Data-to-Text Generation on VIST

Metric: ROUGE-L (higher is better)

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#	Model↕	ROUGE-L▼	Extra Data	Paper	Date↕	Code
1	TAPM	33.1	Yes	-	-	-
2	TAVST (RL)	31	No	Keep it Consistent: Topic-Aware Storytelling fro...	2019-11-11	-
3	ViT-model	31	No	Vision Transformer Based Model for Describing a ...	2022-10-06	-
4	HSRL w/ Joint Training	30.84	No	Hierarchically Structured Reinforcement Learning...	2018-05-21	-
5	CoVS	30.8	No	-	-	-
6	MCSM+RNN	30.7	No	Commonsense Knowledge Aware Concept Selection Fo...	2021-02-05	-
7	SentiStory	30.2	No	-	-	-
8	SGEmb	30.2	No	-	-	-
9	VSCMR	30.2	No	Informative Visual Storytelling with Cross-modal...	2019-07-07	Code
10	TAPM (no V&L)	30.2	No	-	-	-
11	BLEU-RL	30.1	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code
12	AOG + ARS	30.1	No	-	-	-
13	MLE	30	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code
14	StoryAnchor: w/ Predicted Nouns	30	No	Visual Storytelling via Predicting Anchor Word E...	2020-01-13	-
15	SGVST	29.9	No	-	-	-
16	K-Storyteller	29.9	No	-	-	Code
17	ReCo-RL	29.9	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code
18	h-attn-rank	29.82	No	Hierarchically-Attentive RNN for Album Summariza...	2017-08-09	-
19	INet	29.7	No	Hide-and-Tell: Learning to Bridge Photo Streams ...	2020-02-03	-
20	XE-ss	29.7	No	No Metrics Are Perfect: Adversarial Reward Learn...	2018-04-24	Code
21	IRW	29.6	No	-	-	-
22	AREL-t-100	29.5	No	No Metrics Are Perfect: Adversarial Reward Learn...	2018-04-24	Code
23	GAN	29.5	No	No Metrics Are Perfect: Adversarial Reward Learn...	2018-04-24	Code
24	AREL	29.3	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code
25	CST	29.2	No	Contextualize, Show and Tell: A Neural Visual St...	2018-06-03	Code
26	HSRL	25.1	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code

#1TAPM
33.1
ROUGE-L· Extra Data
No paper
#2TAVST (RL)SOTA
31
ROUGE-L· 2019-11-11
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication
#3ViT-model
31
ROUGE-L· 2022-10-06
Vision Transformer Based Model for Describing a Set of Images as a Story
#4HSRL w/ Joint TrainingSOTA
30.84
ROUGE-L· 2018-05-21
Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story Generation
#5CoVS
30.8
ROUGE-L
No paper
#6MCSM+RNN
30.7
ROUGE-L· 2021-02-05
Commonsense Knowledge Aware Concept Selection For Diverse and Informative Visual Storytelling
#7SentiStory
30.2
ROUGE-L
No paper
#8SGEmb
30.2
ROUGE-L
No paper
#9VSCMR
30.2
ROUGE-L· 2019-07-07
Informative Visual Storytelling with Cross-modal Rules Code
#10TAPM (no V&L)
30.2
ROUGE-L
No paper
#11BLEU-RL
30.1
ROUGE-L· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code
#12AOG + ARS
30.1
ROUGE-L
No paper
#13MLE
30
ROUGE-L· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code
#14StoryAnchor: w/ Predicted Nouns
30
ROUGE-L· 2020-01-13
Visual Storytelling via Predicting Anchor Word Embeddings in the Stories
#15SGVST
29.9
ROUGE-L
No paper
#16K-Storyteller
29.9
ROUGE-L
No paperCode
#17ReCo-RL
29.9
ROUGE-L· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code
#18h-attn-rankSOTA
29.82
ROUGE-L· 2017-08-09
Hierarchically-Attentive RNN for Album Summarization and Storytelling
#19INet
29.7
ROUGE-L· 2020-02-03
Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling
#20XE-ss
29.7
ROUGE-L· 2018-04-24
No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling Code
#21IRW
29.6
ROUGE-L
No paper
#22AREL-t-100
29.5
ROUGE-L· 2018-04-24
No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling Code
#23GAN
29.5
ROUGE-L· 2018-04-24
No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling Code
#24AREL
29.3
ROUGE-L· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code
#25CST
29.2
ROUGE-L· 2018-06-03
Contextualize, Show and Tell: A Neural Visual Storyteller Code
#26HSRL
25.1
ROUGE-L· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code