Text based Person Retrieval on CUHK-PEDES

Metric: R@1 (higher is better)

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#	Model↕	R@1▼	Extra Data	Paper	Date↕	Code
1	MARS	77.62	No	MARS: Paying more attention to visual attributes...	2024-07-05	Code
2	APTM	76.53	Yes	Towards Unified Text-based Person Retrieval: A L...	2023-06-05	Code
3	RaSa	76.51	No	RaSa: Relation and Sensitivity Aware Representat...	2023-05-23	Code
4	WoRA	76.38	Yes	From Data Deluge to Data Curation: A Filtering-W...	2024-04-16	Code
5	SRCF	64.88	No	-	-	Code
6	LGUR	64.21	No	-	-	-
7	SAF	64.13	No	Learning Semantic-Aligned Feature Representation...	2021-12-13	Code
8	TextReID	64.08	Yes	Text-Based Person Search with Limited Data	2021-10-20	Code
9	TIPCB	63.63	No	TIPCB: A Simple but Effective Part-based Convolu...	2021-05-25	Code
10	AXM-Net	61.9	No	AXM-Net: Implicit Cross-Modal Feature Alignment ...	2021-01-19	-
11	SSAN	61.37	No	Semantically Self-Aligned Network for Text-to-Im...	2021-07-27	Code
12	DSSL	59.98	No	DSSL: Deep Surroundings-person Separation Learni...	2021-09-12	Code
13	NAFS	59.94	No	Contextual Non-Local Alignment over Full-Scale R...	2021-01-08	Code
14	HGAN	59	No	-	-	-
15	CMAAM	56.68	No	-	-	-
16	ViTAA	55.97	No	ViTAA: Visual-Textual Attributes Alignment in Pe...	2020-05-15	Code
17	MIA	53.1	No	Improving Description-based Person Re-identifica...	2019-06-23	-
18	CMPM+CMPC	49.37	No	-	-	Code
19	Dual Path	44.4	No	Dual-Path Convolutional Image-Text Embeddings wi...	2017-11-15	Code
20	GLA	43.58	No	Improving Deep Visual Representation for Person ...	2018-08-05	-

#1MARSSOTA
77.62
R@1· 2024-07-05
MARS: Paying more attention to visual attributes for text-based person search Code
#2APTMSOTA
76.53
R@1· Extra Data· 2023-06-05
Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark Code
#3RaSaSOTA
76.51
R@1· 2023-05-23
RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search Code
#4WoRA
76.38
R@1· Extra Data· 2024-04-16
From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person Search Code
#5SRCF
64.88
R@1
No paperCode
#6LGUR
64.21
R@1
No paper
#7SAFSOTA
64.13
R@1· 2021-12-13
Learning Semantic-Aligned Feature Representation for Text-based Person Search Code
#8TextReIDSOTA
64.08
R@1· Extra Data· 2021-10-20
Text-Based Person Search with Limited Data Code
#9TIPCBSOTA
63.63
R@1· 2021-05-25
TIPCB: A Simple but Effective Part-based Convolutional Baseline for Text-based Person Search Code
#10AXM-NetSOTA
61.9
R@1· 2021-01-19
AXM-Net: Implicit Cross-Modal Feature Alignment for Person Re-identification
#11SSAN
61.37
R@1· 2021-07-27
Semantically Self-Aligned Network for Text-to-Image Part-aware Person Re-identification Code
#12DSSL
59.98
R@1· 2021-09-12
DSSL: Deep Surroundings-person Separation Learning for Text-based Person Retrieval Code
#13NAFSSOTA
59.94
R@1· 2021-01-08
Contextual Non-Local Alignment over Full-Scale Representation for Text-Based Person Search Code
#14HGAN
59
R@1
No paper
#15CMAAM
56.68
R@1
No paper
#16ViTAASOTA
55.97
R@1· 2020-05-15
ViTAA: Visual-Textual Attributes Alignment in Person Search by Natural Language Code
#17MIASOTA
53.1
R@1· 2019-06-23
Improving Description-based Person Re-identification by Multi-granularity Image-text Alignments
#18CMPM+CMPC
49.37
R@1
No paperCode
#19Dual PathSOTA
44.4
R@1· 2017-11-15
Dual-Path Convolutional Image-Text Embeddings with Instance Loss Code
#20GLA
43.58
R@1· 2018-08-05
Improving Deep Visual Representation for Person Re-identification by Global and Local Image-language Association