ICFG-PEDES

Identity-Centric and Fine-Grained Person Description Dataset

Dataset Information
Modalities
Images, Texts
Languages
English
Introduced
2021
License
please email to [email protected] to obtain the database
Homepage
Official Website
Contents

Overview

One large-scale database for Text-to-Image Person Re-identification, i.e., Text-based Person Retrieval.

Compared with existing databases, ICFG-PEDES has three key advantages. First, its textual descriptions are identity-centric and fine-grained. Second, the images included in ICFG-PEDES are more challenging, containing more appearance variability due to the presence of complex backgrounds and variable illumination. Third, the scale of ICFG-PEDES is larger.

Variants: ICFG-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 Filtering-WoRA(Small) 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 VGSG (ViT-Base) VGSG: Vision-Guided Semantic-Group Network for … 2023-11-13
Text-based Person Retrieval with Noisy Correspondence RDE Noisy-Correspondence Learning for Text-to-Image Person … 2023-08-19
Text based Person Retrieval RDE Noisy-Correspondence Learning for Text-to-Image Person … 2023-08-19
Text based Person Retrieval TBPS-CLIP (ViT-B/16) An Empirical Study of CLIP … 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 PLIP-RN50 PLIP: Language-Image Pre-training for Person … 2023-05-15
Text based Person Retrieval IRRA Cross-Modal Implicit Relation Reasoning and … 2023-03-22
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 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
Image Retrieval SSAN Semantically Self-Aligned Network for Text-to-Image … 2021-07-27
Text-based Person Retrieval with Noisy Correspondence CLIP-C Learning Transferable Visual Models From … 2021-02-26

Research Papers

Recent papers with results on this dataset:

External Links: