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BGNet

Image Segmentation
PyTorch
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android
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v0.43.0

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See https://github.com/quic/ai-hub-models/releases/v0.43.0 for changelog.

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  1. README.md +30 -30
README.md CHANGED
@@ -36,36 +36,36 @@ 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 | 117.969 ms | 1 - 143 MB | NPU | -- |
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- | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 114.959 ms | 2 - 78 MB | NPU | -- |
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- | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 33.59 ms | 1 - 218 MB | NPU | -- |
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- | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 38.675 ms | 2 - 68 MB | NPU | -- |
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- | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 23.009 ms | 1 - 23 MB | NPU | -- |
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- | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 20.17 ms | 2 - 28 MB | NPU | -- |
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- | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 18.796 ms | 0 - 180 MB | NPU | -- |
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- | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 154.396 ms | 1 - 142 MB | NPU | -- |
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- | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 32.303 ms | 1 - 79 MB | NPU | -- |
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- | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 117.969 ms | 1 - 143 MB | NPU | -- |
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- | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 114.959 ms | 2 - 78 MB | NPU | -- |
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- | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 23.045 ms | 1 - 23 MB | NPU | -- |
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- | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 20.194 ms | 2 - 28 MB | NPU | -- |
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- | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.507 ms | 0 - 110 MB | NPU | -- |
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- | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 33.987 ms | 2 - 55 MB | NPU | -- |
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- | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.985 ms | 0 - 23 MB | NPU | -- |
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- | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 20.31 ms | 2 - 28 MB | NPU | -- |
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- | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 154.396 ms | 1 - 142 MB | NPU | -- |
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- | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 32.303 ms | 1 - 79 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.668 ms | 1 - 227 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 14.497 ms | 2 - 94 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.941 ms | 3 - 98 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 12.899 ms | 0 - 140 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 11.566 ms | 2 - 84 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 11.082 ms | 2 - 79 MB | NPU | -- |
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- | BGNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 11.08 ms | 1 - 141 MB | NPU | -- |
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- | BGNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 8.872 ms | 2 - 89 MB | NPU | -- |
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- | BGNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 9.291 ms | 2 - 86 MB | NPU | -- |
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- | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 20.719 ms | 403 - 403 MB | NPU | -- |
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- | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.194 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 | 117.879 ms | 0 - 140 MB | NPU | -- |
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+ | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 114.95 ms | 2 - 81 MB | NPU | -- |
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+ | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 33.515 ms | 1 - 216 MB | NPU | -- |
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+ | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 38.77 ms | 2 - 67 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.942 ms | 1 - 24 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 20.219 ms | 2 - 29 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 19.189 ms | 3 - 27 MB | NPU | -- |
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+ | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 154.376 ms | 0 - 139 MB | NPU | -- |
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+ | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 32.256 ms | 2 - 78 MB | NPU | -- |
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+ | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 117.879 ms | 0 - 140 MB | NPU | -- |
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+ | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 114.95 ms | 2 - 81 MB | NPU | -- |
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+ | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.876 ms | 0 - 21 MB | NPU | -- |
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+ | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 20.168 ms | 2 - 28 MB | NPU | -- |
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+ | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.534 ms | 1 - 111 MB | NPU | -- |
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+ | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 34.023 ms | 2 - 55 MB | NPU | -- |
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+ | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 23.036 ms | 0 - 25 MB | NPU | -- |
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+ | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 20.284 ms | 2 - 29 MB | NPU | -- |
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+ | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 154.376 ms | 0 - 139 MB | NPU | -- |
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+ | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 32.256 ms | 2 - 78 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.697 ms | 0 - 228 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 14.576 ms | 2 - 91 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.821 ms | 3 - 94 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 12.845 ms | 0 - 138 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 11.607 ms | 2 - 82 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 11.06 ms | 3 - 80 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 11.026 ms | 1 - 142 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 8.891 ms | 2 - 89 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 9.249 ms | 2 - 84 MB | NPU | -- |
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+ | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 20.74 ms | 437 - 437 MB | NPU | -- |
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+ | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.181 ms | 154 - 154 MB | NPU | -- |
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