Text based Person Retrieval on CUHK-PEDES

Metric: R@5 (higher is better)

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#	Model↕	R@5▼	Extra Data	Paper	Date↕	Code
1	MARS	90.63	No	MARS: Paying more attention to visual attributes...	2024-07-05	Code
2	RaSa	90.29	No	RaSa: Relation and Sensitivity Aware Representat...	2023-05-23	Code
3	APTM	90.04	Yes	Towards Unified Text-based Person Retrieval: A L...	2023-06-05	Code
4	WoRA	89.72	Yes	From Data Deluge to Data Curation: A Filtering-W...	2024-04-16	Code
5	SRCF	83.02	No	-	-	Code
6	TIPCB	82.82	No	TIPCB: A Simple but Effective Part-based Convolu...	2021-05-25	Code
7	SAF	82.62	No	Learning Semantic-Aligned Feature Representation...	2021-12-13	Code
8	TextReID	81.73	Yes	Text-Based Person Search with Limited Data	2021-10-20	Code
9	DSSL	80.41	No	DSSL: Deep Surroundings-person Separation Learni...	2021-09-12	Code
10	SSAN	80.15	No	Semantically Self-Aligned Network for Text-to-Im...	2021-07-27	Code
11	NAFS	79.86	No	Contextual Non-Local Alignment over Full-Scale R...	2021-01-08	Code
12	HGAN	79.49	No	-	-	-
13	AXM-Net	79.4	No	AXM-Net: Implicit Cross-Modal Feature Alignment ...	2021-01-19	-
14	CMAAM	77.18	No	-	-	-
15	ViTAA	75.84	No	ViTAA: Visual-Textual Attributes Alignment in Pe...	2020-05-15	Code
16	MIA	75	No	Improving Description-based Person Re-identifica...	2019-06-23	-
17	GLA	66.93	No	Improving Deep Visual Representation for Person ...	2018-08-05	-
18	Dual Path	66.26	No	Dual-Path Convolutional Image-Text Embeddings wi...	2017-11-15	Code

#1MARSSOTA
90.63
R@5· 2024-07-05
MARS: Paying more attention to visual attributes for text-based person search Code
#2RaSaSOTA
90.29
R@5· 2023-05-23
RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search Code
#3APTM
90.04
R@5· Extra Data· 2023-06-05
Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark Code
#4WoRA
89.72
R@5· Extra Data· 2024-04-16
From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person Search Code
#5SRCF
83.02
R@5
No paperCode
#6TIPCBSOTA
82.82
R@5· 2021-05-25
TIPCB: A Simple but Effective Part-based Convolutional Baseline for Text-based Person Search Code
#7SAF
82.62
R@5· 2021-12-13
Learning Semantic-Aligned Feature Representation for Text-based Person Search Code
#8TextReID
81.73
R@5· Extra Data· 2021-10-20
Text-Based Person Search with Limited Data Code
#9DSSL
80.41
R@5· 2021-09-12
DSSL: Deep Surroundings-person Separation Learning for Text-based Person Retrieval Code
#10SSAN
80.15
R@5· 2021-07-27
Semantically Self-Aligned Network for Text-to-Image Part-aware Person Re-identification Code
#11NAFSSOTA
79.86
R@5· 2021-01-08
Contextual Non-Local Alignment over Full-Scale Representation for Text-Based Person Search Code
#12HGAN
79.49
R@5
No paper
#13AXM-Net
79.4
R@5· 2021-01-19
AXM-Net: Implicit Cross-Modal Feature Alignment for Person Re-identification
#14CMAAM
77.18
R@5
No paper
#15ViTAASOTA
75.84
R@5· 2020-05-15
ViTAA: Visual-Textual Attributes Alignment in Person Search by Natural Language Code
#16MIASOTA
75
R@5· 2019-06-23
Improving Description-based Person Re-identification by Multi-granularity Image-text Alignments
#17GLASOTA
66.93
R@5· 2018-08-05
Improving Deep Visual Representation for Person Re-identification by Global and Local Image-language Association
#18Dual PathSOTA
66.26
R@5· 2017-11-15
Dual-Path Convolutional Image-Text Embeddings with Instance Loss Code