Browse State-of-the-Art › Zero-shot Composed Person Retrieval
Zero-shot Composed Person Retrieval
1 paper with code · 1 benchmark · 2 datasets archive 2025-07-28
The Zero-shot Composed Person Retrieval (ZS-CPR) task aims to jointly utilize visual and textual information for retrieving specific individuals. Traditional person retrieval methods, whether image-based or text-based, often struggle to effectively leverage both types of information, resulting in reduced accuracy. To address this, the Composed Person Retrieval (CPR) task is introduced, which combines image and text information for target person retrieval. However, supervised CPR methods require costly manual annotation datasets that are currently unavailable. To overcome this, the ZS-CPR task is proposed, which leverages existing domain-related data to solve the CPR problem without relying on expensive annotations.
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 |
|---|---|---|---|---|---|
| ITCPR dataset (2 rows) | FAFA | Automatic Synthetic Data and Fine-grained Adaptive Feature... | 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
1 shown of 1 paper with code (1 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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25 Nov 2023 1 repository listedTo address the above limitations, we propose a new Composed Person Retrieval (CPR) task, which combines visual and textual queries to identify individuals of interest from large-scale person image databases.
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