def resize_one_img_xml(save_dir, resize_ratio, img_xml): """将一张训练图片进行 resize""" # 解析读到的数据 img_path, xml_path = img_xml # a = DeteRes(xml_path) # if (not os.path.exists(img_path)) or (not os.path.exists(xml_path)): return # if len(a) < 1: return # im = cv2.imdecode(np.fromfile(img_path, dtype=np.uint8), 1) im_height, im_width = im.shape[:2] im_height_new, im_width_new = int(im_height * resize_ratio), int(im_width * resize_ratio) im_new = cv2.resize(im, (im_width_new, im_height_new)) # # a.height = im_height_new # a.width = im_width_new # a.img_path = # 将每一个 obj 进行 resize for each_obj in a: each_obj.x1 = max(1, int(each_obj.x1 * resize_ratio)) each_obj.x2 = min(im_width_new - 1, int(each_obj.x2 * resize_ratio)) each_obj.y1 = max(1, int(each_obj.y1 * resize_ratio)) each_obj.y2 = min(im_height_new - 1, int(each_obj.y2 * resize_ratio)) # 保存 img save_img_path = os.path.join(save_dir, 'JPEGImages', FileOperationUtil.bang_path(xml_path)[1] + '.jpg') cv2.imwrite(save_img_path, im_new) # 保存 xml a.img_path = save_img_path save_xml_path = os.path.join(save_dir, 'Annotations', FileOperationUtil.bang_path(xml_path)[1] + '.xml') a.save_to_xml(save_xml_path)
# # 关键点检测 # # 模型的下载路径:http://dlib.net/files/ # predictor = dlib.shape_predictor(r'C:\Users\14271\Desktop\del\shape_predictor_68_face_landmarks.dat') # # for det in dets: # shape = predictor(img, det) # print(shape.parts()) # # # 人脸对齐 # my_img = dlib.get_face_chip(img, shape, size=150) # # plt.imshow(my_img) # plt.show() # img_dir = r"/home/ldq/20220112_img_from_iphone/img" save_dir = r"/home/ldq/20220112_img_from_iphone/xml" detector = dlib.get_frontal_face_detector() for each_img_path in FileOperationUtil.re_all_file(img_dir, endswitch=['.jpg', '.JPG', '.png', '.PNG']): print(each_img_path) each_dete_res = DeteRes(assign_img_path=each_img_path) img = cv2.imread(each_img_path) img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) dets = detector(img, 1) for each_shape in dets: each_dete_res.add_obj(x1=int(each_shape.left()), y1=int(each_shape.top()), x2=int(each_shape.right()), y2=int(each_shape.bottom()), tag='face') each_dete_res.save_to_xml(os.path.join(save_dir, FileOperationUtil.bang_path(each_img_path)[1] + '.xml'))
# -*- coding: utf-8 -*- # -*- author: jokker -*- import random import os import shutil import cv2 import PIL.Image as Image from JoTools.operateDeteRes import OperateDeteRes from JoTools.txkjRes.deteRes import DeteRes, DeteObj from JoTools.utils.FileOperationUtil import FileOperationUtil from JoTools.utils.RandomUtil import RandomUtil xml_dir = r"/home/ldq/tj_dete/merge" save_dir = r"/home/ldq/tj_dete/merge_new" OperateDeteRes.get_class_count(xml_dir, print_count=True) for each_xml_path in FileOperationUtil.re_all_file(xml_dir, endswitch=['.xml']): # a = DeteRes(each_xml_path) a.filter_by_tags(need_tag=["2"]) save_path = os.path.join(save_dir, os.path.split(each_xml_path)[1]) if len(a) > 0: a.save_to_xml(save_path) OperateDeteRes.get_class_count(save_dir, print_count=True)
y1 = int(each_comment['y']) x2 = int(each_comment['width']) + x1 y2 = int(each_comment['height']) + y1 tag = str(each_comment['annotation']).split('_')[0] b.add_obj(x1, y1, x2, y2, tag=tag, conf=-1) if b.has_tag('040303021') or b.has_tag('040303022'): # 存在防振锤,需要进行复制文件 each_xml_name = os.path.split(b.file_name)[1][:-3] + 'xml' each_save_img_name = os.path.split(b.file_name)[1][:-3] + 'jpg' each_xml_path = os.path.join(save_dir, each_xml_name) each_save_img_path = os.path.join(save_dir, each_save_img_name) # print(each_xml_path) # print(each_save_img_path) b.filter_by_tags(need_tag=[ '040303021', '040303022', '040303000', '040303011', '040303031', '040303041' ]) b.save_to_xml(each_xml_path) shutil.copy(b.img_path, each_save_img_path) # b.crop_and_save(r"C:\Users\14271\Desktop\del\crop", split_by_tag=True, include_tag_list=assign_code_list, augment_parameter=[0.1,0.1,0.1,0.1]) except Exception as e: print(e) # print(a.name) # print(a.comments)
# -*- coding: utf-8 -*- # -*- author: jokker -*- import sys import argparse from JoTools.txkjRes.deteRes import DeteRes,DeteObj from JoTools.utils.FileOperationUtil import FileOperationUtil xml_dir = r"C:\Users\14271\Desktop\test\xml" for each_xml_path in FileOperationUtil.re_all_file(xml_dir, endswitch=['.xml']): a = DeteRes(each_xml_path) a.angle_obj_to_obj() a.save_to_xml(each_xml_path)
# -*- coding: utf-8 -*- # -*- author: jokker -*- from JoTools.txkjRes.deteRes import DeteRes, DeteObj from JoTools.utils.FileOperationUtil import FileOperationUtil xml_dir = r"C:\data\fzc_优化相关资料\dataset_fzc\999_wait_for_train\武汉电科院_2021_04\xml_new_0.05" for i in FileOperationUtil.re_all_file(xml_dir, endswitch=['.xml']): a = DeteRes(i) a.do_augment([0.05, 0.05, 0.05, 0.05], is_relative=True) a.save_to_xml(i)