Generic Event Boundary Detection

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

12 shown of 12 papers with code (20 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.

• Progressive Attention on Multi-Level Dense Difference Maps for Generic Event Boundary Detection
  9 Dec 2021 3 repositories listed
  Generic event boundary detection is an important yet challenging task in video understanding, which aims at detecting the moments where humans naturally perceive event boundaries.
• Generic Event Boundary Detection: A Benchmark for Event Segmentation
  26 Jan 2021 2 repositories listed
  This paper presents a novel task together with a new benchmark for detecting generic, taxonomy-free event boundaries that segment a whole video into chunks.
• 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.
• Rethinking the Architecture Design for Efficient Generic Event Boundary Detection
  17 Jul 2024 1 repository listed Syntology ran 15 of 16 samples · 1 unverified · 16 pointer-only (licence)
  Generic event boundary detection (GEBD), inspired by human visual cognitive behaviors of consistently segmenting videos into meaningful temporal chunks, finds utility in various applications such as video editing and.
• Local Compressed Video Stream Learning for Generic Event Boundary Detection
  27 Sep 2023 1 repository listed
  Specifically, we use lightweight ConvNets to extract features of the P-frames in the GOPs and spatial-channel attention module (SCAM) is designed to refine the feature representations of the P-frames based on the…
• MAE-GEBD:Winning the CVPR'2023 LOVEU-GEBD Challenge
  27 Jun 2023 1 repository listed
  The Generic Event Boundary Detection (GEBD) task aims to build a model for segmenting videos into segments by detecting general event boundaries applicable to various classes.
• Generic Event Boundary Detection in Video with Pyramid Features
  11 Jan 2023 1 repository listed
  In this study, we present an approach that considers the correlation between neighbor frames with pyramid feature maps in both spatial and temporal dimensions to construct a framework for localizing generic events in…
• Motion Aware Self-Supervision for Generic Event Boundary Detection
  11 Oct 2022 1 repository listed
  In this work, we address this issue by revisiting a simple and effective self-supervised method and augment it with a differentiable motion feature learning module to tackle the spatial and temporal diversities in the…
• SC-Transformer++: Structured Context Transformer for Generic Event Boundary Detection
  25 Jun 2022 1 repository listed
  This report presents the algorithm used in the submission of Generic Event Boundary Detection (GEBD) Challenge at CVPR 2022.
• Masked Autoencoders for Generic Event Boundary Detection CVPR'2022 Kinetics-GEBD Challenge
  17 Jun 2022 1 repository listed
  In this paper, we apply Masked Autoencoders to improve algorithm performance on the GEBD tasks.
• Generic Event Boundary Detection Challenge at CVPR 2021 Technical Report: Cascaded Temporal Attention Network (CASTANET)
  1 Jul 2021 1 repository listed
  In this work, we design a Cascaded Temporal Attention Network (CASTANET) for GEBD, which is formed by three parts, the backbone network, the temporal attention module, and the classification module.
• Winning the CVPR'2021 Kinetics-GEBD Challenge: Contrastive Learning Approach
  22 Jun 2021 1 repository listed
  Generic Event Boundary Detection (GEBD) is a newly introduced task that aims to detect "general" event boundaries that correspond to natural human perception.

Syntology lines on 1 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.