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Generalized Referring Expression Comprehension
6 papers with code · 1 benchmark · 1 dataset archive 2025-07-28
Generalized Referring Expression Comprehension (GREC) allows expressions indicating any number of target objects. GREC takes an image and a referring expression as input, and requires bounding box(es) prediction of the target object(s).
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 |
|---|---|---|---|---|---|
| gRefCOCO (5 rows) | SimVG-DB | SimVG: A Simple Framework for Visual Grounding with Decoupled... | code | Syntology ran 7 of 8 samples · 1 unverified | 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
1 dataset 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.
Most implemented papers archive 2025-07-28
6 shown of 6 papers with code (7 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 Apr 2021 5 repositories listed Syntology ran 6 of 11 samples · 5 unverifiedWe also investigate the utility of our model as an object detector on a given label set when fine-tuned in a few-shot setting.
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19 Mar 2020 2 repositories listed Syntology ran 0 of 13 samples · 13 unverifiedIn addition, we address a key challenge in this multi-task setup, i.
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26 Sep 2024 1 repository listed Syntology ran 7 of 8 samples · 1 unverifiedVisual grounding is a common vision task that involves grounding descriptive sentences to the corresponding regions of an image.
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30 Aug 2023 1 repository listedThis dataset encompasses a range of expressions: those referring to multiple targets, expressions with no specific target, and the single-target expressions.
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12 Mar 2023 1 repository listed Syntology ran 3 of 4 samples · 1 unverifiedAll instance perception tasks aim at finding certain objects specified by some queries such as category names, language expressions, and target annotations, but this complete field has been split into multiple…
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12 Aug 2021 1 repository listedWe introduce transformer and multi-head attention to build a network with an encoder-decoder attention mechanism architecture that "queries" the given image with the language expression.
Syntology lines on 4 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.
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