Image Captioning on COCO (Common Objects in Context)

Metric: BLEU-4 (higher is better)

LeaderboardDataset

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#	Model↕	BLEU-4▼	Extra Data	Paper	Date↕	Code
1	IGINet	39.9	No	-	-	-
2	UNIMO-large	39.6	No	UNIMO: Towards Unified-Modal Understanding and G...	2020-12-31	Code
3	Bit Diffusion (20 steps)	34.7	No	Analog Bits: Generating Discrete Data using Diff...	2022-08-08	Code
4	NIC (ResNet-50, CutMix)	24.9	No	CutMix: Regularization Strategy to Train Strong ...	2019-05-13	Code

#1IGINet
39.9
BLEU-4
No paper
#2UNIMO-largeSOTA
39.6
BLEU-4· 2020-12-31
UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning Code
#3Bit Diffusion (20 steps)
34.7
BLEU-4· 2022-08-08
Analog Bits: Generating Discrete Data using Diffusion Models with Self-Conditioning Code
#4NIC (ResNet-50, CutMix)SOTA
24.9
BLEU-4· 2019-05-13
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Code