Browse State-of-the-Art › Boundary Captioning
Boundary Captioning
4 papers with code · 1 benchmark · 2 datasets archive 2025-07-28
Provided with the timestamp of a boundary inside a video, the machine is required to generate sentences describing the status change at the boundary.
Description from the archive archive 2025-07-28.
Benchmarks archive 2025-07-28
1 leaderboard table shown for this task, 1 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.
| Dataset | Best model (first row in archive order) | Paper | Code | Syntology | Compare |
|---|---|---|---|---|---|
| Kinetics-GEB+ (1 row) | ActBERT-revised | GEB+: A Benchmark for Generic Event Boundary Captioning, Grounding... | code | — | Compare |
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
4 shown of 4 papers with code (4 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.
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17 Jun 2023 1 repository listedThis paper proposes an effective model LLMVA-GEBC (Large Language Model with Video Adapter for Generic Event Boundary Captioning): (1) We utilize a pretrained LLM for generating human-like captions with high quality.
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7 Jul 2022 1 repository listedThis paper describes our champion solution for the CVPR2022 Generic Event Boundary Captioning (GEBC) competition.
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3 Jul 2022 1 repository listedPrevious methods only process the information of a single boundary at a time, which lacks utilization of video context information.
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1 Apr 2022 1 repository listedIn this paper, we introduce a new dataset called Kinetic-GEB+.
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