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BiseNet

Image Segmentation
PyTorch
real_time
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: other
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  tags:
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  - real_time
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  - android
@@ -36,34 +36,35 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | BiseNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 28.048 ms | 8 - 40 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 26.779 ms | 8 - 10 MB | FP16 | NPU | [BiseNet.so](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.so) |
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- | BiseNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 31.25 ms | 64 - 123 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 20.882 ms | 30 - 75 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 20.518 ms | 8 - 26 MB | FP16 | NPU | [BiseNet.so](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.so) |
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- | BiseNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 23.17 ms | 72 - 117 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 16.538 ms | 30 - 59 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 19.118 ms | 8 - 35 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 21.279 ms | 70 - 111 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | SA7255P ADP | SA7255P | TFLITE | 484.888 ms | 30 - 56 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA7255P ADP | SA7255P | QNN | 484.659 ms | 6 - 15 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 28.274 ms | 2 - 35 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 26.691 ms | 8 - 11 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8295P ADP | SA8295P | TFLITE | 37.749 ms | 32 - 58 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8295P ADP | SA8295P | QNN | 35.663 ms | 3 - 21 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 28.075 ms | 12 - 50 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8775P ADP | SA8775P | TFLITE | 41.219 ms | 32 - 57 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8775P ADP | SA8775P | QNN | 39.515 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 484.888 ms | 30 - 56 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 484.659 ms | 6 - 15 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 27.835 ms | 20 - 110 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 26.407 ms | 12 - 16 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 41.219 ms | 32 - 57 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 39.515 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 35.518 ms | 32 - 79 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 35.06 ms | 8 - 37 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25.2 ms | 8 - 8 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.25 ms | 66 - 66 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
 
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@@ -127,8 +128,8 @@ Profiling Results
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  BiseNet
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 28.0
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- Estimated peak memory usage (MB): [8, 40]
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  Total # Ops : 63
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  Compute Unit(s) : NPU (63 ops)
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  ```
 
1
  ---
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  library_name: pytorch
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+ license: unlicense
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  tags:
5
  - real_time
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  - android
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | BiseNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 27.835 ms | 9 - 45 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 27.934 ms | 8 - 21 MB | FP16 | NPU | [BiseNet.so](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.so) |
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+ | BiseNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 30.487 ms | 63 - 132 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 20.959 ms | 31 - 79 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 20.685 ms | 8 - 36 MB | FP16 | NPU | [BiseNet.so](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.so) |
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+ | BiseNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 23.769 ms | 74 - 116 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 19.023 ms | 31 - 60 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 19.195 ms | 8 - 35 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 21.234 ms | 68 - 110 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | SA7255P ADP | SA7255P | TFLITE | 485.045 ms | 31 - 56 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | SA7255P ADP | SA7255P | QNN | 484.5 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 28.077 ms | 8 - 40 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 26.44 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | SA8295P ADP | SA8295P | TFLITE | 37.645 ms | 32 - 58 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | SA8295P ADP | SA8295P | QNN | 35.679 ms | 3 - 21 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 27.978 ms | 7 - 47 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 26.48 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | SA8775P ADP | SA8775P | TFLITE | 41.211 ms | 32 - 57 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | SA8775P ADP | SA8775P | QNN | 39.407 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 485.045 ms | 31 - 56 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 484.5 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 27.8 ms | 32 - 59 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 26.501 ms | 8 - 11 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 41.211 ms | 32 - 57 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 39.407 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 35.686 ms | 32 - 81 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 35.601 ms | 8 - 36 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25.221 ms | 8 - 8 MB | FP16 | NPU | Use Export Script |
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+ | BiseNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 29.943 ms | 66 - 66 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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  BiseNet
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 27.8
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+ Estimated peak memory usage (MB): [9, 45]
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  Total # Ops : 63
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  Compute Unit(s) : NPU (63 ops)
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  ```