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Unet-Segmentation

Image Segmentation
PyTorch
LiteRT
ONNX
backbone
real_time
android
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@@ -37,35 +37,35 @@ 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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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 161.354 ms | 6 - 462 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 | 152.024 ms | 9 - 12 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 | 164.575 ms | 6 - 133 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 | 119.962 ms | 6 - 132 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 | 113.905 ms | 9 - 30 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 | 126.109 ms | 21 - 103 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 | 110.441 ms | 6 - 94 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 | 111.339 ms | 9 - 95 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 100.426 ms | 11 - 97 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | SA7255P ADP | SA7255P | TFLITE | 7318.206 ms | 7 - 91 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 | 7309.459 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 161.7 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 155.115 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 286.601 ms | 4 - 91 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 | 277.502 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 156.581 ms | 0 - 486 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 | 153.035 ms | 9 - 11 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8775P ADP | SA8775P | TFLITE | 313.122 ms | 6 - 90 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 | 308.326 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 7318.206 ms | 7 - 91 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 7309.459 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 164.739 ms | 6 - 465 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 | 152.54 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 313.122 ms | 6 - 90 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 308.326 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 323.942 ms | 6 - 149 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 | 281.982 ms | 10 - 109 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 145.518 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 153.472 ms | 54 - 54 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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@@ -129,8 +129,8 @@ 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) : 161.4
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- Estimated peak memory usage (MB): [6, 462]
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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 | 159.298 ms | 6 - 464 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 | 155.824 ms | 10 - 12 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 | 162.678 ms | 13 - 149 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 | 120.25 ms | 5 - 130 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 | 114.804 ms | 10 - 28 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 | 125.305 ms | 21 - 103 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 | 97.707 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 97.928 ms | 9 - 95 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 101.493 ms | 10 - 97 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | SA7255P ADP | SA7255P | TFLITE | 7318.588 ms | 1 - 85 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 | 7309.07 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 157.292 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 148.901 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 286.673 ms | 6 - 93 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 | 277.415 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 174.25 ms | 6 - 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 | 149.116 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8775P ADP | SA8775P | TFLITE | 313.107 ms | 6 - 91 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 | 308.248 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 7318.588 ms | 1 - 85 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 7309.07 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 167.282 ms | 6 - 463 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 | 153.891 ms | 10 - 13 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 313.107 ms | 6 - 91 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 308.248 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 296.063 ms | 6 - 149 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 | 267.842 ms | 9 - 108 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 145.72 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 153.562 ms | 54 - 54 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) : 159.3
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+ Estimated peak memory usage (MB): [6, 464]
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  Total # Ops : 32
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  Compute Unit(s) : NPU (32 ops)
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  ```