Text based Person Retrieval on CUHK-PEDES

Metric: R@10 (higher is better)

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#	Model↕	R@10▼	Extra Data	Paper	Date↕	Code
1	MARS	94.27	No	MARS: Paying more attention to visual attributes...	2024-07-05	Code
2	RaSa	94.25	No	RaSa: Relation and Sensitivity Aware Representat...	2023-05-23	Code
3	APTM	94.15	Yes	Towards Unified Text-based Person Retrieval: A L...	2023-06-05	Code
4	WoRA	93.49	Yes	From Data Deluge to Data Curation: A Filtering-W...	2024-04-16	Code
5	TIPCB	89.01	No	TIPCB: A Simple but Effective Part-based Convolu...	2021-05-25	Code
6	SRCF	88.56	No	-	-	Code
7	SAF	88.4	No	Learning Semantic-Aligned Feature Representation...	2021-12-13	Code
8	TextReID	88.19	Yes	Text-Based Person Search with Limited Data	2021-10-20	Code
9	DSSL	87.56	No	DSSL: Deep Surroundings-person Separation Learni...	2021-09-12	Code
10	SSAN	86.73	No	Semantically Self-Aligned Network for Text-to-Im...	2021-07-27	Code
11	NAFS	86.7	No	Contextual Non-Local Alignment over Full-Scale R...	2021-01-08	Code
12	HGAN	86.62	No	-	-	-
13	AXM-Net	85.75	No	AXM-Net: Implicit Cross-Modal Feature Alignment ...	2021-01-19	-
14	CMAAM	84.86	No	-	-	-
15	ViTAA	83.52	No	ViTAA: Visual-Textual Attributes Alignment in Pe...	2020-05-15	Code
16	MIA	82.9	No	Improving Description-based Person Re-identifica...	2019-06-23	-
17	CMPM+CMPC	79.27	No	-	-	Code
18	GLA	76.26	No	Improving Deep Visual Representation for Person ...	2018-08-05	-
19	Dual Path	75.07	No	Dual-Path Convolutional Image-Text Embeddings wi...	2017-11-15	Code

#1MARSSOTA
94.27
R@10· 2024-07-05
MARS: Paying more attention to visual attributes for text-based person search Code
#2RaSaSOTA
94.25
R@10· 2023-05-23
RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search Code
#3APTM
94.15
R@10· Extra Data· 2023-06-05
Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark Code
#4WoRA
93.49
R@10· Extra Data· 2024-04-16
From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person Search Code
#5TIPCBSOTA
89.01
R@10· 2021-05-25
TIPCB: A Simple but Effective Part-based Convolutional Baseline for Text-based Person Search Code
#6SRCF
88.56
R@10
No paperCode
#7SAF
88.4
R@10· 2021-12-13
Learning Semantic-Aligned Feature Representation for Text-based Person Search Code
#8TextReID
88.19
R@10· Extra Data· 2021-10-20
Text-Based Person Search with Limited Data Code
#9DSSL
87.56
R@10· 2021-09-12
DSSL: Deep Surroundings-person Separation Learning for Text-based Person Retrieval Code
#10SSAN
86.73
R@10· 2021-07-27
Semantically Self-Aligned Network for Text-to-Image Part-aware Person Re-identification Code
#11NAFSSOTA
86.7
R@10· 2021-01-08
Contextual Non-Local Alignment over Full-Scale Representation for Text-Based Person Search Code
#12HGAN
86.62
R@10
No paper
#13AXM-Net
85.75
R@10· 2021-01-19
AXM-Net: Implicit Cross-Modal Feature Alignment for Person Re-identification
#14CMAAM
84.86
R@10
No paper
#15ViTAASOTA
83.52
R@10· 2020-05-15
ViTAA: Visual-Textual Attributes Alignment in Person Search by Natural Language Code
#16MIASOTA
82.9
R@10· 2019-06-23
Improving Description-based Person Re-identification by Multi-granularity Image-text Alignments
#17CMPM+CMPC
79.27
R@10
No paperCode
#18GLASOTA
76.26
R@10· 2018-08-05
Improving Deep Visual Representation for Person Re-identification by Global and Local Image-language Association
#19Dual PathSOTA
75.07
R@10· 2017-11-15
Dual-Path Convolutional Image-Text Embeddings with Instance Loss Code