CUHK-PEDES

Dataset Information
Modalities
Images, Texts
Introduced
2017
License
Unknown
Homepage

Overview

The CUHK-PEDES dataset is a caption-annotated pedestrian dataset. It contains 40,206 images over 13,003 persons. Images are collected from five existing person re-identification datasets, CUHK03, Market-1501, SSM, VIPER, and CUHK01 while each image is annotated with 2 text descriptions by crowd-sourcing workers. Sentences incorporate rich details about person appearances, actions, poses.

Source: MGD-GAN: Text-to-Pedestrian generation through Multi-Grained Discrimination
Image Source: https://www.researchgate.net/figure/Image-samples-in-three-datasets-For-MSCOCO-and-Flickr30k-dataset-we-view-every-image_fig2_321095980

Variants: CUHK-PEDES

Associated Benchmarks

This dataset is used in 3 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Text based Person Retrieval MARS MARS: Paying more attention to … 2024-07-05
Text based Person Retrieval WoRA From Data Deluge to Data … 2024-04-16
Text based Person Retrieval CADA Cross-Modal Adaptive Dual Association for … 2023-12-04
Text-based Person Retrieval with Noisy Correspondence RDE Noisy-Correspondence Learning for Text-to-Image Person … 2023-08-19
Text based Person Retrieval APTM Towards Unified Text-based Person Retrieval: … 2023-06-05
Text based Person Retrieval RaSa RaSa: Relation and Sensitivity Aware … 2023-05-23
Text-based Person Retrieval with Noisy Correspondence IRRA Cross-Modal Implicit Relation Reasoning and … 2023-03-22
Text-based Person Retrieval with Noisy Correspondence IVT See Finer, See More: Implicit … 2022-08-18
Text based Person Retrieval SAF Learning Semantic-Aligned Feature Representation for … 2021-12-13
Text based Person Retrieval TextReID Text-Based Person Search with Limited … 2021-10-20
Text based Person Retrieval DSSL DSSL: Deep Surroundings-person Separation Learning … 2021-09-12
Text-based Person Retrieval with Noisy Correspondence SSAN Semantically Self-Aligned Network for Text-to-Image … 2021-07-27
Text based Person Retrieval SSAN Semantically Self-Aligned Network for Text-to-Image … 2021-07-27
Text based Person Retrieval TIPCB TIPCB: A Simple but Effective … 2021-05-25
Text-based Person Retrieval with Noisy Correspondence CLIP-C Learning Transferable Visual Models From … 2021-02-26
Text based Person Retrieval AXM-Net AXM-Net: Implicit Cross-Modal Feature Alignment … 2021-01-19
Text based Person Retrieval NAFS Contextual Non-Local Alignment over Full-Scale … 2021-01-08
Text based Person Retrieval ViTAA ViTAA: Visual-Textual Attributes Alignment in … 2020-05-15
Text based Person Retrieval MIA Improving Description-based Person Re-identification by … 2019-06-23
Text based Person Retrieval GLA Improving Deep Visual Representation for … 2018-08-05

Research Papers

Recent papers with results on this dataset: