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README.md

@@ -34,39 +34,39 @@ 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
 |---|---|---|---|---|---|---|---|---|
-| AOT-GAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 150.568 ms | 3 - 36 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 153.331 ms | 3 - 28 MB | FP16 | NPU | [AOT-GAN.so](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.so) |
-| AOT-GAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 105.825 ms | 6 - 102 MB | FP16 | NPU | [AOT-GAN.onnx](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.onnx) |
-| AOT-GAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 111.991 ms | 2 - 61 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 111.981 ms | 4 - 62 MB | FP16 | NPU | [AOT-GAN.so](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.so) |
-| AOT-GAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 79.558 ms | 11 - 106 MB | FP16 | NPU | [AOT-GAN.onnx](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.onnx) |
-| AOT-GAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 118.569 ms | 2 - 65 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 118.566 ms | 0 - 64 MB | FP16 | NPU | Use Export Script |
-| AOT-GAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 75.683 ms | 10 - 112 MB | FP16 | NPU | [AOT-GAN.onnx](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.onnx) |
-| AOT-GAN | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 150.609 ms | 3 - 30 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 101.987 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
-| AOT-GAN | SA7255P ADP | SA7255P | TFLITE | 3625.386 ms | 0 - 61 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | SA7255P ADP | SA7255P | QNN | 3580.389 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
-| AOT-GAN | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 150.159 ms | 3 - 28 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | SA8255 (Proxy) | SA8255P Proxy | QNN | 102.022 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
-| AOT-GAN | SA8295P ADP | SA8295P | TFLITE | 218.902 ms | 4 - 53 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | SA8295P ADP | SA8295P | QNN | 164.535 ms | 2 - 16 MB | FP16 | NPU | Use Export Script |
-| AOT-GAN | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 150.565 ms | 3 - 30 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | SA8650 (Proxy) | SA8650P Proxy | QNN | 102.063 ms | 4 - 7 MB | FP16 | NPU | Use Export Script |
-| AOT-GAN | SA8775P ADP | SA8775P | TFLITE | 241.923 ms | 3 - 64 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | SA8775P ADP | SA8775P | QNN | 181.651 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
-| AOT-GAN | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 194.475 ms | 3 - 54 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
-| AOT-GAN | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 194.546 ms | 4 - 53 MB | FP16 | NPU | Use Export Script |
-| AOT-GAN | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 104.979 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
-| AOT-GAN | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 102.411 ms | 30 - 30 MB | FP16 | NPU | [AOT-GAN.onnx](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.onnx) |
+| AOT-GAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 150.216 ms | 3 - 38 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 153.714 ms | 1 - 32 MB | FP16 | NPU | [AOT-GAN.so](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.so) |
+| AOT-GAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 105.712 ms | 6 - 113 MB | FP16 | NPU | [AOT-GAN.onnx](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.onnx) |
+| AOT-GAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 112.126 ms | 2 - 60 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 112.4 ms | 4 - 62 MB | FP16 | NPU | [AOT-GAN.so](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.so) |
+| AOT-GAN | Samsung Galaxy S24 | Snapdragon�� 8 Gen 3 | ONNX | 79.635 ms | 12 - 113 MB | FP16 | NPU | [AOT-GAN.onnx](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.onnx) |
+| AOT-GAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 118.224 ms | 2 - 65 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 98.639 ms | 3 - 66 MB | FP16 | NPU | Use Export Script |
+| AOT-GAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 76.142 ms | 11 - 114 MB | FP16 | NPU | [AOT-GAN.onnx](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.onnx) |
+| AOT-GAN | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 150.247 ms | 3 - 41 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 102.477 ms | 4 - 7 MB | FP16 | NPU | Use Export Script |
+| AOT-GAN | SA7255P ADP | SA7255P | TFLITE | 3625.101 ms | 0 - 61 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | SA7255P ADP | SA7255P | QNN | 3580.217 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
+| AOT-GAN | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 150.364 ms | 3 - 36 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | SA8255 (Proxy) | SA8255P Proxy | QNN | 102.639 ms | 4 - 7 MB | FP16 | NPU | Use Export Script |
+| AOT-GAN | SA8295P ADP | SA8295P | TFLITE | 218.903 ms | 3 - 52 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | SA8295P ADP | SA8295P | QNN | 164.565 ms | 1 - 16 MB | FP16 | NPU | Use Export Script |
+| AOT-GAN | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 150.746 ms | 3 - 42 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | SA8650 (Proxy) | SA8650P Proxy | QNN | 104.201 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
+| AOT-GAN | SA8775P ADP | SA8775P | TFLITE | 241.948 ms | 3 - 64 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | SA8775P ADP | SA8775P | QNN | 181.669 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
+| AOT-GAN | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 195.56 ms | 3 - 53 MB | FP16 | NPU | [AOT-GAN.tflite](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.tflite) |
+| AOT-GAN | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 194.959 ms | 4 - 50 MB | FP16 | NPU | Use Export Script |
+| AOT-GAN | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 105.122 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
+| AOT-GAN | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 102.363 ms | 30 - 30 MB | FP16 | NPU | [AOT-GAN.onnx](https://huggingface.co/qualcomm/AOT-GAN/blob/main/AOT-GAN.onnx) |
 
 
 
 
 ## Installation
 
-This model can be installed as a Python package via pip.
 
+Install the package via pip:
 ```bash
 pip install qai-hub-models
 ```
@@ -122,8 +122,8 @@ Profiling Results
 AOT-GAN
 Device                          : Samsung Galaxy S23 (13)
 Runtime                         : TFLITE                 
-Estimated inference time (ms)   : 150.6                  
-Estimated peak memory usage (MB): [3, 36]                
+Estimated inference time (ms)   : 150.2                  
+Estimated peak memory usage (MB): [3, 38]                
 Total # Ops                     : 235                    
 Compute Unit(s)                 : NPU (235 ops)          
 ```
@@ -150,7 +150,7 @@ from qai_hub_models.models.aotgan import Model
 torch_model = Model.from_pretrained()
 
 # Device
-device = hub.Device("Samsung Galaxy S23")
+device = hub.Device("Samsung Galaxy S24")
 
 # Trace model
 input_shape = torch_model.get_input_spec()
@@ -242,7 +242,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
 
 
 ## License
-* The license for the original implementation of AOT-GAN can be found [here](https://github.com/taki0112/AttnGAN-Tensorflow/blob/master/LICENSE).
+* The license for the original implementation of AOT-GAN can be found
+  [here](https://github.com/taki0112/AttnGAN-Tensorflow/blob/master/LICENSE).
 * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)