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ResearchFormerly WizWand

In-Image Machine Translation Evaluation on Vectra-Bench Overall 1.0 (in-domain)

0.738Pearson Correlation (r)Vectra
-0.003520.188990.38150.57401Jan 31, 2026
Updated 8mo ago

Evaluation results

MethodLinks
VectraProtocol=No-Reference (Direct Assessment)2026.010.7380.637
FIDProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.6240.525
HCIIT-JudgeProtocol=No-Reference (Direct Assessment)2026.010.5990.502
SSIMProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.5140.412
PSNRProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.4940.403
LPIPSProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.2990.24
SAMScoreProtocol=No-Reference (Direct Assessment)2026.010.2920.211
E-Commerce VQAProtocol=No-Reference (Direct Assessment)2026.010.0250.014