notesum.ai

Published at December 4

Is JPEG AI going to change image forensics?

eess.IV

cs.CV

Released Date: December 4, 2024

Authors: Edoardo Daniele Cannas¹, Sara Mandelli¹, Natasa Popovic¹, Ayman Alkhateeb², Alessandro Gnutti², Paolo Bestagini¹, Stefano Tubaro¹

Aff.: ¹Politecnico di Milano; ²Universita degli Studi di Brescia

Arxiv: http://arxiv.org/pdf/2412.03261v1

	Synthetic			BPP = 0.12			BPP = 0.25			BPP = 0.5			BPP = 0.75			BPP = 1.0
	EMD / AUC / TPR			EMD / AUC / TPR			EMD / AUC / TPR			EMD / AUC / TPR			EMD / AUC / TPR			EMD / AUC / TPR
[81]-A	$22.10$ /	$0.94$ /	$0.69$	$\mathbf{18.23}$ /	$\mathbf{0.92}$ /	$\mathbf{0.56}$	$\mathit{13.68}$ /	$\mathit{0.84}$ /	$\mathit{0.34}$	9.73 /	0.76 /	0.21	$5.35$ /	$0.64$ /	$0.09$	$3.75$ /	$0.60$ /	$0.06$
[81]-B	$24.42$ /	$0.95$ /	$0.49$	$\mathbf{15.25}$ /	$\mathbf{0.86}$ /	$\mathbf{0.16}$	$\mathit{10.17}$ /	$\mathit{0.76}$ /	$\mathit{0.06}$	6.52 /	0.68 /	0.02	$3.70$ /	$0.60$ /	$0.01$	$2.55$ /	$0.57$ /	$0.01$
[37]	$13.75$ /	$0.90$ /	$0.46$	$\mathbf{{\color[rgb]{1,0,0}24.43}}$ /	$\mathbf{{\color[rgb]{1,0,0}0.99}}$ /	$\mathbf{{\color[rgb]{1,0,0}0.96}}$	$\mathit{{\color[rgb]{1,0,0}20.07}}$ /	$\mathit{{\color[rgb]{1,0,0}0.98}}$ /	$\mathit{{\color[rgb]{1,0,0}0.85}}$	11.31 /	0.87 /	0.29	$9.80$ /	$0.81$ /	$0.22$	$6.27$ /	$0.69$ /	$0.08$
[28]	$20.91$ /	$0.89$ /	$0.54$	$\mathbf{{\color[rgb]{1,0,0}22.22}}$ /	$\mathbf{{\color[rgb]{1,0,0}1.00}}$ /	$\mathbf{{\color[rgb]{1,0,0}0.97}}$	$\mathit{16.53}$ /	$\mathit{{\color[rgb]{1,0,0}0.98}}$ /	$\mathit{0.51}$	8.17 /	0.79 /	0.03	$4.57$ /	$0.65$ /	$0.00$	$2.64$ /	$0.56$ /	$0.00$
[65]	$11.73$ /	$0.98$ /	$0.85$	$\mathbf{6.03}$ /	$\mathbf{0.88}$ /	$\mathbf{0.42}$	$\mathit{3.47}$ /	$\mathit{0.75}$ /	$\mathit{0.19}$	2.33 /	0.69 /	0.09	$1.40$ /	$0.62$ /	$0.05$	$1.08$ /	$0.59$ /	$0.04$
[29]-A	$1.61$ /	$0.89$ /	$0.87$	$\mathbf{1.00}$ /	$\mathbf{0.79}$ /	$\mathbf{0.71}$	$\mathit{0.76}$ /	$\mathit{0.73}$ /	$\mathit{0.66}$	0.66 /	0.72 /	0.64	$0.50$ /	$0.66$ /	$0.57$	$0.45$ /	$0.65$ /	$0.54$
[29]-B	$1.40$ /	$0.85$ /	$0.78$	$\mathbf{1.27}$ /	$\mathbf{0.79}$ /	$\mathbf{0.66}$	$\mathit{0.93}$ /	$\mathit{0.72}$ /	$\mathit{0.57}$	0.77 /	0.70 /	0.54	$0.59$ /	$0.65$ /	$0.47$	$0.49$ /	$0.63$ /	$0.43$
[59]	$5.85$ /	$0.94$ /	$0.87$	$\mathbf{3.81}$ /	$\mathbf{{\color[rgb]{1,0,0}0.97}}$ /	$\mathbf{{\color[rgb]{1,0,0}0.96}}$	$\mathit{3.07}$ /	$\mathit{0.90}$ /	$\mathit{0.78}$	2.62 /	0.83 /	0.63	$1.75$ /	$0.70$ /	$0.42$	$1.08$ /	$0.62$ /	$0.33$