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Unet-Segmentation

Image Segmentation
PyTorch
TF Lite
ONNX
backbone
real_time
android
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@@ -37,31 +37,30 @@ 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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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 152.941 ms | 6 - 466 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 154.481 ms | 9 - 37 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 153.838 ms | 16 - 19 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 113.773 ms | 6 - 92 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 110.791 ms | 9 - 93 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 112.812 ms | 1 - 406 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 102.108 ms | 4 - 105 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 89.253 ms | 9 - 110 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 103.52 ms | 14 - 134 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 157.694 ms | 3 - 469 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 139.616 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA7255P ADP | SA7255P | TFLITE | 7406.94 ms | 2 - 100 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA7255P ADP | SA7255P | QNN | 7399.668 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 154.76 ms | 6 - 241 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 145.08 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 273.606 ms | 6 - 106 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8295P ADP | SA8295P | QNN | 266.119 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 156.964 ms | 3 - 471 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 139.333 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8775P ADP | SA8775P | TFLITE | 303.207 ms | 6 - 104 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8775P ADP | SA8775P | QNN | 297.898 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 297.003 ms | 6 - 98 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 322.428 ms | 5 - 92 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 135.772 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.629 ms | 54 - 54 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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@@ -125,8 +124,8 @@ Profiling Results
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  Unet-Segmentation
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 152.9
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- Estimated peak memory usage (MB): [6, 466]
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  Total # Ops : 32
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  Compute Unit(s) : NPU (32 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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+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 151.304 ms | 6 - 469 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 151.054 ms | 10 - 34 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 154.282 ms | 0 - 1825 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 112.939 ms | 5 - 92 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 110.493 ms | 9 - 96 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 113.478 ms | 1 - 404 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 102.522 ms | 5 - 107 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 89.788 ms | 9 - 111 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 104.69 ms | 13 - 133 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 154.231 ms | 6 - 461 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 136.597 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA7255P ADP | SA7255P | QNN | 7399.753 ms | 5 - 15 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 149.359 ms | 6 - 246 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 145.443 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 273.519 ms | 6 - 106 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8295P ADP | SA8295P | QNN | 266.203 ms | 3 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 166.832 ms | 6 - 457 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 145.457 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8775P ADP | SA8775P | TFLITE | 303.278 ms | 6 - 104 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8775P ADP | SA8775P | QNN | 297.906 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 273.362 ms | 6 - 92 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 306.392 ms | 5 - 96 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 135.693 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.583 ms | 55 - 55 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
 
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  Unet-Segmentation
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 151.3
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+ Estimated peak memory usage (MB): [6, 469]
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  Total # Ops : 32
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  Compute Unit(s) : NPU (32 ops)
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  ```