Papers with Code · CC BY-SA 4.0

TvSum

아카이브 평가 21건 · 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
MAVS [DBLP:conf/mm/FengLKZ18]	F1-score (Canonical) 67.5	Supervised Video Summarization via Multiple Feature Sets with Parallel Attention 2021-04-23	코드 1 · 코드 2 · 코드 3
CLIP-It	F1-score (Canonical) 66.3 F1-score (Augmented) 69.0 Kendall's Tau 0.108 Spearman's Rho 0.147	CLIP-It! Language-Guided Video Summarization 2021-07-01	코드 1
re-SEQ2SEQ [DBLP:conf/eccv/ZhangGS18]	F1-score (Canonical) 63.9	Supervised Video Summarization via Multiple Feature Sets with Parallel Attention 2021-04-23	코드 1 · 코드 2 · 코드 3
MC-VSA [DBLP:journals/corr/abs-2006-01410]	F1-score (Canonical) 63.7	Supervised Video Summarization via Multiple Feature Sets with Parallel Attention 2021-04-23	코드 1 · 코드 2 · 코드 3
iPTNet	F1-score (Canonical) 63.4 F1-score (Augmented) 64.2 Kendall's Tau 0.134 Spearman's Rho 0.163	Joint Video Summarization and Moment Localization by Cross-Task Sample Transfer 2022-01-01	연결 없음
A2Summ	F1-score (Canonical) 63.4 Kendall's Tau 0.137 Spearman's Rho 0.165	Align and Attend: Multimodal Summarization with Dual Contrastive Losses 2023-03-13	코드 1 · 코드 2
RR-STG	F1-score (Canonical) 63.0 F1-score (Augmented) 63.6 Kendall's Tau 0.162 Spearman's Rho 0.212	Relational Reasoning Over Spatial-Temporal Graphs for Video Summarization 2022-04-06	연결 없음
PGL-SUM (maximum learning capacity)	F1-score (Canonical) 62.7	Combining Global and Local Attention with Positional Encoding for Video Summarization 2021-12-01	코드 1
DSNet	F1-score (Canonical) 62.1 F1-score (Augmented) 63.9	DSNet: A Flexible Detect-to-Summarize Network for Video Summarization 2020-12-01	코드 1
MSVA	F1-score (Canonical) 61.5 Kendall's Tau 0.190 Spearman's Rho 0.210	Supervised Video Summarization via Multiple Feature Sets with Parallel Attention 2021-04-23	코드 1 · 코드 2 · 코드 3
DMASum	F1-score (Canonical) 61.4 Kendall's Tau 0.203 Spearman's Rho 0.267	Query Twice: Dual Mixture Attention Meta Learning for Video Summarization 2020-08-19	연결 없음
PGL-SUM	F1-score (Canonical) 61.0 Kendall's Tau 0.157 Spearman's Rho 0.206	Combining Global and Local Attention with Positional Encoding for Video Summarization 2021-12-01	코드 1
M-AVS [DBLP:journals/corr/abs-1708-09545]	F1-score (Canonical) 61	Supervised Video Summarization via Multiple Feature Sets with Parallel Attention 2021-04-23	코드 1 · 코드 2 · 코드 3
VJMHT	F1-score (Canonical) 60.9 F1-score (Augmented) 61.9 Kendall's Tau 0.097 Spearman's Rho 0.105	Video Joint Modelling Based on Hierarchical Transformer for Co-summarization 2021-12-27	코드 1 · 코드 2
SSPVS(+Text)	F1-score (Canonical) 60.4 Kendall's Tau 0.181 Spearman's Rho 0.238	Progressive Video Summarization via Multimodal Self-supervised Learning 2022-01-07	코드 1 · 코드 2
SSPVS	F1-score (Canonical) 60.3 F1-score (Augmented) 61.8 Kendall's Tau 0.177 Spearman's Rho 0.233	Progressive Video Summarization via Multimodal Self-supervised Learning 2022-01-07	코드 1 · 코드 2
HMT	F1-score (Canonical) 60.1 F1-score (Augmented) 60.3 Kendall's Tau 0.096 Spearman's Rho 0.107	Hierarchical Multimodal Transformer to Summarize Videos 2021-09-22	연결 없음
VASNet [DBLP:conf/accv/FajtlSAMR18]	F1-score (Canonical) 59.8	Supervised Video Summarization via Multiple Feature Sets with Parallel Attention 2021-04-23	코드 1 · 코드 2 · 코드 3
CSNet	F1-score (Canonical) 58.5 F1-score (Augmented) 57.1	Discriminative Feature Learning for Unsupervised Video Summarization 2018-11-24	코드 1
DR-DSN	F1-score (Canonical) 58.1 F1-score (Augmented) 59.8	Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward 2017-12-29	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
CSTA	Kendall's Tau 0.194 Spearman's Rho 0.255	CSTA: CNN-based Spatiotemporal Attention for Video Summarization 2024-05-20	코드 1