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import gradio as gr | |
from mmocr.apis import MMOCR | |
import cv2 | |
import os | |
# Initialize MMOCR once | |
ocr = MMOCR(det='DB_r18', recog='SAR', device='cpu') # use 'cuda:0' if GPU is available | |
def detect_weight(image): | |
results = ocr.readtext(image, output=None) | |
detected_texts = [item['text'] for item in results[0]['result']] | |
# Search for weight-like patterns like "25.5 kg", "100kg", etc. | |
weight = "Not detected" | |
for text in detected_texts: | |
if 'kg' in text.lower(): | |
weight = text | |
break | |
return f"Detected Weight: {weight}" | |
# Gradio UI | |
interface = gr.Interface( | |
fn=detect_weight, | |
inputs=gr.Image(type="filepath", label="Upload Weight Image"), | |
outputs=gr.Textbox(label="OCR Output"), | |
title="Weight Detector using MMOCR", | |
description="Upload an image with weight text (e.g., '25 kg'), and this app will detect it." | |
) | |
if __name__ == "__main__": | |
interface.launch() | |