#!/usr/bin/env python #version : 2023.04.04 #language : en from time import time ScreenOrientation = False class LPR: loc_model_path = '/root/preset/model/loc.mud' reg_model_path = '/root/preset/model/reg.mud' chars =[ "皖", "沪", "津", "渝", "冀", "晋", "蒙", "辽", "吉", "黑", "苏", "浙", "京", "闽", "赣", "鲁", "豫", "鄂", "湘" , "粤", "桂", "琼", "川", "贵", "云", "藏", "陕", "甘", "青" , "宁", "新", "警", "学", "A" , "B" , "C" , "D" , "E" , "F" , "G", "H" , "J" , "K" , "L" , "M" , "N" , "P" , "Q" , "R" , "S", "T" , "U" , "V" , "W", "X" , "Y" , "Z" , "0" , "1", "2", "3", "4", "5", "6", "7", "8", "9", "-"] variances = [0.1, 0.2] steps = [8, 16, 32] min_sizes = [12, 24, 48, 96, 192, 320] def __init__(self) -> None: from maix import nn self.loc_model = nn.load(self.loc_model_path , opt = None) self.reg_model = nn.load(self.reg_model_path , opt = None) from maix.nn import decoder self.loc_decoder = decoder.license_plate_location([224,224] , self.steps , self.min_sizes, self.variances) self.reg_decoder = decoder.CTC((1,68,18)) def __del__(self): del self.loc_model del self.loc_decoder def cal_fps(self ,start , end): one_second = 1 one_flash = end - start fps = one_second / one_flash return fps def draw_fps(self,img , fps): img.draw_string(0, 0 ,'FPS :'+str(fps), scale=1,color=(255, 0, 255), thickness=1) def draw_string(self , img , x , y , string , color): img.draw_string( x , y , string ,color = color) def draw_paste(self , src ,dst): src.paste(dst , 0 , 0) def draw_rectangle(self,img, box): img.draw_rectangle(box[0], box[1], box[2], box[3],color=(230 ,230, 250), thickness=2) def draw_point(self,img,landmark): for i in range(4): x = landmark[2 * i ] y = landmark[2 * i + 1] img.draw_rectangle(x-2,y-2, x+2,y+2,color= (193 ,255 ,193), thickness =-1) def process(self,input): loc_out = self.loc_model.forward(input, quantize=1, layout = "chw") # retinaface decoder only support chw layout boxes , landmarks = self.loc_decoder.run(loc_out, nms = 0.2 ,score_thresh = 0.7 , outputs_shape =[[1,4,2058],[1,2,2058],[1,8,2058]]) for i,box in enumerate(boxes): landmark = landmarks[i][:6] reg_in = input.crop_affine(landmark , 94 , 24) reg_out = self.reg_model.forward(reg_in , quantize=1, layout = "chw") LP_number = self.reg_decoder.run(reg_out) string_LP = '' for id in LP_number: string_LP += self.chars[id] self.draw_string(input , box[0], box[1] , string_LP ,color=(225,0,0)) self.draw_paste(input , reg_in) self.draw_rectangle(input,box) self.draw_point(input , landmarks[i]) def lcdRotation(inputImg,rotationAngle): from maix import image imageRotationBuffer = inputImg.crop(0, 0, 240, 320) if ScreenOrientation: imgRotationAim = image.new(size = (240, 320)) else: imgRotationAim = image.new(size = (320, 240)) return imgRotationAim.draw_image(imageRotationBuffer.rotate(rotationAngle, adjust=1),0,0,alpha=1) if ScreenOrientation: CAMERAROTATE = +180 else: CAMERAROTATE = +90 def main(): from maix import display, camera , image image.load_freetype("/home/res/sans.ttf") app = LPR() canvasImg = image.new(size = (240, 320)) while True: canvasImg.clear() img = camera.capture().crop(0, 0,224, 224) app.process(img) canvasImg.draw_image(img,48,8) canvasImg.draw_image((image.open("/root/preset/img/exit_ff0000_24x24.png")).rotate(0, adjust=0),288,216,alpha=1) display.show(canvasImg) # break main()