Image Captioning on Flickr30k Captions test

Metric: SPICE (higher is better)

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#	Model↕	SPICE▼	Extra Data	Paper	Date↕	Code
1	Unified VLP	17	No	Unified Vision-Language Pre-Training for Image C...	2019-09-24	Code
2	KOSMOS-1 1.6B (zero-shot)	14.5	No	-	-	-
3	MetaLM	11.7	No	Language Models are General-Purpose Interfaces	2022-06-13	Code
4	FewVLM	10	No	A Good Prompt Is Worth Millions of Parameters: L...	2021-10-16	Code
5	VL-T5	2	No	Unifying Vision-and-Language Tasks via Text Gene...	2021-02-04	Code

#1Unified VLPSOTA
17
SPICE· 2019-09-24
Unified Vision-Language Pre-Training for Image Captioning and VQA Code
#2KOSMOS-1 1.6B (zero-shot)
14.5
SPICE
No paper
#3MetaLM
11.7
SPICE· 2022-06-13
Language Models are General-Purpose Interfaces Code
#4FewVLM
10
SPICE· 2021-10-16
A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models Code
#5VL-T5
2
SPICE· 2021-02-04
Unifying Vision-and-Language Tasks via Text Generation Code