Review Article

Overview of Image Inpainting and Forensic Technology

Table 8

The detailed list of datasets.

Forensic typeDataset nameStarted yearNo. original/forgedImage sizeFormat

SplicingColumbiagray2004933/912128×128BMP
Color2006183/180757 × 568∼1152 × 768Raw, BMP
DSO-12013100/1002048 × 1536PNG
CASIA1.02013800/921384 × 256JPG
2.020137491/5123240 × 160 ∼ 800 × 600BMP, TIF, JPG

Camera-based forensics[184]20091053580/—1600 × 1200 ∼ 3072 × 2048JPEG
Dresden2010Over 14000/—2592 × 1944 ∼ 4032 × 3024Raw, JPEG
IMD2020202037000/—Various

Double JPEG compression[185]2012100/110256 × 256 ∼ 1024 × 1024TIFF
[186]201818946256 × 256RAW

Copy-moveMICC F2202011110/110722 × 48 ∼800 × 600JPG
MICC F200020111,300/7002048 × 1536JPG
FAU201248/482362 × 1581∼ 3888 × 2592PNG, JPG
CoMoFoD2013260/160512 × 512 ∼ 3 000 × 2 000PNG, JPG
GRIP201580/80768 × 1024PNG
COVERAGE2016100/100400 × 486TIF

GAN-generated forensics[159]2018More than 18,432/18,432256 × 256
FFHQ201970000/-1024 × 1024PNG
[160]20203,000/3,000256 × 256JPG
IMD2020202037,000/37,000Various

Various manipulationsNC201720172667/1410160 × 120∼8000 × 5320Raw, PNG, BMP, JPG
PS-battles201811,142/102,028130 × 60∼ 10,000 × 8558PNG, JPG
MFC2018201814,156/3,265128 × 104∼ 7952 × 5304Raw, PNG, BMP, JPG, TIF
MFC2019201910,279/5,750160 × 120∼2624 × 19680Raw, PNG, BMP, JPG, TIF
DEFACTO2019–/229,000240 × 320∼ 640 × 640TIF