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In-Image Machine Translation Evaluation on MCiT Overall OOD 1.0

0.558Pearson Correlation (r)Vectra
-0.074320.089840.2540.41816Jan 31, 2026

Evaluation results

MethodLinks
VectraProtocol=No-Reference (Direct Assessment)2026.010.5580.466
HCIIT-JudgeProtocol=No-Reference (Direct Assessment)2026.010.4350.2
SSIMProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.40.318
FIDProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.3610.285
PSNRProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.2640.224
LPIPSProtocol=Reference-based (Top-Ranked Candidate as Reference)2026.010.2610.221
SAMScoreProtocol=No-Reference (Direct Assessment)2026.010.2560.195
E-Commerce VQAProtocol=No-Reference (Direct Assessment)2026.01-0.05-0.041