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README.md

@@ -35,39 +35,39 @@ 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
 |---|---|---|---|---|---|---|---|---|
-| Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.183 ms | 0 - 17 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.839 ms | 5 - 13 MB | FP16 | NPU | [Yolo-v6.so](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.so) |
-| Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.217 ms | 5 - 43 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
-| Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.663 ms | 0 - 47 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.453 ms | 5 - 54 MB | FP16 | NPU | [Yolo-v6.so](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.so) |
-| Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.252 ms | 5 - 64 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
-| Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.047 ms | 0 - 43 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.855 ms | 0 - 49 MB | FP16 | NPU | Use Export Script |
-| Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.361 ms | 6 - 55 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
-| Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.168 ms | 0 - 16 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.608 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
-| Yolo-v6 | SA7255P ADP | SA7255P | TFLITE | 79.473 ms | 0 - 38 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | SA7255P ADP | SA7255P | QNN | 78.409 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
-| Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.221 ms | 0 - 16 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.626 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
-| Yolo-v6 | SA8295P ADP | SA8295P | TFLITE | 7.59 ms | 0 - 34 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | SA8295P ADP | SA8295P | QNN | 7.057 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
-| Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.152 ms | 0 - 16 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.699 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
-| Yolo-v6 | SA8775P ADP | SA8775P | TFLITE | 8.228 ms | 0 - 38 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | SA8775P ADP | SA8775P | QNN | 7.763 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
-| Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 6.527 ms | 0 - 34 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
-| Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 6.366 ms | 5 - 40 MB | FP16 | NPU | Use Export Script |
-| Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.946 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
-| Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.352 ms | 8 - 8 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
+| Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.149 ms | 0 - 15 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.807 ms | 5 - 17 MB | FP16 | NPU | [Yolo-v6.so](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.so) |
+| Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.25 ms | 1 - 33 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
+| Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.589 ms | 0 - 45 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.437 ms | 5 - 56 MB | FP16 | NPU | [Yolo-v6.so](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.so) |
+| Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.431 ms | 5 - 65 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
+| Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.559 ms | 0 - 45 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.441 ms | 5 - 54 MB | FP16 | NPU | Use Export Script |
+| Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.61 ms | 4 - 56 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
+| Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.092 ms | 0 - 15 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.634 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
+| Yolo-v6 | SA7255P ADP | SA7255P | TFLITE | 79.285 ms | 0 - 39 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | SA7255P ADP | SA7255P | QNN | 78.273 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
+| Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.103 ms | 0 - 16 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.681 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
+| Yolo-v6 | SA8295P ADP | SA8295P | TFLITE | 7.635 ms | 0 - 32 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | SA8295P ADP | SA8295P | QNN | 6.997 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
+| Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.093 ms | 0 - 12 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.707 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
+| Yolo-v6 | SA8775P ADP | SA8775P | TFLITE | 8.13 ms | 0 - 39 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | SA8775P ADP | SA8775P | QNN | 7.716 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
+| Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 6.562 ms | 0 - 37 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
+| Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 6.393 ms | 5 - 44 MB | FP16 | NPU | Use Export Script |
+| Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.911 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
+| Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.355 ms | 8 - 8 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
 
 
 
 
 ## Installation
 
-This model can be installed as a Python package via pip.
 
+Install the package via pip:
 ```bash
 pip install qai-hub-models
 ```
@@ -123,8 +123,8 @@ Profiling Results
 Yolo-v6
 Device                          : Samsung Galaxy S23 (13)
 Runtime                         : TFLITE                 
-Estimated inference time (ms)   : 5.2                    
-Estimated peak memory usage (MB): [0, 17]                
+Estimated inference time (ms)   : 5.1                    
+Estimated peak memory usage (MB): [0, 15]                
 Total # Ops                     : 182                    
 Compute Unit(s)                 : NPU (182 ops)          
 ```
@@ -151,7 +151,7 @@ from qai_hub_models.models.yolov6 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()
@@ -243,7 +243,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
 
 
 ## License
-* The license for the original implementation of Yolo-v6 can be found [here](https://github.com/meituan/YOLOv6/blob/47625514e7480706a46ff3c0cd0252907ac12f22/LICENSE).
+* The license for the original implementation of Yolo-v6 can be found
+  [here](https://github.com/meituan/YOLOv6/blob/47625514e7480706a46ff3c0cd0252907ac12f22/LICENSE).
 * The license for the compiled assets for on-device deployment can be found [here](https://github.com/meituan/YOLOv6/blob/47625514e7480706a46ff3c0cd0252907ac12f22/LICENSE)