notesum.ai

Published at November 22

Omni-IML: Towards Unified Image Manipulation Localization

cs.CV

cs.CR

Released Date: November 22, 2024

Authors: Chenfan Qu¹, Yiwu Zhong², Fengjun Guo³, Lianwen Jin¹

Aff.: ¹South China University of Technology; ²University of Wisconsin; ³INTSIG Information Co., Ltd

Arxiv: http://arxiv.org/abs/2411.14823v1

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				CASIAv1				Coverage				CocoGlide				NIST16				IMD20				Avg. (w.o. IMD)				Avg. (w/ IMD)
Method		Omni		IoU		F1		IoU		F1		IoU		F1		IoU		F1		IoU		F1		mIoU		mF1		mIoU		mF1
ManTraNet		No		.086		.130		.181		.271		.310		.408		.040		.062		.098		.146		.154		.218		.143		.203
RRU-Net		No		.330		.380		.165		.260		.223		.304		.080		.129		.169		.256		.200		.268		.193		.266
MVSS-Net		No		.403		.455		.389		.454		.278		.360		.243		.294		.243		.294		.328		.391		.311		.371
PSCC-Net		No		.410		.463		.340		.446		.333		.422		.067		.110		.115		.192		.288		.360		.253		.327
CAT-Netv2		No		.684		.738		.238		.292		.290		.366		.238		.302		-		-		.363		.425		-		-
IF-OSN		No		.465		.509		.181		.268		.259		.364		.247		.326		.259		.364		.288		.367		.282		.366
EVP		No		.438		.502		.078		.114		.232		.346		.188		.239		.177		.268		.234		.300		.223		.294
TruFor		No		.630		.692		.446		.522		.294		.362		.279		.348		-		-		.412		.481		-		-
APSC-Net		No		.810		.848		.498		.568		.392		.455		.525		.590		.679		.760		.556		.615		.581		.644
Ours		Yes		.798		.834		.524		.576		.448		.505		.556		.630		.662		.740		.582		.636		.598		.657