AmazonScience/RobustAD
RobustAD Dataset About the Dataset RobustAD, specifically designed to evaluate the robustness of anomaly detection models in real-world scenarios. RobustAD features a curated dataset of defect detection images with meticulously controlled distribution shifts across multiple dimensions relevant to practical applications and more closely mirrors real-world deployment scenarios. RobustAD is designed to cover inspection challenges across multiple industries to ensure… See the full description on the dataset page: https://huggingface.co/datasets/AmazonScience/RobustAD.
12.5k
1{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_36.jpg", "label": 0, "mask": null}2{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_162.jpg", "label": 0, "mask": null}3{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_72.jpg", "label": 0, "mask": null}4{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_126.jpg", "label": 0, "mask": null}5{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_54.jpg", "label": 0, "mask": null}6{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_9.jpg", "label": 0, "mask": null}7{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_180.jpg", "label": 0, "mask": null}8{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_108.jpg", "label": 0, "mask": null}9{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_90.jpg", "label": 0, "mask": null}10{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_144.jpg", "label": 0, "mask": null}11{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_18.jpg", "label": 0, "mask": null}12{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_45.jpg", "label": 0, "mask": null}13{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_171.jpg", "label": 0, "mask": null}14{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_81.jpg", "label": 0, "mask": null}15{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_135.jpg", "label": 0, "mask": null}16{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_63.jpg", "label": 0, "mask": null}17{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_117.jpg", "label": 0, "mask": null}18{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_153.jpg", "label": 0, "mask": null}19{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_27.jpg", "label": 0, "mask": null}20{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_98.jpg", "label": 0, "mask": null}21{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_179.jpg", "label": 0, "mask": null}22{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_1.jpg", "label": 0, "mask": null}23{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_100.jpg", "label": 0, "mask": null}24{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_89.jpg", "label": 0, "mask": null}25{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_10.jpg", "label": 0, "mask": null}26{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_166.jpg", "label": 0, "mask": null}27{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_76.jpg", "label": 0, "mask": null}28{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_58.jpg", "label": 0, "mask": null}29{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_94.jpg", "label": 0, "mask": null}30{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_148.jpg", "label": 0, "mask": null}31{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_175.jpg", "label": 0, "mask": null}32{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_49.jpg", "label": 0, "mask": null}33{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_85.jpg", "label": 0, "mask": null}34{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_139.jpg", "label": 0, "mask": null}35{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_67.jpg", "label": 0, "mask": null}36{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_157.jpg", "label": 0, "mask": null}37{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_41.jpg", "label": 0, "mask": null}38{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_131.jpg", "label": 0, "mask": null}39{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_113.jpg", "label": 0, "mask": null}40{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_23.jpg", "label": 0, "mask": null}41{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_5.jpg", "label": 0, "mask": null}42{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_50.jpg", "label": 0, "mask": null}43{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_104.jpg", "label": 0, "mask": null}44{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_14.jpg", "label": 0, "mask": null}45{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_140.jpg", "label": 0, "mask": null}46{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_122.jpg", "label": 0, "mask": null}47{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_32.jpg", "label": 0, "mask": null}48{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_38.jpg", "label": 0, "mask": null}49{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_164.jpg", "label": 0, "mask": null}50{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_128.jpg", "label": 0, "mask": null}51{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_74.jpg", "label": 0, "mask": null}52{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_56.jpg", "label": 0, "mask": null}53{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_146.jpg", "label": 0, "mask": null}54{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_92.jpg", "label": 0, "mask": null}55{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_47.jpg", "label": 0, "mask": null}56{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_173.jpg", "label": 0, "mask": null}57{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_137.jpg", "label": 0, "mask": null}58{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_83.jpg", "label": 0, "mask": null}59{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_119.jpg", "label": 0, "mask": null}60{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_65.jpg", "label": 0, "mask": null}61{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_29.jpg", "label": 0, "mask": null}62{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_155.jpg", "label": 0, "mask": null}63{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_111.jpg", "label": 0, "mask": null}64{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_21.jpg", "label": 0, "mask": null}65{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_102.jpg", "label": 0, "mask": null}66{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_3.jpg", "label": 0, "mask": null}67{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_12.jpg", "label": 0, "mask": null}68{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_120.jpg", "label": 0, "mask": null}69{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_30.jpg", "label": 0, "mask": null}70{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_168.jpg", "label": 0, "mask": null}71{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_78.jpg", "label": 0, "mask": null}72{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_96.jpg", "label": 0, "mask": null}73{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_177.jpg", "label": 0, "mask": null}74{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_87.jpg", "label": 0, "mask": null}75{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_69.jpg", "label": 0, "mask": null}76{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_159.jpg", "label": 0, "mask": null}77{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_43.jpg", "label": 0, "mask": null}78{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_133.jpg", "label": 0, "mask": null}79{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_115.jpg", "label": 0, "mask": null}80{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_61.jpg", "label": 0, "mask": null}81{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_151.jpg", "label": 0, "mask": null}82{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_25.jpg", "label": 0, "mask": null}83{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_106.jpg", "label": 0, "mask": null}84{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_7.jpg", "label": 0, "mask": null}85{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_52.jpg", "label": 0, "mask": null}86{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_142.jpg", "label": 0, "mask": null}87{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_16.jpg", "label": 0, "mask": null}88{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_124.jpg", "label": 0, "mask": null}89{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_70.jpg", "label": 0, "mask": null}90{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_160.jpg", "label": 0, "mask": null}91{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_34.jpg", "label": 0, "mask": null}92{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_127.jpg", "label": 0, "mask": null}93{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_73.jpg", "label": 0, "mask": null}94{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_37.jpg", "label": 0, "mask": null}95{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_163.jpg", "label": 0, "mask": null}96{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_19.jpg", "label": 0, "mask": null}97{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_145.jpg", "label": 0, "mask": null}98{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_91.jpg", "label": 0, "mask": null}99{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_55.jpg", "label": 0, "mask": null}100{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_109.jpg", "label": 0, "mask": null}101{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_136.jpg", "label": 0, "mask": null}102{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_82.jpg", "label": 0, "mask": null}103{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_46.jpg", "label": 0, "mask": null}104{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_172.jpg", "label": 0, "mask": null}105{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_28.jpg", "label": 0, "mask": null}106{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_154.jpg", "label": 0, "mask": null}107{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_64.jpg", "label": 0, "mask": null}108{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_118.jpg", "label": 0, "mask": null}109{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_20.jpg", "label": 0, "mask": null}110{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_99.jpg", "label": 0, "mask": null}111{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_110.jpg", "label": 0, "mask": null}112{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_11.jpg", "label": 0, "mask": null}113{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_2.jpg", "label": 0, "mask": null}114{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_101.jpg", "label": 0, "mask": null}115{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_77.jpg", "label": 0, "mask": null}116{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_167.jpg", "label": 0, "mask": null}117{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_149.jpg", "label": 0, "mask": null}118{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_95.jpg", "label": 0, "mask": null}119{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_59.jpg", "label": 0, "mask": null}120{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_86.jpg", "label": 0, "mask": null}121{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_176.jpg", "label": 0, "mask": null}122{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_158.jpg", "label": 0, "mask": null}123{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_68.jpg", "label": 0, "mask": null}124{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_132.jpg", "label": 0, "mask": null}125{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_42.jpg", "label": 0, "mask": null}126{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_150.jpg", "label": 0, "mask": null}127{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_24.jpg", "label": 0, "mask": null}128{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_60.jpg", "label": 0, "mask": null}129{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_114.jpg", "label": 0, "mask": null}130{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_141.jpg", "label": 0, "mask": null}131{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_15.jpg", "label": 0, "mask": null}132{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_6.jpg", "label": 0, "mask": null}133{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_51.jpg", "label": 0, "mask": null}134{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_105.jpg", "label": 0, "mask": null}135{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_33.jpg", "label": 0, "mask": null}136{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_123.jpg", "label": 0, "mask": null}137{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_75.jpg", "label": 0, "mask": null}138{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_129.jpg", "label": 0, "mask": null}139{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_39.jpg", "label": 0, "mask": null}140{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_165.jpg", "label": 0, "mask": null}141{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_93.jpg", "label": 0, "mask": null}142{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_147.jpg", "label": 0, "mask": null}143{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_57.jpg", "label": 0, "mask": null}144{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_84.jpg", "label": 0, "mask": null}145{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_138.jpg", "label": 0, "mask": null}146{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_48.jpg", "label": 0, "mask": null}147{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_174.jpg", "label": 0, "mask": null}148{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_156.jpg", "label": 0, "mask": null}149{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_66.jpg", "label": 0, "mask": null}150{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_130.jpg", "label": 0, "mask": null}151{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_40.jpg", "label": 0, "mask": null}152{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_22.jpg", "label": 0, "mask": null}153{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_112.jpg", "label": 0, "mask": null}154{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_13.jpg", "label": 0, "mask": null}155{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_103.jpg", "label": 0, "mask": null}156{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_4.jpg", "label": 0, "mask": null}157{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_31.jpg", "label": 0, "mask": null}158{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_121.jpg", "label": 0, "mask": null}159{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_79.jpg", "label": 0, "mask": null}160{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_169.jpg", "label": 0, "mask": null}161{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_97.jpg", "label": 0, "mask": null}162{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_88.jpg", "label": 0, "mask": null}163{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_178.jpg", "label": 0, "mask": null}164{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_80.jpg", "label": 0, "mask": null}165{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_134.jpg", "label": 0, "mask": null}166{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_170.jpg", "label": 0, "mask": null}167{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_44.jpg", "label": 0, "mask": null}168{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_152.jpg", "label": 0, "mask": null}169{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_26.jpg", "label": 0, "mask": null}170{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_116.jpg", "label": 0, "mask": null}171{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_62.jpg", "label": 0, "mask": null}172{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_143.jpg", "label": 0, "mask": null}173{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_17.jpg", "label": 0, "mask": null}174{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_107.jpg", "label": 0, "mask": null}175{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_8.jpg", "label": 0, "mask": null}176{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_53.jpg", "label": 0, "mask": null}177{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_161.jpg", "label": 0, "mask": null}178{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_35.jpg", "label": 0, "mask": null}179{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_125.jpg", "label": 0, "mask": null}180{"file_name": "normal/Train_PCB_resized_None_None_Normal_Set1_71.jpg", "label": 0, "mask": null}181{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_37.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_37.png"}182{"file_name": "anomaly/Train_PCB_None_None_Missing Component_33.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_33.png"}183{"file_name": "anomaly/Train_PCB_None_None_Scratch_47.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_47.png"}184{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_46.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_46.png"}185{"file_name": "anomaly/Train_PCB_None_None_Missing Component_42.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_42.png"}186{"file_name": "anomaly/Train_PCB_None_None_Scratch_38.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_38.png"}187{"file_name": "anomaly/Train_PCB_None_None_Missing Component_6.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_6.png"}188{"file_name": "anomaly/Train_PCB_None_None_Missing Component_37.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_37.png"}189{"file_name": "anomaly/Train_PCB_None_None_Missing Component_46.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_46.png"}190{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_42.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_42.png"}191{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_6.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_6.png"}192{"file_name": "anomaly/Train_PCB_None_None_Scratch_34.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_34.png"}193{"file_name": "anomaly/Train_PCB_None_None_Scratch_7.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_7.png"}194{"file_name": "anomaly/Train_PCB_None_None_Scratch_43.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_43.png"}195{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_33.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_33.png"}196{"file_name": "anomaly/Train_PCB_None_None_Missing Component_35.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_35.png"}197{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_39.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_39.png"}198{"file_name": "anomaly/Train_PCB_None_None_Scratch_49.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_49.png"}199{"file_name": "anomaly/Train_PCB_None_None_Missing Component_17.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_17.png"}200{"file_name": "anomaly/Train_PCB_None_None_Missing Component_44.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_44.png"}201{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_48.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_48.png"}202{"file_name": "anomaly/Train_PCB_None_None_Missing Component_8.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_8.png"}203{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_40.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_40.png"}204{"file_name": "anomaly/Train_PCB_None_None_Scratch_50.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_50.png"}205{"file_name": "anomaly/Train_PCB_None_None_Scratch_32.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_32.png"}206{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_4.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_4.png"}207{"file_name": "anomaly/Train_PCB_None_None_Scratch_5.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_5.png"}208{"file_name": "anomaly/Train_PCB_None_None_Scratch_41.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_41.png"}209{"file_name": "anomaly/Train_PCB_None_None_Missing Component_39.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_39.png"}210{"file_name": "anomaly/Train_PCB_None_None_Missing Component_48.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_48.png"}211{"file_name": "anomaly/Train_PCB_None_None_Missing Component_40.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_40.png"}212{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_44.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_44.png"}213{"file_name": "anomaly/Train_PCB_None_None_Scratch_36.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_36.png"}214{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_8.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_8.png"}215{"file_name": "anomaly/Train_PCB_None_None_Scratch_9.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_9.png"}216{"file_name": "anomaly/Train_PCB_None_None_Missing Component_4.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_4.png"}217{"file_name": "anomaly/Train_PCB_None_None_Scratch_45.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_45.png"}218{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_35.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_35.png"}219{"file_name": "anomaly/Train_PCB_None_None_Scratch_48.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_48.png"}220{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_38.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_38.png"}221{"file_name": "anomaly/Train_PCB_None_None_Missing Component_34.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_34.png"}222{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_47.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_47.png"}223{"file_name": "anomaly/Train_PCB_None_None_Missing Component_43.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_43.png"}224{"file_name": "anomaly/Train_PCB_None_None_Missing Component_7.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_7.png"}225{"file_name": "anomaly/Train_PCB_None_None_Scratch_39.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_39.png"}226{"file_name": "anomaly/Train_PCB_None_None_Scratch_4.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_4.png"}227{"file_name": "anomaly/Train_PCB_None_None_Scratch_40.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_40.png"}228{"file_name": "anomaly/Train_PCB_None_None_Missing Component_38.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_38.png"}229{"file_name": "anomaly/Train_PCB_None_None_Missing Component_47.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_47.png"}230{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_43.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_43.png"}231{"file_name": "anomaly/Train_PCB_None_None_Scratch_8.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_8.png"}232{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_7.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_7.png"}233{"file_name": "anomaly/Train_PCB_None_None_Scratch_35.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_35.png"}234{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_34.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_34.png"}235{"file_name": "anomaly/Train_PCB_None_None_Scratch_44.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_44.png"}236{"file_name": "anomaly/Train_PCB_None_None_Missing Component_36.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_36.png"}237{"file_name": "anomaly/Train_PCB_None_None_Missing Component_45.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_45.png"}238{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_49.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_49.png"}239{"file_name": "anomaly/Train_PCB_None_None_Missing Component_9.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_9.png"}240{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_41.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_41.png"}241{"file_name": "anomaly/Train_PCB_None_None_Scratch_6.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_6.png"}242{"file_name": "anomaly/Train_PCB_None_None_Scratch_33.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_33.png"}243{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_5.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_5.png"}244{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_50.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_50.png"}245{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_32.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_32.png"}246{"file_name": "anomaly/Train_PCB_None_None_Scratch_42.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_42.png"}247{"file_name": "anomaly/Train_PCB_None_None_Missing Component_49.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_49.png"}248{"file_name": "anomaly/Train_PCB_None_None_Missing Component_41.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_41.png"}249{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_45.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_45.png"}250{"file_name": "anomaly/Train_PCB_None_None_Missing Component_5.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_5.png"}251{"file_name": "anomaly/Train_PCB_None_None_Scratch_37.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_37.png"}252{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_9.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_9.png"}253{"file_name": "anomaly/Train_PCB_None_None_Missing Component_50.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Missing Component_50.png"}254{"file_name": "anomaly/Train_PCB_None_None_Soldering Melt_36.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Soldering Melt_36.png"}255{"file_name": "anomaly/Train_PCB_None_None_Scratch_46.jpg", "label": 1, "mask": "PCB/pcb_data_dir_train/masks/Train_PCB_None_None_Scratch_46.png"}256 