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README.md

@@ -37,29 +37,29 @@ More details on model performance across various devices, can be found
 
 | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
 |---|---|---|---|---|---|---|---|---|
-| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 151.145 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
-| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 144.285 ms | 9 - 27 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
-| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 160.989 ms | 16 - 19 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
-| Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 111.618 ms | 5 - 390 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
-| Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 111.94 ms | 9 - 98 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
-| Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 112.373 ms | 1 - 402 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
-| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 102.555 ms | 6 - 119 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
-| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 102.226 ms | 9 - 110 MB | FP16 | NPU | Use Export Script |
-| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 105.106 ms | 16 - 133 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
-| Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 148.091 ms | 6 - 731 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
-| Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 142.493 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
-| Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 154.964 ms | 6 - 217 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
-| Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 139.68 ms | 12 - 13 MB | FP16 | NPU | Use Export Script |
-| Unet-Segmentation | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 152.816 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
-| Unet-Segmentation | SA8775 (Proxy) | SA8775P Proxy | QNN | 138.994 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
-| Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 148.639 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
-| Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 140.975 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
-| Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 274.979 ms | 7 - 120 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
-| Unet-Segmentation | SA8295P ADP | SA8295P | QNN | 266.023 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
-| Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 316.171 ms | 5 - 390 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
-| Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 280.84 ms | 5 - 93 MB | FP16 | NPU | Use Export Script |
-| Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 135.873 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
-| Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 146.944 ms | 54 - 54 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
+| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 150.193 ms | 0 - 525 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
+| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 161.015 ms | 10 - 40 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
+| Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 161.889 ms | 15 - 16 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
+| Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 111.024 ms | 5 - 390 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
+| Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 111.294 ms | 20 - 103 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
+| Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 113.283 ms | 25 - 425 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
+| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 103.436 ms | 5 - 117 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
+| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 90.17 ms | 9 - 110 MB | FP16 | NPU | Use Export Script |
+| Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 104.832 ms | 19 - 136 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
+| Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 153.377 ms | 1 - 451 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
+| Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 136.975 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
+| Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 149.315 ms | 0 - 451 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
+| Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 139.944 ms | 10 - 18 MB | FP16 | NPU | Use Export Script |
+| Unet-Segmentation | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 154.145 ms | 6 - 441 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
+| Unet-Segmentation | SA8775 (Proxy) | SA8775P Proxy | QNN | 145.992 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
+| Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 150.322 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
+| Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 138.474 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
+| Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 275.014 ms | 7 - 120 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
+| Unet-Segmentation | SA8295P ADP | SA8295P | QNN | 266.041 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
+| Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 361.208 ms | 8 - 395 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
+| Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 290.451 ms | 9 - 100 MB | FP16 | NPU | Use Export Script |
+| Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 135.755 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
+| Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.5 ms | 54 - 54 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
 
 
 
@@ -123,8 +123,8 @@ Profiling Results
 Unet-Segmentation
 Device                          : Samsung Galaxy S23 (13)
 Runtime                         : TFLITE                 
-Estimated inference time (ms)   : 151.1                  
-Estimated peak memory usage (MB): [6, 442]               
+Estimated inference time (ms)   : 150.2                  
+Estimated peak memory usage (MB): [0, 525]               
 Total # Ops                     : 32                     
 Compute Unit(s)                 : NPU (32 ops)           
 ```