Text based Person Retrieval on ICFG-PEDES

Metric: R@5 (higher is better)

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#	Model↕	R@5▼	Extra Data	Paper	Date↕	Code
1	Filtering-WoRA(Small)	83.1	No	From Data Deluge to Data Curation: A Filtering-W...	2024-04-16	Code
2	RDE	82.47	Yes	Noisy-Correspondence Learning for Text-to-Image ...	2023-08-19	Code
3	MARS	81.47	No	MARS: Paying more attention to visual attributes...	2024-07-05	Code
4	PLIP-RN50	80.88	No	PLIP: Language-Image Pre-training for Person Rep...	2023-05-15	Code
5	RaSa	80.4	No	RaSa: Relation and Sensitivity Aware Representat...	2023-05-23	Code
6	TBPS-CLIP (ViT-B/16)	80.34	No	An Empirical Study of CLIP for Text-based Person...	2023-08-19	Code
7	IRRA	80.25	Yes	Cross-Modal Implicit Relation Reasoning and Alig...	2023-03-22	Code
8	VGSG (ViT-Base)	78.43	No	VGSG: Vision-Guided Semantic-Group Network for T...	2023-11-13	-

#1Filtering-WoRA(Small)SOTA
83.1
R@5· 2024-04-16
From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person Search Code
#2RDESOTA
82.47
R@5· Extra Data· 2023-08-19
Noisy-Correspondence Learning for Text-to-Image Person Re-identification Code
#3MARS
81.47
R@5· 2024-07-05
MARS: Paying more attention to visual attributes for text-based person search Code
#4PLIP-RN50SOTA
80.88
R@5· 2023-05-15
PLIP: Language-Image Pre-training for Person Representation Learning Code
#5RaSa
80.4
R@5· 2023-05-23
RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search Code
#6TBPS-CLIP (ViT-B/16)
80.34
R@5· 2023-08-19
An Empirical Study of CLIP for Text-based Person Search Code
#7IRRASOTA
80.25
R@5· Extra Data· 2023-03-22
Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval Code
#8VGSG (ViT-Base)
78.43
R@5· 2023-11-13
VGSG: Vision-Guided Semantic-Group Network for Text-based Person Search