- |
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+ | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.564 ms | 1 - 108 MB | NPU | -- |
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+ | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 35.763 ms | 2 - 54 MB | NPU | -- |
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+ | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.655 ms | 1 - 27 MB | NPU | -- |
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+ | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 20.126 ms | 2 - 29 MB | NPU | -- |
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+ | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.605 ms | 0 - 133 MB | NPU | -- |
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+ | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 32.39 ms | 2 - 76 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.673 ms | 1 - 27 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 20.048 ms | 2 - 31 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 20.354 ms | 0 - 179 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.761 ms | 1 - 222 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 14.854 ms | 2 - 91 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.863 ms | 3 - 85 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 15.844 ms | 1 - 139 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 13.84 ms | 0 - 76 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 15.232 ms | 0 - 69 MB | NPU | -- |
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+ | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 20.735 ms | 378 - 378 MB | NPU | -- |
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+ | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 21.812 ms | 154 - 154 MB | NPU | -- |
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