Text based Person Search

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

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.

Most implemented papers archive 2025-07-28

18 shown of 18 papers with code (37 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.

• Learning Granularity-Unified Representations for Text-to-Image Person Re-identification
  16 Jul 2022 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  In PGU, we adopt a set of shared and learnable prototypes as the queries to extract diverse and semantically aligned features for both modalities in the granularity-unified feature space, which further promotes the ReID…
• Contextual Non-Local Alignment over Full-Scale Representation for Text-Based Person Search
  8 Jan 2021 2 repositories listed
  Secondly, a BERT with locality-constrained attention is proposed to obtain representations of descriptions at different scales.
• Enhancing Visual Representation for Text-based Person Searching
  30 Dec 2024 1 repository listed
  Prior works adopt image and text encoders pre-trained on unimodal data to extract global and local features from image and text respectively, and then global-local alignment is achieved explicitly.
• Beyond Walking: A Large-Scale Image-Text Benchmark for Text-based Person Anomaly Search
  26 Nov 2024 1 repository listed
  To enable the training and evaluation of this new task, we construct a large-scale image-text Pedestrian Anomaly Behavior (PAB) benchmark, featuring a broad spectrum of actions, e.
• MARS: Paying more attention to visual attributes for text-based person search
  5 Jul 2024 1 repository listed
  The task is that of retrieving one or more images of a specific individual based on a textual description.
• From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person Search
  16 Apr 2024 1 repository listed
  In text-based person search endeavors, data generation has emerged as a prevailing practice, addressing concerns over privacy preservation and the arduous task of manual annotation.
• Contrastive Transformer Learning with Proximity Data Generation for Text-Based Person Search
  15 Nov 2023 1 repository listed Syntology ran 7 of 7 samples · 0 unverified · 7 pointer-only (licence)
  Moreover, we propose a proximity data generation (PDG) module to automatically produce more diverse data for cross-modal training.
• An Empirical Study of CLIP for Text-based Person Search
  19 Aug 2023 1 repository listed
  TPBS, as a fine-grained cross-modal retrieval task, is also facing the rise of research on the CLIP-based TBPS.
• RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search
  23 May 2023 1 repository listed Syntology ran 3 of 7 samples · 4 unverified
  RA offsets the overfitting risk by introducing a novel positive relation detection task (i.
• Learning Transferable Pedestrian Representation from Multimodal Information Supervision
  12 Apr 2023 1 repository listed
  Recent researches on unsupervised person re-identification~(reID) have demonstrated that pre-training on unlabeled person images achieves superior performance on downstream reID tasks than pre-training on ImageNet.
• Asymmetric Cross-Scale Alignment for Text-Based Person Search
  26 Nov 2022 1 repository listed
  To implement this task, one needs to extract multi-scale features from both image and text domains, and then perform the cross-modal alignment.
• Person Text-Image Matching via Text-Feature Interpretability Embedding and External Attack Node Implantation
  16 Nov 2022 1 repository listed
  Specifically, we improve the interpretability of text features by providing them with consistent semantic information with image features to achieve the alignment of text and describe image region features.
• 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.
• CLIP-Driven Fine-grained Text-Image Person Re-identification
  19 Oct 2022 1 repository listed Syntology ran 10 of 12 samples · 2 unverified
  Secondly, cross-grained feature refinement (CFR) and fine-grained correspondence discovery (FCD) modules are proposed to establish the cross-grained and fine-grained interactions between modalities, which can filter out…
• Learning Semantic-Aligned Feature Representation for Text-based Person Search
  13 Dec 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  In this paper, we propose a semantic-aligned embedding method for text-based person search, in which the feature alignment across modalities is achieved by automatically learning the semantic-aligned visual features and…
• Text-Based Person Search with Limited Data
  20 Oct 2021 1 repository listed
  Firstly, to fully utilize the existing small-scale benchmarking datasets for more discriminative feature learning, we introduce a cross-modal momentum contrastive learning framework to enrich the training data for a…
• 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.
• TIPCB: A Simple but Effective Part-based Convolutional Baseline for Text-based Person Search
  25 May 2021 1 repository listed
  Text-based person search is a sub-task in the field of image retrieval, which aims to retrieve target person images according to a given textual description.

Syntology lines on 5 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.