制作val_list.txt和train_list.txt

た入场券 2022-11-21 11:59 186阅读 0赞

语意分割如果只有数据集(只有图片),没有val\_list.txt等文件,可参考如下代码:

##制作label list
    import os
    import pandas  as  pd
    from sklearn.model_selection import train_test_split
    
    DATAPATH='/home/aistudio/work/dataset/'
    lab_train_lists=os.listdir(DATAPATH+'lab_train')
    lab_train_lists.sort()
    print(lab_train_lists[:2])
    img_train_lists=os.listdir(DATAPATH+'img_train')
    img_train_lists.sort()
    total=[DATAPATH+'img_train/'+img_train_list+' '+\
    DATAPATH+'lab_train/'+lab_train_list for img_train_list,lab_train_list in zip(img_train_lists,lab_train_lists)]
    df=pd.DataFrame(total)
    train_df, val_df = train_test_split(df, test_size=0.2, random_state=1000)
    val_df.to_csv(DATAPATH+'val_list.txt',index=0,header=0)
    train_df.to_csv(DATAPATH+'train_list.txt',index=0,header=0)
    
    test_lists=os.listdir(DATAPATH+'img_testA/')
    test_lists.sort()
    test_total=[DATAPATH+'img_testA/'+test_list for test_list in test_lists]
    test_df=pd.DataFrame(test_total)
    test_df.to_csv(DATAPATH+'test_list.txt',index=0,header=0)

这个代码是在ai studio上面跑的,自己可有修改自己数据集的路径

另外,初版更加具备可读性,还是贴出来.上面这个只是想练习函数式

##制作label list
    import os
    import pandas  as  pd
    from sklearn.model_selection import train_test_split
    lab_train_lists=os.listdir('/home/aistudio/work/dataset/lab_train')
    lab_train_lists.sort()
    img_train_lists=os.listdir('/home/aistudio/work/dataset/img_train')
    img_train_lists.sort()
    print(img_train_lists[0])
    print(lab_train_lists[0])
    total=[]
    for i in range(len(img_train_lists)):
        total.append('/home/aistudio/work/dataset/img_train/'+img_train_lists[i]+' '+'/home/aistudio/work/dataset/lab_train/'+lab_train_lists[i])
    total[:10]
    
    df=pd.DataFrame(total)
    #val_df=df.loc[:14598]
    #train_df=df.loc[14598:]
    train_df, val_df = train_test_split(df, test_size=0.2, random_state=1000)
    val_df.to_csv("/home/aistudio/work/dataset/val_list.txt",index=0,header=0)
    train_df.to_csv("/home/aistudio/work/dataset/train_list.txt",index=0,header=0)
    
    # test_lists=os.listdir('/home/aistudio/work/dataset/img_testA/')
    # test_lists.sort()
    # test_total=[]
    # for i in range(len(test_lists)):
    #     test_total.append('/home/aistudio/work/dataset/img_testA/'+test_lists[i])
    # test_df=pd.DataFrame(test_total)
    # test_df.to_csv("/home/aistudio/work/dataset/test_list.txt",index=0,header=0)

看吧,第一版只是删去了for循环,内容基本上一致的