RSTPReid

Real Scenario Text-based Person Re-identification

Dataset Information
Modalities
Images, Texts
Languages
English
Introduced
2021
License
MIT
Homepage
Official Website
Contents

Overview

RSTPReid contains 20505 images of 4,101 persons from 15 cameras. Each person has 5 corresponding images taken by different cameras with complex both indoor and outdoor scene transformations and backgrounds in various periods of time, which makes RSTPReid much more challenging and more adaptable to real scenarios. Each image is annotated with 2 textual descriptions. For data division, 3701 (index < 18505), 200 (18505 <= index < 19505) and 200 (index >= 19505) identities are utilized for training, validation and testing, respectively (Marked by item 'split' in the JSON file). Each sentence is no shorter than 23 words.

Variants: RSTPReid

Associated Benchmarks

This dataset is used in 2 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 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 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 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 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 with Noisy Correspondence CLIP-C Learning Transferable Visual Models From … 2021-02-26

Research Papers

Recent papers with results on this dataset:

External Links: