Temporal sentence grounding in videos: A survey and future directions

H Zhang, A Sun, W **g, JT Zhou - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Temporal sentence grounding in videos (TSGV), aka, natural language video localization
(NLVL) or video moment retrieval (VMR), aims to retrieve a temporal moment that …

A survey on video moment localization

M Liu, L Nie, Y Wang, M Wang, Y Rui - ACM Computing Surveys, 2023 - dl.acm.org
Video moment localization, also known as video moment retrieval, aims to search a target
segment within a video described by a given natural language query. Beyond the task of …

Deconfounded video moment retrieval with causal intervention

X Yang, F Feng, W Ji, M Wang, TS Chua - Proceedings of the 44th …, 2021 - dl.acm.org
We tackle the task of video moment retrieval (VMR), which aims to localize a specific
moment in a video according to a textual query. Existing methods primarily model the …

Weakly supervised temporal sentence grounding with gaussian-based contrastive proposal learning

M Zheng, Y Huang, Q Chen… - Proceedings of the …, 2022 - openaccess.thecvf.com
Temporal sentence grounding aims to detect the most salient moment corresponding to the
natural language query from untrimmed videos. As labeling the temporal boundaries is labor …

G2l: Semantically aligned and uniform video grounding via geodesic and game theory

H Li, M Cao, X Cheng, Y Li, Z Zhu… - Proceedings of the …, 2023 - openaccess.thecvf.com
The recent video grounding works attempt to introduce vanilla contrastive learning into video
grounding. However, we claim that this naive solution is suboptimal. Contrastive learning …

Fast video moment retrieval

J Gao, C Xu - Proceedings of the IEEE/CVF International …, 2021 - openaccess.thecvf.com
This paper targets at fast video moment retrieval (fast VMR), aiming to localize the target
moment efficiently and accurately as queried by a given natural language sentence. We …

Winner: Weakly-supervised hierarchical decomposition and alignment for spatio-temporal video grounding

M Li, H Wang, W Zhang, J Miao… - Proceedings of the …, 2023 - openaccess.thecvf.com
Spatio-temporal video grounding aims to localize the aligned visual tube corresponding to a
language query. Existing techniques achieve such alignment by exploiting dense boundary …

Weakly supervised video moment localization with contrastive negative sample mining

M Zheng, Y Huang, Q Chen, Y Liu - … of the AAAI Conference on Artificial …, 2022 - ojs.aaai.org
Video moment localization aims at localizing the video segments which are most related to
the given free-form natural language query. The weakly supervised setting, where only …

Structured multi-level interaction network for video moment localization via language query

H Wang, ZJ Zha, L Li, D Liu… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
We address the problem of localizing a specific moment described by a natural language
query. Existing works interact the query with either video frame or moment proposal, and …

Multi-stage aggregated transformer network for temporal language localization in videos

M Zhang, Y Yang, X Chen, Y Ji, X Xu… - Proceedings of the …, 2021 - openaccess.thecvf.com
We address the problem of localizing a specific moment from an untrimmed video by a
language sentence query. Generally, previous methods mainly exist two problems that are …