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BiseNet

Image Segmentation
PyTorch
real_time
android
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@@ -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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- | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 86.208 ms | 32 - 58 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 83.446 ms | 5 - 14 MB | NPU | Use Export Script |
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- | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 35.448 ms | 31 - 80 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 41.918 ms | 5 - 41 MB | NPU | Use Export Script |
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- | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 27.566 ms | 12 - 99 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 26.535 ms | 8 - 11 MB | NPU | Use Export Script |
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- | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.868 ms | 32 - 59 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 33.362 ms | 3 - 17 MB | NPU | Use Export Script |
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- | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 86.208 ms | 32 - 58 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 83.446 ms | 5 - 14 MB | NPU | Use Export Script |
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- | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 28.218 ms | 10 - 43 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 26.251 ms | 8 - 10 MB | NPU | Use Export Script |
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- | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.687 ms | 31 - 58 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 35.596 ms | 0 - 18 MB | NPU | Use Export Script |
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- | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 27.967 ms | 32 - 110 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 26.951 ms | 8 - 10 MB | NPU | Use Export Script |
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- | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.868 ms | 32 - 59 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 33.362 ms | 3 - 17 MB | NPU | Use Export Script |
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- | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 27.978 ms | 32 - 108 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 26.562 ms | 8 - 22 MB | NPU | Use Export Script |
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- | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 30.553 ms | 63 - 128 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 20.788 ms | 31 - 79 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 20.489 ms | 8 - 43 MB | NPU | Use Export Script |
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- | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 24.105 ms | 72 - 114 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 19.052 ms | 31 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 16.265 ms | 8 - 42 MB | NPU | Use Export Script |
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- | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 21.672 ms | 68 - 109 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25.311 ms | 8 - 8 MB | NPU | Use Export Script |
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- | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.085 ms | 66 - 66 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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@@ -128,7 +128,7 @@ Profiling Results
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  BiseNet
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 86.2
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  Estimated peak memory usage (MB): [32, 58]
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  Total # Ops : 63
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  Compute Unit(s) : npu (63 ops) gpu (0 ops) cpu (0 ops)
 
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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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+ | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 86.595 ms | 32 - 58 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 83.427 ms | 5 - 15 MB | NPU | Use Export Script |
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+ | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 35.398 ms | 32 - 79 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 42.178 ms | 4 - 39 MB | NPU | Use Export Script |
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+ | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 27.943 ms | 10 - 44 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 26.376 ms | 8 - 11 MB | NPU | Use Export Script |
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+ | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.791 ms | 32 - 59 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 33.305 ms | 3 - 17 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 86.595 ms | 32 - 58 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 83.427 ms | 5 - 15 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 27.726 ms | 13 - 106 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 26.543 ms | 8 - 10 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.782 ms | 32 - 59 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 35.689 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 27.999 ms | 10 - 43 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 26.623 ms | 8 - 10 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.791 ms | 32 - 59 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 33.305 ms | 3 - 17 MB | NPU | Use Export Script |
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+ | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 28.291 ms | 32 - 106 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 26.582 ms | 8 - 22 MB | NPU | Use Export Script |
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+ | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 30.652 ms | 64 - 132 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 20.508 ms | 30 - 80 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 20.619 ms | 8 - 48 MB | NPU | Use Export Script |
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+ | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 23.508 ms | 72 - 115 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 19.004 ms | 30 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 16.219 ms | 8 - 42 MB | NPU | Use Export Script |
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+ | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 18.845 ms | 72 - 114 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 26.431 ms | 8 - 8 MB | NPU | Use Export Script |
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+ | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 29.834 ms | 66 - 66 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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  BiseNet
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 86.6
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  Estimated peak memory usage (MB): [32, 58]
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  Total # Ops : 63
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  Compute Unit(s) : npu (63 ops) gpu (0 ops) cpu (0 ops)