Update README

README.md

@@ -5,19 +5,38 @@ license_name: bsd-3-clause
 ---
 # Introduction
 
-This repository hosts the [SSDLite320 MobilenetV3 Large](https://pytorch.org/vision/main/models/generated/torchvision.models.detection.ssdlite320_mobilenet_v3_large.html#ssdlite320-mobilenet-v3-large) model for the [React Native ExecuTorch](https://www.npmjs.com/package/react-native-executorch) library. It includes the model exported for xnnpack in `.pte` format, ready for use in the **ExecuTorch** runtime.
-
-If you'd like to run these models in your own ExecuTorch runtime, refer to the [official documentation](https://pytorch.org/executorch/stable/index.html) for setup instructions.
-
-⚠️ **Warning:** This model does not contain the NMS layers! If you intend to use this model outside of React Native ExecuTorch or useObjectDetection hook, you have to implement the postprocessing. For more information, refer to [this code](https://github.com/software-mansion/react-native-executorch/blob/240af5bdc1981fcc42630aa59becb61ae7ae6da2/ios/RnExecutorch/models/object_detection/SSDLiteLargeModel.mm#L2)
+This repository hosts the [SSDLite320 MobilenetV3
+Large](https://pytorch.org/vision/main/models/generated/torchvision.models.detection.ssdlite320_mobilenet_v3_large.html#ssdlite320-mobilenet-v3-large)
+model for the [React Native
+ExecuTorch](https://www.npmjs.com/package/react-native-executorch) library. It
+includes the model exported for xnnpack in `.pte` format, ready for use in the
+**ExecuTorch** runtime.
 
+If you'd like to run these models in your own ExecuTorch runtime, refer to the
+[official documentation](https://pytorch.org/executorch/stable/index.html) for
+setup instructions.
 
 ## Compatibility
 
-If you intend to use this models outside of React Native ExecuTorch, make sure your runtime is compatible with the **ExecuTorch** version used to export the `.pte` files. For more details, see the compatibility note in the [ExecuTorch GitHub repository](https://github.com/pytorch/executorch/blob/11d1742fdeddcf05bc30a6cfac321d2a2e3b6768/runtime/COMPATIBILITY.md?plain=1#L4). If you work with React Native ExecuTorch, the constants shipped with the library will guarantee compatibility with runtime used behind the scenes.
+If you intend to use this models outside of React Native ExecuTorch, make sure
+your runtime is compatible with the **ExecuTorch** version used to export the
+`.pte` files. For more details, see the compatibility note in the [ExecuTorch
+GitHub
+repository](https://github.com/pytorch/executorch/blob/11d1742fdeddcf05bc30a6cfac321d2a2e3b6768/runtime/COMPATIBILITY.md?plain=1#L4).
+If you work with React Native ExecuTorch, the constants shipped with the library
+will guarantee compatibility with runtime used behind the scenes.
 
-These models were exported using commit `fe20be98c` and **no forward compatibility** is guaranteed. Older versions of the runtime may not work with these files.
+These models were exported using **ExecuTorch** version 1.1.0 and **no forward
+compatibility** is guaranteed. Older versions of the runtime may not work with
+these files.
 
 ### Repository Structure
 
-- The `ssdlite320-mobilenet-v3-large.pte` file url from the root of this repository should be passed to the `modelSource` parameter.
+The repository is organized into two main directories:
+
+- `xnnpack`
+- `coreml`
+
+Each directory contains models exported for the respective backend.
+
+- The `.pte` file should be passed to the `modelSource` parameter.