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ResearchFormerly WizWand

Correlation with Human Judgment on Flickr8K-CF

46Tau BVC-Inspector-7B
8.97618.58828.237.812Apr 18, 2021Jan 12, 2022Oct 8, 2022Jul 5, 2023Mar 30, 2024Dec 24, 2024Sep 20, 2025
Updated 6mo ago

Evaluation results

MethodLinks
VC-Inspector-7BReference Setting=Reference-free2025.0946
VC-Inspector-3BReference Setting=Reference-free2025.0939
FLEURReference Setting=Reference-based2025.0938.8
PAC-S++Reference Setting=Reference-based, Backbone=ViT-L2025.0938.8
FLEURReference Setting=Reference-free2025.0938.6
PAC-S++Reference Setting=Reference-free, Backbone=ViT-L2025.0938.5
HICE-SReference Setting=Reference-based2025.0938.2
PAC-S++Reference Setting=Reference-based, Backbone=ViT-B2025.0937.9
Poloscategory=Learning-based metrics2024.0237.8
PolosReference Setting=Reference-based2025.0937.8
RefPAC-Scategory=Learning-based metrics2024.0237.6
PAC-SReference Setting=Reference-based2025.0937.6
MIDcategory=Similarity-based metrics2024.0237.3
HICE-SReference Setting=Reference-free2025.0937.2
PAC-S++Reference Setting=Reference-free, Backbone=ViT-B2025.0937
RefCLIP-Sreferences=with ground-truth2021.0436.4
RefCLIP-Scategory=Similarity-based metrics2024.0236.4
CLIPScoreReference Setting=Reference-based2025.0936.4
PAC-Scategory=Learning-based metrics2024.0236
PAC-SReference Setting=Reference-free2025.0936
CLIP-Sreferences=none2021.0434.4
CLIP-Scategory=Similarity-based metrics2024.0234.4
CLIPScoreReference Setting=Reference-free2025.0934.4
UMICcategory=Learning-based metrics2024.0230.1
LEIC2021.0429.5
LEICcategory=Similarity-based metrics2024.0229.5
CIDEr2021.0424.6
CIDErcategory=Classic metrics2024.0224.6
CIDErReference Setting=Reference-based2025.0924.6
SPICE2021.0424.4
SPICEcategory=Classic metrics2024.0224.4
SPICEReference Setting=Reference-based2025.0924.4
BARTScorecategory=Similarity-based metrics2024.0224.3
BERT-Sbackbone=RoBERTa-F2021.0422.8
MoverScorecategory=Similarity-based metrics2024.0222.8
BERTScorecategory=Similarity-based metrics2024.0222.8
BERTScoreReference Setting=Reference-based2025.0922.8
METEOR2021.0422.2
METEORcategory=Classic metrics2024.0222.2
METEORReference Setting=Reference-based2025.0922.2
ROUGE-L2021.0419.9
ROUGEcategory=Classic metrics2024.0219.9
ROUGEReference Setting=Reference-based2025.0919.9
BLEU_1Reference Setting=Reference-based2025.0917.9
BLEU-42021.0416.9
BLEU_4Reference Setting=Reference-based2025.0916.9
BLEUcategory=Classic metrics2024.0216.4
SPARCScategory=Classic metrics2024.0210.4