Text based Person Retrieval on ICFG-PEDES

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	MARS	44.93	No	MARS: Paying more attention to visual attributes...	2024-07-05	Code
2	Filtering-WoRA(Small)	42.6	No	From Data Deluge to Data Curation: A Filtering-W...	2024-04-16	Code
3	RaSa	41.29	No	RaSa: Relation and Sensitivity Aware Representat...	2023-05-23	Code
4	APTM	41.22	Yes	Towards Unified Text-based Person Retrieval: A L...	2023-06-05	Code
5	RDE	40.06	Yes	Noisy-Correspondence Learning for Text-to-Image ...	2023-08-19	Code
6	CADA	39.85	No	Cross-Modal Adaptive Dual Association for Text-t...	2023-12-04	-
7	TBPS-CLIP (ViT-B/16)	39.83	No	An Empirical Study of CLIP for Text-based Person...	2023-08-19	Code
8	IRRA	38.06	Yes	Cross-Modal Implicit Relation Reasoning and Alig...	2023-03-22	Code

#1MARSSOTA
44.93
mAP· 2024-07-05
MARS: Paying more attention to visual attributes for text-based person search Code
#2Filtering-WoRA(Small)SOTA
42.6
mAP· 2024-04-16
From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person Search Code
#3RaSaSOTA
41.29
mAP· 2023-05-23
RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search Code
#4APTM
41.22
mAP· Extra Data· 2023-06-05
Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark Code
#5RDE
40.06
mAP· Extra Data· 2023-08-19
Noisy-Correspondence Learning for Text-to-Image Person Re-identification Code
#6CADA
39.85
mAP· 2023-12-04
Cross-Modal Adaptive Dual Association for Text-to-Image Person Retrieval
#7TBPS-CLIP (ViT-B/16)
39.83
mAP· 2023-08-19
An Empirical Study of CLIP for Text-based Person Search Code
#8IRRASOTA
38.06
mAP· Extra Data· 2023-03-22
Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval Code