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README.md

@@ -36,24 +36,24 @@ 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
 |---|---|---|---|---|---|---|---|---|
-| ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.182 ms | 1 - 3 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.so) |
-| ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.076 ms | 0 - 35 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.onnx) |
-| ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.99 ms | 1 - 19 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.so) |
-| ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.53 ms | 0 - 60 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.onnx) |
-| ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.012 ms | 1 - 40 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.634 ms | 1 - 46 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.onnx) |
-| ResNet-Mixed-Convolution | SA7255P ADP | SA7255P | QNN | 101.732 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.188 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | QNN | 7.64 ms | 1 - 19 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.17 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | QNN | 5.502 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 24.014 ms | 1 - 14 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 101.732 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.173 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.502 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.737 ms | 1 - 54 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.525 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
-| ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.256 ms | 12 - 12 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.onnx) |
+| ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.558 ms | 0 - 16 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.so) |
+| ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 4.932 ms | 0 - 34 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.onnx) |
+| ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.31 ms | 1 - 51 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.so) |
+| ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.541 ms | 0 - 58 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.onnx) |
+| ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.541 ms | 1 - 40 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.566 ms | 0 - 46 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.onnx) |
+| ResNet-Mixed-Convolution | SA7255P ADP | SA7255P | QNN | 101.744 ms | 13 - 23 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.169 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | QNN | 7.635 ms | 1 - 18 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.171 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | QNN | 5.461 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 24.015 ms | 1 - 13 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 101.744 ms | 13 - 23 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.145 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.461 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.671 ms | 1 - 58 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.533 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
+| ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.257 ms | 12 - 12 MB | INT8 | NPU | [ResNet-Mixed-Convolution-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution-Quantized/blob/main/ResNet-Mixed-Convolution.onnx) |
 
 
 
@@ -117,8 +117,8 @@ Profiling Results
 ResNet-Mixed-Convolution
 Device                          : Samsung Galaxy S23 (13)
 Runtime                         : QNN                    
-Estimated inference time (ms)   : 4.2                    
-Estimated peak memory usage (MB): [1, 3]                 
+Estimated inference time (ms)   : 4.6                    
+Estimated peak memory usage (MB): [0, 16]                
 Total # Ops                     : 53                     
 Compute Unit(s)                 : NPU (53 ops)           
 ```