Temporal Localization

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

2 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 76 papers with code (153 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• TALL: Temporal Activity Localization via Language Query
  5 May 2017 12 repositories listed
  For evaluation, we adopt TaCoS dataset, and build a new dataset for this task on top of Charades by adding sentence temporal annotations, called Charades-STA.
• MAC: Mining Activity Concepts for Language-based Temporal Localization
  21 Nov 2018 3 repositories listed
  Previous methods address the problem by considering features from video sliding windows and language queries and learning a subspace to encode their correlation, which ignore rich semantic cues about activities in…
• Weakly Supervised Action Localization by Sparse Temporal Pooling Network
  14 Dec 2017 3 repositories listed
  We propose a weakly supervised temporal action localization algorithm on untrimmed videos using convolutional neural networks.
• TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding
  4 Dec 2023 2 repositories listed Syntology ran 7 of 11 samples · 4 unverified
  This work proposes TimeChat, a time-sensitive multimodal large language model specifically designed for long video understanding.
• Egocentric Video-Language Pretraining
  3 Jun 2022 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 2 pointer-only (licence)
  Video-Language Pretraining (VLP), which aims to learn transferable representation to advance a wide range of video-text downstream tasks, has recently received increasing attention.
• Finding Moments in Video Collections Using Natural Language
  30 Jul 2019 2 repositories listed Syntology ran 0 of 11 samples · 11 unverified
  We evaluate our approach on two recently proposed datasets for temporal localization of moments in video with natural language (DiDeMo and Charades-STA) extended to our video corpus moment retrieval setting.
• Technical Report of the Video Event Reconstruction and Analysis (VERA) System -- Shooter Localization, Models, Interface, and Beyond
  26 May 2019 2 repositories listed
  Among other uses, VERA enables the localization of a shooter from just a few videos that include the sound of gunshots.
• Audio-Visual Event Localization in Unconstrained Videos
  23 Mar 2018 2 repositories listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  In this paper, we introduce a novel problem of audio-visual event localization in unconstrained videos.
• HACS: Human Action Clips and Segments Dataset for Recognition and Temporal Localization
  26 Dec 2017 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  This paper presents a new large-scale dataset for recognition and temporal localization of human actions collected from Web videos.
• Asynchronous Temporal Fields for Action Recognition
  19 Dec 2016 2 repositories listed
  Actions are more than just movements and trajectories: we cook to eat and we hold a cup to drink from it.
• VideoMolmo: Spatio-Temporal Grounding Meets Pointing
  5 Jun 2025 1 repository listed
  Current video-based approaches, while proficient in tracking, lack the sophisticated reasoning capabilities of large language models, limiting their contextual understanding and generalization.
• DisTime: Distribution-based Time Representation for Video Large Language Models
  30 May 2025 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Existing methods for temporal expression either conflate time with text-based numerical values, add a series of dedicated temporal tokens, or regress time using specialized temporal grounding heads.
• Transforming faces into video stories -- VideoFace2.0
  4 May 2025 1 repository listed
  Conducted experiments confirm applicability of the proposed face ReID algorithm that is combining the concepts of face detection, face recognition and passive tracking-by-detection in order to achieve robust and…
• MINERVA: Evaluating Complex Video Reasoning
  1 May 2025 1 repository listed
  To remedy this, we provide a new video reasoning dataset called MINERVA for modern multimodal models.
• Hierarchical and Multimodal Data for Daily Activity Understanding
  24 Apr 2025 1 repository listed
  To capture the complexity in human activities, DARai is annotated at three levels of hierarchy: (i) high-level activities (L1) that are independent tasks, (ii) lower-level actions (L2) that are patterns shared between…
• ATARS: An Aerial Traffic Atomic Activity Recognition and Temporal Segmentation Dataset
  24 Mar 2025 1 repository listed
  To bridge this gap, we introduce the Aerial Traffic Atomic Activity Recognition and Segmentation (ATARS) dataset, the first aerial dataset designed for multi-label atomic activity analysis.
• Adapting to the Unknown: Training-Free Audio-Visual Event Perception with Dynamic Thresholds
  17 Mar 2025 1 repository listed
  In the domain of audio-visual event perception, which focuses on the temporal localization and classification of events across distinct modalities (audio and visual), existing approaches are constrained by the…
• VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning
  17 Mar 2025 1 repository listed Syntology ran 3 of 4 samples · 1 unverified
  Videos, with their unique temporal dimension, demand precise grounded understanding, where answers are directly linked to visual, interpretable evidence.
• Crab: A Unified Audio-Visual Scene Understanding Model with Explicit Cooperation
  17 Mar 2025 1 repository listed
  Furthermore, we also visualize the process of explicit cooperation and surprisingly find that each LoRA head has certain audio-visual understanding ability.
• TimeLoc: A Unified End-to-End Framework for Precise Timestamp Localization in Long Videos
  9 Mar 2025 1 repository listed
  Temporal localization in untrimmed videos, which aims to identify specific timestamps, is crucial for video understanding but remains challenging.
• Weakly Supervised Multiple Instance Learning for Whale Call Detection and Temporal Localization in Long-Duration Passive Acoustic Monitoring
  28 Feb 2025 1 repository listed
  Marine ecosystem monitoring via Passive Acoustic Monitoring (PAM) generates vast data, but deep learning often requires precise annotations and short segments.
• Knowing Your Target: Target-Aware Transformer Makes Better Spatio-Temporal Video Grounding
  16 Feb 2025 1 repository listed
  Compared to existing methods leveraging zero-initialized queries, object queries in our TA-STVG, directly generated from a given video-text pair, naturally carry target-specific cues, making them adaptive and better…
• LLaVA-ST: A Multimodal Large Language Model for Fine-Grained Spatial-Temporal Understanding
  14 Jan 2025 1 repository listed Syntology ran 3 of 7 samples · 4 unverified
  Furthermore, we propose ST-Align dataset with 4.
• Do Current Video LLMs Have Strong OCR Abilities? A Preliminary Study
  29 Dec 2024 1 repository listed
  With the rise of multimodal large language models, accurately extracting and understanding textual information from video content, referred to as video based optical character recognition (Video OCR), has become a…
• TimeRefine: Temporal Grounding with Time Refining Video LLM
  12 Dec 2024 1 repository listed
  Recent work has focused on enabling Video LLMs to perform video temporal grounding via next-token prediction of temporal timestamps.
• TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability
  27 Nov 2024 1 repository listed
  Rapid development of large language models (LLMs) has significantly advanced multimodal large language models (LMMs), particularly in vision-language tasks.
• Number it: Temporal Grounding Videos like Flipping Manga
  15 Nov 2024 1 repository listed Syntology ran 1 of 11 samples · 10 unverified
  Video Large Language Models (Vid-LLMs) have made remarkable advancements in comprehending video content for QA dialogue.
• Training-free Video Temporal Grounding using Large-scale Pre-trained Models
  29 Aug 2024 1 repository listed
  In this paper, we propose a Training-Free Video Temporal Grounding (TFVTG) approach that leverages the ability of pre-trained large models.
• Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time
  1 Jul 2024 1 repository listed Syntology ran 8 of 12 samples · 4 unverified
  Leveraging Large Language Models' remarkable proficiency in text-based tasks, recent works on Multi-modal LLMs (MLLMs) extend them to other modalities like vision and audio.
• OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding
  11 Jun 2024 1 repository listed Syntology ran 10 of 16 samples · 6 unverified
  With approximately 285 hours of surgical videos, OphNet is about 20 times larger than the largest existing surgical workflow analysis benchmark.

Syntology lines on 11 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.