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