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Image Captioning Evaluation on Pascal-50S

87.8Accuracy

DENEB

Updated 8d ago

Evaluation Results

Method
DENEB 2025.12	87.8	-	-	-	-	-	-
Polos 2025.12	86.5	-	-	-	-	-	-
InfoMetIC+ 2025.12	86.5	-	-	-	-	-	-
Polos 2024.12	86.5	-	-	-	-	-	-
InfoMetIC+ 2024.12	86.5	-	-	-	-	-	-
HICE-S 2025.12	86.1	-	-	-	-	-	-
CAMScore 2025.12	85.8	-	-	-	-	-	-
RefFLEUR 2024.12	85.5	-	-	-	-	-	-
InfoMetIC 2024.12	85.3	-	-	-	-	-	-
UMIC 2025.12	85.1	-	-	-	-	-	-
UMIC 2024.12	85.1	-	-	-	-	-	-
RefPAC-S++ 2025.12	84.7	-	-	-	-	-	-
DISCODE-LV 2025.12	84.5	-	-	-	-	-	-
FLEUR-LV 2025.12	83.8	-	-	-	-	-	-
DISCODE-IN 2025.12	83.5	-	-	-	-	-	-
RefCLIP-S 2025.12	83.3	-	-	-	-	-	-
FLEUR 2025.12	83.2	-	-	-	-	-	-
FLEUR 2024.12	83.2	-	-	-	-	-	-
RefCLIP-Score 2024.12	83.1	-	-	-	-	-	-
HiFi-Score 2025.12	83	-	-	-	-	-	-
BRIDGE 2025.12	82.9	-	-	-	-	-	-
GPT-FLEUR 2024.12	82.6	-	-	-	-	-	-
PAC-S++ 2025.12	82.4	-	-	-	-	-	-
HarmonicEval 2024.12	82.4	-	-	-	-	-	-
G-VEval 2025.12	82.3	-	-	-	-	-	-
G-VEval 2024.12	82.3	-	-	-	-	-	-
FAIEr-4 2024.12	81.4	-	-	-	-	-	-
METEOR 2025.12	81.1	-	-	-	-	-	-
CLIP-S 2025.12	80.9	-	-	-	-	-	-
FLEUR-IN 2025.12	80.8	-	-	-	-	-	-
TIGEr 2024.12	80.7	-	-	-	-	-	-
CLIP-S 2024.12	80.7	-	-	-	-	-	-
CIDEr 2025.12	80.1	-	-	-	-	-	-
ViLBERTS-F 2024.12	79.6	-	-	-	-	-	-
BERT-S 2024.12	79.1	-	-	-	-	-	-
SPICE 2025.12	78.7	-	-	-	-	-	-
ROUGE 2025.12	78	-	-	-	-	-	-
METEOR 2024.12	78	-	-	-	-	-	-
CIDEr 2024.12	76.8	-	-	-	-	-	-
ROUGE 2024.12	74.1	-	-	-	-	-	-
BLEU-4 2025.12	74	-	-	-	-	-	-
BLEU 2024.12	72.9	-	-	-	-	-	-
SPICE 2024.12	69.6	-	-	-	-	-	-
InfoCLIP 2024.12	64.1	-	-	-	-	-	-
BLEU-4 2023.05	-	52.5	90.4	63	42.3	55.8	-
ROUGE-L 2023.05	-	55	95.3	93.1	58.7	75.5	-
METEOR 2023.05	-	59	97.7	93.9	62	78.2	-
CIDEr 2023.05	-	53.7	98.1	90.8	63.7	76.6	-
SPICE 2023.05	-	56.9	96.3	87.1	66.4	76.7	-
BERT-S 2023.05	-	54.4	96.1	94.3	56.4	75.3	-
BERT-S++ 2023.05	-	65.4	98.1	96.4	60.3	80.1	-
TIGEr 2023.05	-	56	99.8	92.8	74.2	80.7	-
ViLBERTScore-F 2023.05	-	49.9	99.6	93.1	75.8	79.6	-
FAIEr-4 2023.05	-	59.7	99.9	92.7	73.4	81.4	-
RefCLIP-S 2023.05	-	57.9	99.5	96.1	80.8	83.6	-
UMIC 2023.05	-	66.1	99.8	98.1	76.2	85.1	-
CLIP-S 2023.05	-	60.4	99.4	97.8	77.1	83.7	-
CLIP-Stune 2023.05	-	61	99.5	95.9	82	84.6	-
InfoCLIP 2023.05	-	37.3	87.3	58.9	72.9	64.1	-
InfoCLIPtune 2023.05	-	37.3	92.5	62.7	74.7	66.8	-
InfoMetIC 2023.05	-	69	99.8	94	78.3	85.3	-
InfoMetIC+ 2023.05	-	69.9	99.7	96.8	79.6	86.5	-
BLEU-1 2025.12	-	64.6	95.2	91.2	60.7	77.9	-
BLEU-4 2025.12	-	60.3	93.1	85.7	57	74	-
ROUGE 2025.12	-	63.9	95	92.3	60.9	78	-
METEOR 2025.12	-	66	97.7	94	66.6	81.1	-
CIDEr 2025.12	-	66.5	97.9	90.7	65.2	80.1	-
SPICE 2025.12	-	63.6	96.3	86.7	68.3	78.7	-
BERT-S 2025.12	-	65.4	96.2	93.3	61.4	79.1	-
BERT-S++ 2025.12	-	65.4	98.1	96.4	60.3	80.1	-
TIGEr 2025.12	-	56	99.8	92.8	74.2	80.7	-
ViLBERTScore 2025.12	-	49.9	99.6	93.1	75.8	79.6	-
MID 2025.12	-	67	99.7	97.4	76.8	85.2	-
CLAIR 2025.12	-	52.4	99.5	89.8	73	78.7	-
RefCLIP-S 2025.12	-	64.9	99.5	95.5	73.3	83.3	-
RefPAC-S 2025.12	-	67.7	99.6	96	75.6	84.7	-
RefPAC-S++ViT-B 2025.12	-	67.2	99.6	96.2	74.2	84.5	-
RefPAC-S++ViT-L 2025.12	-	-	-	-	-	84.7	-
Polos 2025.12	-	70	99.6	97.4	79	86.5	-
DENEB (ViT-L) 2025.12	-	76.1	99.7	97.4	77.9	87.8	-
RefFLEUR 2025.12	-	68	99.8	98	76.1	85.5	-
RefDISCODE-LV 2025.12	-	70.6	99.8	98.6	82.1	87.8	-
RefDISCODE-IN 2025.12	-	68	99.7	97.7	79.7	86.3	-
CLIPScore 2026.05	-	-	-	-	-	-	7.4
PAC-S 2026.05	-	-	-	-	-	-	6.5
UMIC 2026.05	-	-	-	-	-	-	4.9
FLEUR 2026.05	-	-	-	-	-	-	3.9
Judge 2026.05	-	-	-	-	-	-	2.5