Browse State-of-the-Art › Video-Adverb Retrieval
Video-Adverb Retrieval
4 papers with code · 5 benchmarks · 5 datasets archive 2025-07-28
The bidirectional video-adverb retrieval task aims at retrieving adverbs that match an action in a video and vice versa.
Description from the archive archive 2025-07-28.
Benchmarks archive 2025-07-28
5 leaderboard tables shown for this task, 5 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 |
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| ActivityNet Adverbs (4 rows) | ReGaDa | Video-adverb retrieval with compositional adverb-action embeddings | code | — | Compare |
| AIR (4 rows) | ReGaDa | Video-adverb retrieval with compositional adverb-action embeddings | code | — | Compare |
| HowTo100M Adverbs (4 rows) | ReGaDa | Video-adverb retrieval with compositional adverb-action embeddings | code | — | Compare |
| MSR-VTT Adverbs (4 rows) | ReGaDa | Video-adverb retrieval with compositional adverb-action embeddings | code | — | Compare |
| VATEX Adverbs (4 rows) | ReGaDa | Video-adverb retrieval with compositional adverb-action embeddings | 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
5 datasets whose archive record lists this task, ordered by the archive's paper count.
Subtasks archive 2025-07-28
1 subtask 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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26 Sep 2023 1 repository listedWe propose a framework for video-to-adverb retrieval (and vice versa) that aligns video embeddings with their matching compositional adverb-action text embedding in a joint embedding space.
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27 Mar 2023 1 repository listedThe goal of this work is to understand the way actions are performed in videos.
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23 Mar 2022 1 repository listedWe aim to understand how actions are performed and identify subtle differences, such as 'fold firmly' vs.
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13 Dec 2019 1 repository listedWe present a method to learn a representation for adverbs from instructional videos using weak supervision from the accompanying narrations.
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