upd md

README.md

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 ---
-title: SVHN Recognition
+title: Door number recognition
 emoji: 🚪
 colorFrom: yellow
 colorTo: purple
 sdk: gradio
-sdk_version: 4.36.0
+sdk_version: 4.40.0
 app_file: app.py
 pinned: false
 license: mit
----
-
-The Doorplate Recognition model is implemented using a deep convolutional neural network in PyTorch, with the objective of discerning multi-digit doorplate numbers from street view images. Utilizing the SVHN dataset extracted from Google Street View house numbers, the model is trained to identify sets of Arabic digits (0-9) within each image. The PyTorch implementation exhibits a commendable level of accuracy, achieving a tested precision of up to 89%. When users upload images containing doorplate numbers and submit them, the system yields precise recognition results for the digits present in the doorplate. This implementation provides a robust and user-friendly solution for doorplate number identification, demonstrating practical applications in the realm of image-based digit recognition.
+---