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Editing Alignment Evaluation on TIEdit 1.0 (test)

0.7995SRCCEditProbe
0.1091480.2883740.46760.646826Mar 20, 2026

Evaluation results

MethodLinks
EditProbeMode=Cross-modal stage-wise probing2026.030.79950.7910.5974
EditProbeMode=Cross-modal stage-wise probing2026.030.77950.78070.5913
VGG19Category=Deep Learning-based IQA Models2026.030.49820.47770.334
PAMSECategory=Traditional Full-Reference (FR) IQA2026.030.45350.52230.5911
MANIQACategory=Deep Learning-based IQA Models2026.030.34320.3440.235
ImageRewardCategory=Vision-Language and Preference-based2026.030.28330.28610.1919
GPT-4Category=LLM-based Evaluator2026.030.2230.16640.2013
IW-PSNRCategory=Traditional Full-Reference (FR) IQA2026.030.21550.150.0845
FSIMCategory=Traditional Full-Reference (FR) IQA2026.030.20610.14190.0776
BLIPScoreCategory=Vision-Language and Preference-based2026.030.17210.16810.1153
CLIPScoreCategory=Vision-Language and Preference-based2026.030.13570.12960.0915