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BGNet

Image Segmentation
PyTorch
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android
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v0.39.0

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See https://github.com/quic/ai-hub-models/releases/v0.39.0 for changelog.

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  1. README.md +15 -12
README.md CHANGED
@@ -37,31 +37,34 @@ 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 | 117.922 ms | 0 - 139 MB | NPU | -- |
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- | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 114.796 ms | 2 - 81 MB | NPU | -- |
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  | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 33.186 ms | 0 - 206 MB | NPU | -- |
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- | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 37.469 ms | 2 - 69 MB | NPU | -- |
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  | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.834 ms | 1 - 26 MB | NPU | -- |
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- | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 19.302 ms | 2 - 28 MB | NPU | -- |
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  | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 18.903 ms | 3 - 27 MB | NPU | -- |
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  | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.675 ms | 1 - 139 MB | NPU | -- |
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- | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 31.508 ms | 2 - 81 MB | NPU | -- |
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  | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 117.922 ms | 0 - 139 MB | NPU | -- |
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- | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 114.796 ms | 2 - 81 MB | NPU | -- |
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  | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 23.08 ms | 1 - 25 MB | NPU | -- |
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- | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 19.362 ms | 2 - 28 MB | NPU | -- |
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  | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.424 ms | 1 - 108 MB | NPU | -- |
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- | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 35.194 ms | 2 - 56 MB | NPU | -- |
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  | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 23.04 ms | 1 - 24 MB | NPU | -- |
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- | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 19.327 ms | 2 - 28 MB | NPU | -- |
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  | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.675 ms | 1 - 139 MB | NPU | -- |
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- | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 31.508 ms | 2 - 81 MB | NPU | -- |
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  | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.829 ms | 1 - 224 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 14.115 ms | 2 - 94 MB | NPU | -- |
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  | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.958 ms | 3 - 96 MB | NPU | -- |
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  | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 14.012 ms | 0 - 141 MB | NPU | -- |
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- | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 11.196 ms | 2 - 81 MB | NPU | -- |
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  | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 11.141 ms | 3 - 80 MB | NPU | -- |
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- | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 19.697 ms | 406 - 406 MB | NPU | -- |
 
 
 
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  | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.253 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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  |---|---|---|---|---|---|---|---|---|
39
  | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 117.922 ms | 0 - 139 MB | NPU | -- |
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+ | BGNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 114.816 ms | 2 - 81 MB | NPU | -- |
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  | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 33.186 ms | 0 - 206 MB | NPU | -- |
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+ | BGNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 37.303 ms | 2 - 70 MB | NPU | -- |
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  | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.834 ms | 1 - 26 MB | NPU | -- |
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+ | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 19.288 ms | 2 - 28 MB | NPU | -- |
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  | BGNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 18.903 ms | 3 - 27 MB | NPU | -- |
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  | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.675 ms | 1 - 139 MB | NPU | -- |
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+ | BGNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 31.48 ms | 2 - 81 MB | NPU | -- |
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  | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 117.922 ms | 0 - 139 MB | NPU | -- |
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+ | BGNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 114.816 ms | 2 - 81 MB | NPU | -- |
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  | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 23.08 ms | 1 - 25 MB | NPU | -- |
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+ | BGNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 19.459 ms | 2 - 28 MB | NPU | -- |
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  | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.424 ms | 1 - 108 MB | NPU | -- |
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+ | BGNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 35.251 ms | 2 - 56 MB | NPU | -- |
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  | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 23.04 ms | 1 - 24 MB | NPU | -- |
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+ | BGNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 19.418 ms | 2 - 28 MB | NPU | -- |
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  | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.675 ms | 1 - 139 MB | NPU | -- |
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+ | BGNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 31.48 ms | 2 - 81 MB | NPU | -- |
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  | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.829 ms | 1 - 224 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 14.048 ms | 2 - 96 MB | NPU | -- |
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  | BGNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.958 ms | 3 - 96 MB | NPU | -- |
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  | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 14.012 ms | 0 - 141 MB | NPU | -- |
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+ | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 11.201 ms | 2 - 82 MB | NPU | -- |
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  | BGNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 11.141 ms | 3 - 80 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 11.933 ms | 0 - 139 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 9.957 ms | 2 - 85 MB | NPU | -- |
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+ | BGNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 9.336 ms | 2 - 84 MB | NPU | -- |
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+ | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 19.686 ms | 398 - 398 MB | NPU | -- |
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  | BGNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.253 ms | 154 - 154 MB | NPU | -- |
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