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VIST

아카이브 평가 33건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
HEGR	BLEU-4 16.7 METEOR 37.8 CIDEr 14.1	Two Heads are Better Than One: Hypergraph-Enhanced Graph Reasoning for Visual Event Ratiocination 2021-07-18	연결 없음
IRW	BLEU-1 66.7 BLEU-2 41.6 BLEU-3 25.0 BLEU-4 15.4 METEOR 35.6 CIDEr 11.0 ROUGE-L 29.6	Imagine, Reason and Write: Visual Storytelling with Graph Knowledge and Relational Reasoning 2021-05-18	연결 없음
HBSG	BLEU-4 15.4 METEOR 36.5	Visual Storytelling with Hierarchical BERT Semantic Guidance 2022-01-10	연결 없음
CoVS	BLEU-1 67.5 BLEU-2 42.7 BLEU-3 25.3 BLEU-4 15.2 METEOR 36.5 CIDEr 11.5 ROUGE-L 30.8	Coherent Visual Storytelling via Parallel Top-Down Visual and Topic Attention 2022-08-17	연결 없음
SentiStory	BLEU-1 65.5 BLEU-2 40.7 BLEU-3 24.1 BLEU-4 14.8 METEOR 35.7 CIDEr 10.1 ROUGE-L 30.2	SentiStory: A Multi-Layered Sentiment-Aware Generative Model for Visual Storytelling 2022-06-16	연결 없음
SGEmb	BLEU-1 62.2 BLEU-2 38.7 BLEU-3 23.5 BLEU-4 14.8 METEOR 35.6 CIDEr 8.6 ROUGE-L 30.2	Diverse and Relevant Visual Storytelling with Scene Graph Embeddings 2020-11-01	연결 없음
INet	BLEU-1 64.4 BLEU-2 0.401 BLEU-3 23.9 BLEU-4 14.7 METEOR 35.6 CIDEr 10 ROUGE-L 29.7	Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling 2020-02-03	연결 없음
SGVST	BLEU-4 14.7 METEOR 35.8 CIDEr 9.8 ROUGE-L 29.9	Storytelling from an Image Stream Using Scene Graphs 2020-04-03	연결 없음
TAVST (RL)	BLEU-1 64.2 BLEU-2 39.6 BLEU-3 23.7 BLEU-4 14.6 METEOR 35.7 CIDEr 9.2 ROUGE-L 31	Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication 2019-11-11	연결 없음
BLEU-RL	BLEU-4 14.4 METEOR 35.2 CIDEr 6.7 ROUGE-L 30.1 SPICE 8.3	What Makes A Good Story? Designing Composite Rewards for Visual Storytelling 2019-09-11	코드 1
VSCMR	BLEU-1 63.8 BLEU-4 14.3 METEOR 35.5 CIDEr 9 ROUGE-L 30.2	Informative Visual Storytelling with Cross-modal Rules 2019-07-07	코드 1
MLE	BLEU-4 14.3 METEOR 34.8 CIDEr 7.2 ROUGE-L 30 SPICE 8.5	What Makes A Good Story? Designing Composite Rewards for Visual Storytelling 2019-09-11	코드 1
AREL-t-100	BLEU-1 63.8 BLEU-2 39.1 BLEU-3 23.2 BLEU-4 14.1 METEOR 35 CIDEr 9.4 ROUGE-L 29.5	No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling 2018-04-24	코드 1 · 코드 2
MemNet	BLEU-4 14.1 METEOR 35.5	Hierarchical memory decoder for visual narrating 2020-09-01	연결 없음
StoryAnchor: w/ Predicted Nouns	BLEU-1 65.1 BLEU-2 40.0 BLEU-3 23.4 BLEU-4 14 METEOR 35.5 CIDEr 9.9 ROUGE-L 30	Visual Storytelling via Predicting Anchor Word Embeddings in the Stories 2020-01-13	연결 없음
GAN	BLEU-1 62.8 BLEU-2 38.8 BLEU-3 23.0 BLEU-4 14 METEOR 35 CIDEr 9 ROUGE-L 29.5	No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling 2018-04-24	코드 1 · 코드 2
XE-ss	BLEU-1 62.3 BLEU-2 38.2 BLEU-3 22.5 BLEU-4 13.7 METEOR 34.8 CIDEr 8.7 ROUGE-L 29.7	No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling 2018-04-24	코드 1 · 코드 2
AREL	BLEU-4 13.6 METEOR 35.2 CIDEr 9.1 ROUGE-L 29.3 SPICE 8.9	What Makes A Good Story? Designing Composite Rewards for Visual Storytelling 2019-09-11	코드 1
MCSM+RNN	BLEU-3 23.1 BLEU-4 13 METEOR 36.1 CIDEr 11 ROUGE-L 30.7	Commonsense Knowledge Aware Concept Selection For Diverse and Informative Visual Storytelling 2021-02-05	연결 없음
AOG + ARS	BLEU-1 69 BLEU-2 44 BLEU-3 23.9 BLEU-4 12.9 METEOR 36.0 CIDEr 12.0 ROUGE-L 30.1	AOG-LSTM: An adaptive attention neural network for visual storytelling 2023-06-26	연결 없음
K-Storyteller	BLEU-4 12.8 METEOR 35.2 CIDEr 12.1 ROUGE-L 29.9	Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual Storytelling 2019-05-04	코드 1
CST	BLEU-1 60.1 BLEU-2 36.5 BLEU-3 21.1 BLEU-4 12.7 METEOR 34.4 CIDEr 5.1 ROUGE-L 29.2	Contextualize, Show and Tell: A Neural Visual Storyteller 2018-06-03	코드 1 · 코드 2
ReCo-RL	BLEU-4 12.4 METEOR 33.9 CIDEr 8.6 ROUGE-L 29.9 SPICE 8.3	What Makes A Good Story? Designing Composite Rewards for Visual Storytelling 2019-09-11	코드 1
HSRL w/ Joint Training	BLEU-4 12.32 METEOR 35.23 CIDEr 10.71 ROUGE-L 30.84 SPICE 12.97	Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story Generation 2018-05-21	연결 없음
ViT-model	BLEU-1 63 BLEU-2 37.5 BLEU-3 21.5 BLEU-4 12.3 METEOR 35.4 CIDEr 4.4 ROUGE-L 31	Vision Transformer Based Model for Describing a Set of Images as a Story 2022-10-06	연결 없음
HSRL	BLEU-4 9.8 METEOR 30.1 CIDEr 5.9 ROUGE-L 25.1 SPICE 7.5	What Makes A Good Story? Designing Composite Rewards for Visual Storytelling 2019-09-11	코드 1
PR-VIST	BLEU-4 7.65 METEOR 31.6 BLEURT 1.37 MLTD 45.79	Plot and Rework: Modeling Storylines for Visual Storytelling 2021-05-14	코드 1
TAPM	METEOR 37.2 CIDEr 13.8 ROUGE-L 33.1	Transitional Adaptation of Pretrained Models for Visual Storytelling 2021-06-19	연결 없음
BERT-hLSTMs	CIDEr 8.37	BERT-hLSTMs: BERT and Hierarchical LSTMs for Visual Storytelling 2020-12-03	연결 없음
TAPM (no V&L)	METEOR 34.1 CIDEr 8.3 ROUGE-L 30.2	Transitional Adaptation of Pretrained Models for Visual Storytelling 2021-06-19	연결 없음