| SA-Person: Text-Based Person Retrieval with Scene-aware Re-ranking | May 30, 2025 | Cross-Modal RetrievalPerson Retrieval | —Unverified | 0 |
| CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person Retrieval | Apr 26, 2025 | Meta-LearningPerson Retrieval | CodeCode Available | 1 |
| UP-Person: Unified Parameter-Efficient Transfer Learning for Text-based Person Retrieval | Apr 14, 2025 | Person RetrievalRetrieval | CodeCode Available | 0 |
| An Empirical Study of Validating Synthetic Data for Text-Based Person Retrieval | Mar 28, 2025 | Image AugmentationImage Generation | CodeCode Available | 0 |
| Chat-based Person Retrieval via Dialogue-Refined Cross-Modal Alignment | Jan 1, 2025 | Attributecross-modal alignment | —Unverified | 0 |
| Multi-path Exploration and Feedback Adjustment for Text-to-Image Person Retrieval | Oct 26, 2024 | cross-modal alignmentPerson Retrieval | —Unverified | 0 |
| MARS: Paying more attention to visual attributes for text-based person search | Jul 5, 2024 | AttributePerson Re-Identification | CodeCode Available | 1 |
| Beat: Bi-directional One-to-Many Embedding Alignment for Text-based Person Retrieval | Jun 9, 2024 | Image-text RetrievalPerson Retrieval | —Unverified | 0 |
| Data Augmentation for Text-based Person Retrieval Using Large Language Models | May 20, 2024 | Data AugmentationPerson Retrieval | —Unverified | 0 |
| DualFocus: Integrating Plausible Descriptions in Text-based Person Re-identification | May 13, 2024 | AttributePerson Re-Identification | —Unverified | 0 |
| From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person Search | Apr 16, 2024 | Person SearchText based Person Retrieval | CodeCode Available | 0 |
| Prototype-Guided Text-based Person Search based on Rich Chinese Descriptions | Dec 22, 2023 | Human DetectionPerson Retrieval | —Unverified | 0 |
| PGDS: Pose-Guidance Deep Supervision for Mitigating Clothes-Changing in Person Re-Identification | Dec 9, 2023 | Clothes Changing Person Re-IdentificationPerson Re-Identification | CodeCode Available | 0 |
| UFineBench: Towards Text-based Person Retrieval with Ultra-fine Granularity | Dec 6, 2023 | Person RetrievalRetrieval | CodeCode Available | 1 |
| Cross-Modal Adaptive Dual Association for Text-to-Image Person Retrieval | Dec 4, 2023 | AttributeCross-Modal Person Re-Identification | —Unverified | 0 |
| Automatic Synthetic Data and Fine-grained Adaptive Feature Alignment for Composed Person Retrieval | Nov 25, 2023 | Image GenerationPerson Retrieval | CodeCode Available | 1 |
| VGSG: Vision-Guided Semantic-Group Network for Text-based Person Search | Nov 13, 2023 | Person SearchText based Person Retrieval | —Unverified | 0 |
| CLIP-based Synergistic Knowledge Transfer for Text-based Person Retrieval | Sep 18, 2023 | Image to textPerson Retrieval | CodeCode Available | 0 |
| An Empirical Study of CLIP for Text-based Person Search | Aug 19, 2023 | Cross-Modal RetrievalData Augmentation | CodeCode Available | 1 |
| Noisy-Correspondence Learning for Text-to-Image Person Re-identification | Aug 19, 2023 | Person Re-IdentificationText based Person Retrieval | CodeCode Available | 1 |
| TVPR: Text-to-Video Person Retrieval and a New Benchmark | Jul 14, 2023 | Person Re-IdentificationPerson Retrieval | —Unverified | 0 |
| Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark | Jun 5, 2023 | AttributeImage-text matching | CodeCode Available | 1 |
| RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search | May 23, 2023 | Person SearchRelation | CodeCode Available | 1 |
| PLIP: Language-Image Pre-training for Person Representation Learning | May 15, 2023 | AttributePedestrian Attribute Recognition | CodeCode Available | 1 |
| Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval | Mar 22, 2023 | Image-text matchingLanguage Modeling | CodeCode Available | 2 |
| A Simple and Robust Correlation Filtering Method for Text-based Person Search | Nov 4, 2022 | DenoisingPerson Search | CodeCode Available | 1 |
| CLIP-Driven Fine-grained Text-Image Person Re-identification | Oct 19, 2022 | cross-modal alignmentPerson Re-Identification | CodeCode Available | 1 |
| Look Before You Leap: Improving Text-based Person Retrieval by Learning A Consistent Cross-modal Common Manifold | Sep 13, 2022 | Person RetrievalRetrieval | —Unverified | 0 |
| CAIBC: Capturing All-round Information Beyond Color for Text-based Person Retrieval | Sep 13, 2022 | AllDecision Making | —Unverified | 0 |
| See Finer, See More: Implicit Modality Alignment for Text-based Person Retrieval | Aug 18, 2022 | Person RetrievalRetrieval | CodeCode Available | 1 |
| Learning Granularity-Unified Representations for Text-to-Image Person Re-identification | Jul 16, 2022 | Person Re-IdentificationText based Person Retrieval | CodeCode Available | 1 |
| Learning Semantic-Aligned Feature Representation for Text-based Person Search | Dec 13, 2021 | DiversityPerson Search | CodeCode Available | 1 |
| Text-Based Person Search with Limited Data | Oct 20, 2021 | BenchmarkingContrastive Learning | CodeCode Available | 1 |
| Text-based Person Search in Full Images via Semantic-Driven Proposal Generation | Sep 27, 2021 | Person SearchRetrieval | CodeCode Available | 0 |
| DSSL: Deep Surroundings-person Separation Learning for Text-based Person Retrieval | Sep 12, 2021 | Person RetrievalRetrieval | CodeCode Available | 1 |
| Semantically Self-Aligned Network for Text-to-Image Part-aware Person Re-identification | Jul 27, 2021 | Image RetrievalPerson Re-Identification | CodeCode Available | 1 |
| TIPCB: A Simple but Effective Part-based Convolutional Baseline for Text-based Person Search | May 25, 2021 | Image RetrievalPerson Search | CodeCode Available | 1 |
| AXM-Net: Implicit Cross-Modal Feature Alignment for Person Re-identification | Jan 19, 2021 | Cross-Modal Person Re-IdentificationCross-Modal Person Re-Identification | —Unverified | 0 |
| Contextual Non-Local Alignment over Full-Scale Representation for Text-Based Person Search | Jan 8, 2021 | DescriptiveSentence | CodeCode Available | 1 |
| Hierarchical Gumbel Attention Network for Text-based Person Search | Oct 10, 2020 | Image RetrievalImage to text | —Unverified | 0 |
| ViTAA: Visual-Textual Attributes Alignment in Person Search by Natural Language | May 15, 2020 | AttributeContrastive Learning | CodeCode Available | 1 |
| Text-based Person Search via Attribute-aided Matching | Mar 14, 2020 | AttributePerson Search | —Unverified | 0 |
| Improving Description-based Person Re-identification by Multi-granularity Image-text Alignments | Jun 23, 2019 | Image DescriptionPerson Re-Identification | —Unverified | 0 |
| Deep Cross-Modal Projection Learning for Image-Text Matching | Sep 1, 2018 | Cross-Modal RetrievalImage-text matching | CodeCode Available | 0 |
| Improving Deep Visual Representation for Person Re-identification by Global and Local Image-language Association | Aug 5, 2018 | Person Re-IdentificationText based Person Retrieval | —Unverified | 0 |
| Dual-Path Convolutional Image-Text Embeddings with Instance Loss | Nov 15, 2017 | Content-Based Image RetrievalCross-Modal Retrieval | CodeCode Available | 0 |
| Identity-Aware Textual-Visual Matching with Latent Co-attention | Aug 7, 2017 | SentenceText based Person Retrieval | —Unverified | 0 |
| Person Search with Natural Language Description | Feb 19, 2017 | AttributePerson Search | CodeCode Available | 0 |
| Generative One-Class Models for Text-based Person Retrieval in Forensic Applications | Nov 17, 2016 | Person RetrievalRetrieval | —Unverified | 0 |
