{"url":"/task/person-search","name":"Person Search","slug":"person-search","description_markdown":"**Person Search** is a task which aims at matching a specific person among a great number of whole scene images.\n\n\n<span class=\"description-source\">Source: [Re-ID Driven Localization Refinement for Person Search ](https://arxiv.org/abs/1909.08580)</span>","categories":[{"name":"Computer Vision","url":"/area/computer-vision"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":139,"papers_with_code":59,"benchmarks":2,"benchmark_tables_in_archive":2,"benchmark_tables_shown":2,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":9,"subtasks":0,"parent_tasks":0},"benchmarks":[{"leaderboard":"/sota/person-search-on-cuhk-sysu","slug":"person-search-on-cuhk-sysu","dataset":"CUHK-SYSU","dataset_url":"/dataset/cuhk-sysu","rows_in_archive":16,"metrics":["MAP","Top-1"],"first_row_in_archive_order":{"model":"SeqNeXt+GFN","paper_title":"Gallery Filter Network for Person Search","paper_url":"/paper/gallery-filter-network-for-person-search","paper_date":"2022-10-24","arxiv_id":"2210.12903","code_links":[{"title":"lukejaffe/gfn","url":"https://github.com/lukejaffe/gfn"}],"syntology":null}},{"leaderboard":"/sota/person-search-on-prw","slug":"person-search-on-prw","dataset":"PRW","dataset_url":"/dataset/prw","rows_in_archive":15,"metrics":["mAP","Top-1"],"first_row_in_archive_order":{"model":"SPNet","paper_title":"Swap Path Network for Robust Person Search Pre-training","paper_url":"/paper/swap-path-network-for-robust-person-search","paper_date":"2024-12-06","arxiv_id":"2412.05433","code_links":[{"title":"llnl/spnet","url":"https://github.com/llnl/spnet"}],"syntology":null}}],"datasets":[{"url":"/dataset/cuhk-sysu","name":"CUHK-SYSU","full_name":"CUHK-SYSU Person Search Dataset","num_papers_in_archive":100},{"url":"/dataset/prw","name":"PRW","full_name":"Person Re-identification in the Wild","num_papers_in_archive":77},{"url":"/dataset/movienet","name":"MovieNet","full_name":"MovieNet","num_papers_in_archive":54},{"url":"/dataset/icfg-pedes","name":"ICFG-PEDES","full_name":"Identity-Centric and Fine-Grained Person Description Dataset","num_papers_in_archive":16},{"url":"/dataset/market1501-attributes","name":"Market1501-Attributes","full_name":"Market1501-Attributes","num_papers_in_archive":5},{"url":"/dataset/p-destre","name":"P-DESTRE","full_name":"","num_papers_in_archive":5},{"url":"/dataset/dukemtmc-attribute","name":"DukeMTMC-attribute","full_name":"DukeMTMC-attribute","num_papers_in_archive":4},{"url":"/dataset/cuhk-qa","name":"CUHK-QA","full_name":"","num_papers_in_archive":1},{"url":"/dataset/xkcdcolors","name":"XKCDColors","full_name":null,"num_papers_in_archive":1}],"subtasks":[],"parent_tasks":[],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":30,"of":59,"tagged_in_all":139,"items":[{"url":"/paper/beyond-appearance-a-semantic-controllable","title":"Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks","date":"2023-03-30","arxiv_id":"2303.17602","repositories_listed":4,"syntology":{"n":2,"n_ran":1,"n_unverified":1,"n_pointer_only":1}},{"url":"/paper/efficient-person-search-an-anchor-free","title":"Efficient Person Search: An Anchor-Free Approach","date":"2021-09-01","arxiv_id":"2109.00211","repositories_listed":4,"syntology":null},{"url":"/paper/exploring-visual-context-for-weakly","title":"Exploring Visual Context for Weakly Supervised Person Search","date":"2021-06-19","arxiv_id":"2106.10506","repositories_listed":3,"syntology":null},{"url":"/paper/domain-adaptive-person-search","title":"Domain Adaptive Person Search","date":"2022-07-25","arxiv_id":"2207.11898","repositories_listed":2,"syntology":{"n":7,"n_ran":5,"n_unverified":2,"n_pointer_only":7}},{"url":"/paper/vitaa-visual-textual-attributes-alignment-in","title":"ViTAA: Visual-Textual Attributes Alignment in Person Search by Natural Language","date":"2020-05-15","arxiv_id":"2005.07327","repositories_listed":2,"syntology":null},{"url":"/paper/person-search-in-videos-with-one-portrait","title":"Person Search in Videos with One Portrait Through Visual and Temporal Links","date":"2018-07-27","arxiv_id":"1807.10510","repositories_listed":2,"syntology":null},{"url":"/paper/joint-detection-and-identification-feature","title":"Joint Detection and Identification Feature Learning for Person Search","date":"2016-04-07","arxiv_id":"1604.01850","repositories_listed":2,"syntology":null},{"url":"/paper/secap-self-calibrating-and-adaptive-prompts","title":"SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground Networks","date":"2025-03-10","arxiv_id":"2503.06965","repositories_listed":1,"syntology":{"n":14,"n_ran":9,"n_unverified":5,"n_pointer_only":14}},{"url":"/paper/enhancing-visual-representation-for-text","title":"Enhancing Visual Representation for Text-based Person Searching","date":"2024-12-30","arxiv_id":"2412.20646","repositories_listed":1,"syntology":null},{"url":"/paper/unsupervised-domain-adaptive-person-search","title":"Unsupervised Domain Adaptive Person Search via Dual Self-Calibration","date":"2024-12-21","arxiv_id":"2412.16506","repositories_listed":1,"syntology":null},{"url":"/paper/psych-occlusion-using-visual-psychophysics","title":"Psych-Occlusion: Using Visual Psychophysics for Aerial Detection of Occluded Persons during Search and Rescue","date":"2024-12-07","arxiv_id":"2412.05553","repositories_listed":1,"syntology":null},{"url":"/paper/swap-path-network-for-robust-person-search","title":"Swap Path Network for Robust Person Search Pre-training","date":"2024-12-06","arxiv_id":"2412.05433","repositories_listed":1,"syntology":null},{"url":"/paper/beyond-walking-a-large-scale-image-text","title":"Beyond Walking: A Large-Scale Image-Text Benchmark for Text-based Person Anomaly Search","date":"2024-11-26","arxiv_id":"2411.17776","repositories_listed":1,"syntology":null},{"url":"/paper/prompting-continual-person-search","title":"Prompting Continual Person Search","date":"2024-10-25","arxiv_id":"2410.19239","repositories_listed":1,"syntology":null},{"url":"/paper/mars-paying-more-attention-to-visual","title":"MARS: Paying more attention to visual attributes for text-based person search","date":"2024-07-05","arxiv_id":"2407.04287","repositories_listed":1,"syntology":null},{"url":"/paper/fast-one-stage-unsupervised-domain-adaptive","title":"Fast One-Stage Unsupervised Domain Adaptive Person Search","date":"2024-05-05","arxiv_id":"2405.02832","repositories_listed":1,"syntology":{"n":9,"n_ran":5,"n_unverified":4,"n_pointer_only":9}},{"url":"/paper/from-data-deluge-to-data-curation-a-filtering","title":"From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person Search","date":"2024-04-16","arxiv_id":"2404.10292","repositories_listed":1,"syntology":null},{"url":"/paper/divide-and-conquer-hybrid-pre-training-for","title":"Divide and Conquer: Hybrid Pre-training for Person Search","date":"2023-12-13","arxiv_id":"2312.07970","repositories_listed":1,"syntology":null},{"url":"/paper/contrastive-transformer-learning-with","title":"Contrastive Transformer Learning with Proximity Data Generation for Text-Based Person Search","date":"2023-11-15","arxiv_id":"2311.09084","repositories_listed":1,"syntology":{"n":7,"n_ran":7,"n_unverified":0,"n_pointer_only":7}},{"url":"/paper/ddam-ps-diligent-domain-adaptive-mixer-for","title":"DDAM-PS: Diligent Domain Adaptive Mixer for Person Search","date":"2023-10-31","arxiv_id":"2310.20706","repositories_listed":1,"syntology":null},{"url":"/paper/ground-to-aerial-person-search-benchmark","title":"Ground-to-Aerial Person Search: Benchmark Dataset and Approach","date":"2023-08-24","arxiv_id":"2308.12712","repositories_listed":1,"syntology":null},{"url":"/paper/an-empirical-study-of-clip-for-text-based","title":"An Empirical Study of CLIP for Text-based Person Search","date":"2023-08-19","arxiv_id":"2308.10045","repositories_listed":1,"syntology":null},{"url":"/paper/learning-scene-pedestrian-graph-for-end-to","title":"Learning Scene-Pedestrian Graph for End to end Person Search","date":"2023-08-09","arxiv_id":null,"repositories_listed":1,"syntology":null},{"url":"/paper/domain-adaptive-person-search-via-gan-based","title":"Domain Adaptive Person Search via GAN-based Scene Synthesis for Cross-scene Videos","date":"2023-08-08","arxiv_id":"2308.04322","repositories_listed":1,"syntology":null},{"url":"/paper/rasa-relation-and-sensitivity-aware","title":"RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search","date":"2023-05-23","arxiv_id":"2305.13653","repositories_listed":1,"syntology":{"n":7,"n_ran":3,"n_unverified":4,"n_pointer_only":0}},{"url":"/paper/learning-transferable-pedestrian","title":"Learning Transferable Pedestrian Representation from Multimodal Information Supervision","date":"2023-04-12","arxiv_id":"2304.05554","repositories_listed":1,"syntology":null},{"url":"/paper/deep-intra-image-contrastive-learning-for","title":"Deep Intra-Image Contrastive Learning for Weakly Supervised One-Step Person Search","date":"2023-02-09","arxiv_id":"2302.04607","repositories_listed":1,"syntology":null},{"url":"/paper/asymmetric-cross-scale-alignment-for-text","title":"Asymmetric Cross-Scale Alignment for Text-Based Person Search","date":"2022-11-26","arxiv_id":"2212.11958","repositories_listed":1,"syntology":null},{"url":"/paper/person-text-image-matching-via-text-featur","title":"Person Text-Image Matching via Text-Feature Interpretability Embedding and External Attack Node Implantation","date":"2022-11-16","arxiv_id":"2211.08657","repositories_listed":1,"syntology":null},{"url":"/paper/a-simple-and-robust-correlation-filtering","title":"A Simple and Robust Correlation Filtering Method for Text-based Person Search","date":"2022-11-04","arxiv_id":null,"repositories_listed":1,"syntology":null}],"syntology_records":6,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}