Table 4 Data partitions splits depending on the validation technique and whether the number of bona fide and forged classes are balanced, or not.

From: Synthetic dataset of ID and Travel Documents

Filenames

Validation technique

Class Distribution

Type of image

hold_out_split

Hold-out

Balanced

Templates

kfold_split

K-fold cross-validation

Balanced

Templates

few_shot_split

Few-shot

Balanced

Templates

unbalanced_hold_out_split

Hold-out

Unbalanced

Clip-cropped

unbalanced_kfold_clip_split

K-fold cross-validation

Unbalanced

Clip

unbalanced_kfold_split

K-fold cross-validation

Unbalanced

Clip-cropped

unbalanced_few_shot_split

Few-shot

Unbalanced

Clip-cropped