Text Generation on VIST

Metric: CIDEr (higher is better)

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#	Model↕	CIDEr▼	Extra Data	Paper	Date↕	Code
1	HEGR	14.1	Yes	-	-	-
2	TAPM	13.8	Yes	-	-	-
3	K-Storyteller	12.1	No	-	-	Code
4	AOG + ARS	12	No	-	-	-
5	CoVS	11.5	No	-	-	-
6	IRW	11	No	-	-	-
7	MCSM+RNN	11	No	Commonsense Knowledge Aware Concept Selection Fo...	2021-02-05	-
8	HSRL w/ Joint Training	10.71	No	Hierarchically Structured Reinforcement Learning...	2018-05-21	-
9	SentiStory	10.1	No	-	-	-
10	INet	10	No	Hide-and-Tell: Learning to Bridge Photo Streams ...	2020-02-03	-
11	StoryAnchor: w/ Predicted Nouns	9.9	No	Visual Storytelling via Predicting Anchor Word E...	2020-01-13	-
12	SGVST	9.8	No	-	-	-
13	AREL-t-100	9.4	No	No Metrics Are Perfect: Adversarial Reward Learn...	2018-04-24	Code
14	TAVST (RL)	9.2	No	Keep it Consistent: Topic-Aware Storytelling fro...	2019-11-11	-
15	AREL	9.1	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code
16	VSCMR	9	No	Informative Visual Storytelling with Cross-modal...	2019-07-07	Code
17	GAN	9	No	No Metrics Are Perfect: Adversarial Reward Learn...	2018-04-24	Code
18	XE-ss	8.7	No	No Metrics Are Perfect: Adversarial Reward Learn...	2018-04-24	Code
19	SGEmb	8.6	No	-	-	-
20	ReCo-RL	8.6	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code
21	BERT-hLSTMs	8.37	No	BERT-hLSTMs: BERT and Hierarchical LSTMs for Vis...	2020-12-03	-
22	TAPM (no V&L)	8.3	No	-	-	-
23	hLSTMs	7.98	No	BERT-hLSTMs: BERT and Hierarchical LSTMs for Vis...	2020-12-03	-
24	h-attn-rank	7.38	No	Hierarchically-Attentive RNN for Album Summariza...	2017-08-09	-
25	MLE	7.2	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code
26	BLEU-RL	6.7	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code
27	HSRL	5.9	No	What Makes A Good Story? Designing Composite Rew...	2019-09-11	Code
28	CST	5.1	No	Contextualize, Show and Tell: A Neural Visual St...	2018-06-03	Code
29	ViT-model	4.4	No	Vision Transformer Based Model for Describing a ...	2022-10-06	-

#1HEGR
14.1
CIDEr· Extra Data
No paper
#2TAPM
13.8
CIDEr· Extra Data
No paper
#3K-Storyteller
12.1
CIDEr
No paperCode
#4AOG + ARS
12
CIDEr
No paper
#5CoVS
11.5
CIDEr
No paper
#6IRW
11
CIDEr
No paper
#7MCSM+RNNSOTA
11
CIDEr· 2021-02-05
Commonsense Knowledge Aware Concept Selection For Diverse and Informative Visual Storytelling
#8HSRL w/ Joint TrainingSOTA
10.71
CIDEr· 2018-05-21
Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story Generation
#9SentiStory
10.1
CIDEr
No paper
#10INet
10
CIDEr· 2020-02-03
Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling
#11StoryAnchor: w/ Predicted Nouns
9.9
CIDEr· 2020-01-13
Visual Storytelling via Predicting Anchor Word Embeddings in the Stories
#12SGVST
9.8
CIDEr
No paper
#13AREL-t-100SOTA
9.4
CIDEr· 2018-04-24
No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling Code
#14TAVST (RL)
9.2
CIDEr· 2019-11-11
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication
#15AREL
9.1
CIDEr· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code
#16VSCMR
9
CIDEr· 2019-07-07
Informative Visual Storytelling with Cross-modal Rules Code
#17GAN
9
CIDEr· 2018-04-24
No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling Code
#18XE-ss
8.7
CIDEr· 2018-04-24
No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling Code
#19SGEmb
8.6
CIDEr
No paper
#20ReCo-RL
8.6
CIDEr· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code
#21BERT-hLSTMs
8.37
CIDEr· 2020-12-03
BERT-hLSTMs: BERT and Hierarchical LSTMs for Visual Storytelling
#22TAPM (no V&L)
8.3
CIDEr
No paper
#23hLSTMs
7.98
CIDEr· 2020-12-03
BERT-hLSTMs: BERT and Hierarchical LSTMs for Visual Storytelling
#24h-attn-rankSOTA
7.38
CIDEr· 2017-08-09
Hierarchically-Attentive RNN for Album Summarization and Storytelling
#25MLE
7.2
CIDEr· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code
#26BLEU-RL
6.7
CIDEr· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code
#27HSRL
5.9
CIDEr· 2019-09-11
What Makes A Good Story? Designing Composite Rewards for Visual Storytelling Code
#28CST
5.1
CIDEr· 2018-06-03
Contextualize, Show and Tell: A Neural Visual Storyteller Code
#29ViT-model
4.4
CIDEr· 2022-10-06
Vision Transformer Based Model for Describing a Set of Images as a Story