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ResearchFormerly WizWand

In-Image Machine Translation Evaluation on Vectra-Bench zh→en 1.0

0.8Pearson Correlation (r)Vectra
0.016880.220190.42350.62681Jan 31, 2026
Updated 8mo ago

Evaluation results

MethodLinks
VectraProtocol=No-Reference (Direct Assessment)2026.010.80.709
FIDProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.660.557
HCIIT-JudgeProtocol=No-Reference (Direct Assessment)2026.010.6020.496
SSIMProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.5670.448
PSNRProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.5370.434
SAMScoreProtocol=No-Reference (Direct Assessment)2026.010.3370.231
LPIPSProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.3030.237
E-Commerce VQAProtocol=No-Reference (Direct Assessment)2026.010.0470.031