Pascal VOC Dataset

I have spent considerable time trying to understand how Pascal VOC dataset is structured: . But cannot figure out where the classification labels are. I just want to an image classification task but the ImageSets/Layout train text file only has 500 or so labels while data set is much larger. You can check out the dataset in a kggle kernal here:

Can I know how to do image classification for this dataset?