Nlp Based Person Retrival On Cuhk Pedes

Métriques

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mAP

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	Rank-1	Rank-10	Rank-5	mAP	Paper Title	Repository
CADA	78.37	94.58	91.57	68.87	Cross-Modal Adaptive Dual Association for Text-to-Image Person Retrieval	-
APTM	-	-	-	66.91	Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark
HGAN	-	-	-	-	Hierarchical Gumbel Attention Network for Text-based Person Search	-
VGSG (ViT-Base)	-	-	-	67.91	VGSG: Vision-Guided Semantic-Group Network for Text-based Person Search	-
MARS	-	-	-	71.71	MARS: Paying more attention to visual attributes for text-based person search
PLIP-RN50	-	-	-	-	PLIP: Language-Image Pre-training for Person Representation Learning
TIPCB	-	-	-	-	TIPCB: A Simple but Effective Part-based Convolutional Baseline for Text-based Person Search
SRCF	-	-	-	-	A Simple and Robust Correlation Filtering Method for Text-based Person Search
DSSL	-	-	-	-	DSSL: Deep Surroundings-person Separation Learning for Text-based Person Retrieval
SAF	-	-	-	-	Learning Semantic-Aligned Feature Representation for Text-based Person Search
NAFS	-	-	-	-	Contextual Non-Local Alignment over Full-Scale Representation for Text-Based Person Search
RaSa	-	-	-	69.38	RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search	-
RDE	-	-	-	67.56	Noisy-Correspondence Learning for Text-to-Image Person Re-identification
TextReID	-	-	-	60.08	Text-Based Person Search with Limited Data
SSAN	-	-	-	-	Semantically Self-Aligned Network for Text-to-Image Part-aware Person Re-identification
Filtering-WoRA(Small)	-	-	-	67.22	From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person Search	-
CMPM+CMPC	-	-	-	-	Deep Cross-Modal Projection Learning for Image-Text Matching	-
Dual Path	-	-	-	-	Dual-Path Convolutional Image-Text Embeddings with Instance Loss
IRRA	-	-	-	66.13	Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval	-
GLA	-	-	-	-	Improving Deep Visual Representation for Person Re-identification by Global and Local Image-language Association	-

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