notesum.ai

Published at November 28

cs.CV

cs.LG

eess.IV

Released Date: November 28, 2024

Authors: Dimitrios Karageorgiou¹, Symeon Papadopoulos², Ioannis Kompatsiaris², Efstratios Gavves¹

Aff.: ¹VIS Lab, University of Amsterdam; ²Information Technologies Institute, CERTH

Image Size	< 0.5 MPixels			0.5 - 1.0 MPixels						> 1.0 MPixels				AVG
Approach	Glide	SD1.3	SD1.4	Flux	DALLE2	SD2	SDXL	SD3	GigaGAN	MJv5	MJv6.1	DALLE3	Firefly	AVG
NPR [66]	72.2	89.6	60.5	19.8	3.9	12.5	18.1	60.6	83.2	15.3	19.8	97.1	38.0	45.4
Dire [72]	33.3	59.9	61.3	45.7	52.2	68.5	46.9	49.2	36.3	41.9	50.3	65.2	49.9	50.8
CNNDet. [71]	59.2	59.0	61.2	39.8	71.5	57.5	67.4	30.2	73.4	48.8	56.7	23.5	73.4	55.5
FreqDet. [23]	43.6	92.3	92.7	36.5	47.4	42.5	66.5	69.8	63.2	36.9	27.5	42.2	80.9	57.1
Fusing [34]	63.0	62.8	62.2	57.5	76.7	66.9	62.1	38.8	80.4	64.0	74.0	25.2	76.3	62.3
LGrad [65]	76.5	82.4	83.4	74.9	85.7	60.7	70.2	12.7	89.9	69.2	79.6	30.0	42.0	65.9
UnivFD [52]	63.3	80.8	81.2	36.3	91.4	84.3	78.3	28.6	86.2	57.1	60.5	31.0	95.5	67.3
GramNet [48]	78.2	83.9	84.3	78.6	85.2	66.7	77.8	19.2	85.0	63.8	84.9	42.9	38.0	68.4
DeFake [63]	86.1	64.2	63.6	90.5	41.4	66.2	52.3	87.7	71.7	67.0	87.5	93.3	39.4	70.1
PatchCr. [77]	78.4	95.7	96.2	86.9	81.8	95.7	96.7	33.8	98.0	79.0	96.1	28.1	79.1	80.4
DMID [7]	73.1	100.0	100.0	97.2	54.3	99.7	99.6	67.9	67.9	99.9	94.4	41.3	90.2	83.5
RINE [39]	95.6	99.9	99.9	93.0	93.0	96.6	99.3	39.1	92.9	96.4	81.2	41.8	82.9	85.5
SPAI (Ours)	90.2	99.6	99.6	83.0	91.1	96.5	97.4	75.9	85.4	94.5	84.0	90.2	96.0	91.0