Image Captioning on COCO Captions

Metric: SPICE (higher is better)

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#	Model↕	SPICE▼	Extra Data	Paper	Date↕	Code
1	VAST	27	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
2	OFA	26.6	No	OFA: Unifying Architectures, Tasks, and Modaliti...	2022-02-07	Code
3	GIT	26.3	No	GIT: A Generative Image-to-text Transformer for ...	2022-05-27	Code
4	mPLUG	26	No	mPLUG: Effective and Efficient Vision-Language L...	2022-05-24	Code
5	VALOR	25.7	Yes	VALOR: Vision-Audio-Language Omni-Perception Pre...	2023-04-17	Code
6	LEMON	25.5	No	Scaling Up Vision-Language Pre-training for Imag...	2021-11-24	-
7	SimVLM	25.4	No	SimVLM: Simple Visual Language Model Pretraining...	2021-08-24	Code
8	VinVL	25.2	No	VinVL: Revisiting Visual Representations in Visi...	2021-01-02	Code
9	Xmodal-Ctx + OSCAR	24.9	No	Beyond a Pre-Trained Object Detector: Cross-Moda...	2022-05-09	Code
10	ExpansionNet v2 (No VL pretraining)	24.7	No	Exploiting Multiple Sequence Lengths in Fast End...	2022-08-13	Code
11	CoCa	24.7	No	CoCa: Contrastive Captioners are Image-Text Foun...	2022-05-04	Code
12	Oscar	24.5	No	Oscar: Object-Semantics Aligned Pre-training for...	2020-04-13	Code
13	Prompt Tuning	24.42	No	Prompt Tuning for Generative Multimodal Pretrain...	2022-08-04	Code
14	Prismer	24.4	No	Prismer: A Vision-Language Model with Multi-Task...	2023-03-04	Code
15	GRIT (No VL pretraining - base)	24.3	No	GRIT: Faster and Better Image captioning Transfo...	2022-07-20	Code
16	Xmodal-Ctx	24	No	Beyond a Pre-Trained Object Detector: Cross-Moda...	2022-05-09	Code
17	PTP-BLIP (14M)	23.7	No	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
18	Xmodal-Ctx	23.7	No	Beyond a Pre-Trained Object Detector: Cross-Moda...	2022-05-09	Code
19	X-Transformer	23.4	No	X-Linear Attention Networks for Image Captioning	2020-03-31	Code
20	L-Verse	23.3	No	L-Verse: Bidirectional Generation Between Image ...	2021-11-22	Code
21	Transformer_NSC	22.8	No	A Better Variant of Self-Critical Sequence Train...	2020-03-22	Code
22	Meshed-Memory Transformer	22.6	No	Meshed-Memory Transformer for Image Captioning	2019-12-17	Code
23	RefineCap (w/ REINFORCE)	22.5	No	RefineCap: Concept-Aware Refinement for Image Ca...	2021-09-08	-
24	LaDiC	22.4	No	LaDiC: Are Diffusion Models Really Inferior to A...	2024-04-16	Code
25	SmallCapd=16, Large	21.5	No	SmallCap: Lightweight Image Captioning Prompted ...	2022-09-30	Code
26	ClipCap (Transformer)	21.05	No	ClipCap: CLIP Prefix for Image Captioning	2021-11-18	Code
27	ClipCap (MLP + GPT2 tuning)	20.12	No	ClipCap: CLIP Prefix for Image Captioning	2021-11-18	Code
28	Virtex (ResNet-101)	18.5	No	VirTex: Learning Visual Representations from Tex...	2020-06-11	Code
29	KOSMOS-1 (1.6B) (zero-shot)	16.8	No	-	-	-
30	VLKD (ViT-B/16)	13.4	No	-	-	-