Text-based Person Retrieval

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

14 shown of 14 papers with code (26 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.

• PGDS: Pose-Guidance Deep Supervision for Mitigating Clothes-Changing in Person Re-Identification
  9 Dec 2023 2 repositories listed
  Person Re-Identification (Re-ID) task seeks to enhance the tracking of multiple individuals by surveillance cameras.
• CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person Retrieval
  26 Apr 2025 1 repository listed
  Due to the high cost of annotation and privacy protection, researchers resort to synthesized data for the paradigm of pretraining and fine-tuning.
• UP-Person: Unified Parameter-Efficient Transfer Learning for Text-based Person Retrieval
  14 Apr 2025 1 repository listed
  Text-based Person Retrieval (TPR) as a multi-modal task, which aims to retrieve the target person from a pool of candidate images given a text description, has recently garnered considerable attention due to the…
• An Empirical Study of Validating Synthetic Data for Text-Based Person Retrieval
  28 Mar 2025 1 repository listed
  (1) We propose an inter-class image generation pipeline, in which an automatic prompt construction strategy is introduced to guide generative Artificial Intelligence (AI) models in generating various inter-class images…
• UFineBench: Towards Text-based Person Retrieval with Ultra-fine Granularity
  6 Dec 2023 1 repository listed
  Firstly, we construct a new \textbf{dataset} named UFine6926.
• Automatic Synthetic Data and Fine-grained Adaptive Feature Alignment for Composed Person Retrieval
  25 Nov 2023 1 repository listed
  To 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.
• CLIP-based Synergistic Knowledge Transfer for Text-based Person Retrieval
  18 Sep 2023 1 repository listed
  Text-based Person Retrieval (TPR) aims to retrieve the target person images given a textual query.
• Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark
  5 Jun 2023 1 repository listed Syntology ran 6 of 12 samples · 6 unverified
  To verify the feasibility of learning from the generated data, we develop a new joint Attribute Prompt Learning and Text Matching Learning (APTM) framework, considering the shared knowledge between attribute and text.
• PLIP: Language-Image Pre-training for Person Representation Learning
  15 May 2023 1 repository listed Syntology ran 0 of 9 samples · 9 unverified
  To address this issue, we propose a novel language-image pre-training framework for person representation learning, termed PLIP.
• Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval
  22 Mar 2023 1 repository listed Syntology ran 5 of 9 samples · 4 unverified
  To alleviate these issues, we present IRRA: a cross-modal Implicit Relation Reasoning and Aligning framework that learns relations between local visual-textual tokens and enhances global image-text matching without…
• A Simple and Robust Correlation Filtering Method for Text-based Person Search
  4 Nov 2022 1 repository listed
  Text-based person search aims to associate pedestrian images with natural language descriptions.
• See Finer, See More: Implicit Modality Alignment for Text-based Person Retrieval
  18 Aug 2022 1 repository listed
  To explore the fine-grained alignment, we further propose two implicit semantic alignment paradigms: multi-level alignment (MLA) and bidirectional mask modeling (BMM).
• Text-based Person Search in Full Images via Semantic-Driven Proposal Generation
  27 Sep 2021 1 repository listed
  Finding target persons in full scene images with a query of text description has important practical applications in intelligent video surveillance.
• DSSL: Deep Surroundings-person Separation Learning for Text-based Person Retrieval
  12 Sep 2021 1 repository listed
  Many previous methods on text-based person retrieval tasks are devoted to learning a latent common space mapping, with the purpose of extracting modality-invariant features from both visual and textual modality.

Syntology lines on 3 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.