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BiseNet

Image Segmentation
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android
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@@ -36,35 +36,34 @@ 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 | 28.162 ms | 12 - 46 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 | 26.93 ms | 8 - 11 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 | 37.632 ms | 63 - 124 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 | 21.228 ms | 31 - 78 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 | 20.423 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 | 27.205 ms | 65 - 98 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 | 19.018 ms | 30 - 58 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 | 19.088 ms | 8 - 34 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 25.844 ms | 73 - 103 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | SA7255P ADP | SA7255P | TFLITE | 485.254 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 | 484.503 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 28.306 ms | 32 - 109 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 26.505 ms | 8 - 10 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8295P ADP | SA8295P | TFLITE | 37.834 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 | 35.674 ms | 3 - 20 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 28.145 ms | 7 - 27 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 27.056 ms | 8 - 10 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8775P ADP | SA8775P | TFLITE | 41.242 ms | 32 - 58 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8775P ADP | SA8775P | QNN | 39.463 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 485.254 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 | 484.503 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 27.951 ms | 13 - 72 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 26.856 ms | 8 - 10 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 41.242 ms | 32 - 58 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 39.463 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 35.572 ms | 32 - 80 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 35.517 ms | 8 - 40 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25.281 ms | 8 - 8 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.024 ms | 66 - 66 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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@@ -128,8 +127,8 @@ 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) : 28.2
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- Estimated peak memory usage (MB): [12, 46]
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  Total # Ops : 63
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  Compute Unit(s) : NPU (63 ops)
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  ```
 
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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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  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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  ```