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README.md
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@@ -37,30 +37,31 @@ 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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| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE |
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| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN |
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| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 154.
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| Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 112.
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| Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN |
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| Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX |
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| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 102.
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| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN |
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| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX |
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| Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE |
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| Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN |
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| Unet-Segmentation | SA7255P ADP | SA7255P |
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| Unet-Segmentation |
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| Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy |
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| Unet-Segmentation |
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| Unet-Segmentation | SA8295P ADP | SA8295P |
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| Unet-Segmentation |
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| Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy |
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| Unet-Segmentation |
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| Unet-Segmentation | SA8775P ADP | SA8775P |
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| Unet-Segmentation |
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| Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy |
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| Unet-Segmentation |
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| Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite |
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@@ -124,8 +125,8 @@ 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) :
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Estimated peak memory usage (MB): [6,
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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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| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 164.622 ms | 6 - 122 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 | 153.909 ms | 9 - 39 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 | 154.921 ms | 13 - 268 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 | 112.634 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 115.254 ms | 9 - 92 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 | 115.704 ms | 21 - 113 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 | 102.79 ms | 5 - 106 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 | 103.025 ms | 11 - 113 MB | FP16 | NPU | Use Export Script |
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| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 90.395 ms | 23 - 132 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 | 163.296 ms | 6 - 242 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 | 145.364 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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| Unet-Segmentation | SA7255P ADP | SA7255P | TFLITE | 7406.859 ms | 1 - 99 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 | 7399.931 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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| Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 158.779 ms | 6 - 473 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 | 144.433 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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| Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 273.56 ms | 6 - 107 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 | 266.114 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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| Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 157.966 ms | 6 - 475 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 | 142.712 ms | 12 - 14 MB | FP16 | NPU | Use Export Script |
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| Unet-Segmentation | SA8775P ADP | SA8775P | TFLITE | 303.225 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 | 297.909 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 284.441 ms | 6 - 95 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 | 280.869 ms | 8 - 97 MB | FP16 | NPU | Use Export Script |
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| Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 135.781 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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| Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.007 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) : 164.6
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Estimated peak memory usage (MB): [6, 122]
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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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