SOTAVerified

Person Search

Person Search is a task which aims at matching a specific person among a great number of whole scene images.

Source: Re-ID Driven Localization Refinement for Person Search

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 139 papers

TitleStatusHype
DMRNet++: Learning Discriminative Features with Decoupled Networks and Enriched Pairs for One-Step Person Search—0
Sequential Transformer for End-to-End Person Search—0
A Simple and Robust Correlation Filtering Method for Text-based Person SearchCode1
Gallery Filter Network for Person SearchCode1
PS-ARM: An End-to-End Attention-aware Relation Mixer Network for Person SearchCode1
Grouped Adaptive Loss Weighting for Person Search—0
Query-Guided Networks for Few-shot Fine-grained Classification and Person Search—0
Image-Specific Information Suppression and Implicit Local Alignment for Text-based Person Search—0
Domain Adaptive Person SearchCode1
OIMNet++: Prototypical Normalization and Localization-aware Learning for Person SearchCode1
Context-Aware Feature Learning for Noise Robust Person SearchCode0
PSTR: End-to-End One-Step Person Search With TransformersCode1
CGUA: Context-Guided and Unpaired-Assisted Weakly Supervised Person Search—0
Cascade Transformers for End-to-End Person SearchCode1
Describe me if you can! Characterized Instance-level Human Parsing—0
End-to-end Person Search Sequentially Trained on Aggregated Dataset—0
PoseTrack21: A Dataset for Person Search, Multi-Object Tracking and Multi-Person Pose TrackingCode1
Id-Free Person Similarity Learning—0
Learning Semantic-Aligned Feature Representation for Text-based Person SearchCode1
MovieNet-PS: A Large-Scale Person Search Dataset in the WildCode1
Subtask-dominated Transfer Learning for Long-tail Person Search—0
Learning Context-Aware Embedding for Person Search—0
Head and Body: Unified Detector and Graph Network for Person Search in MediaCode0
Text-Based Person Search with Limited DataCode1
Context-Aware Unsupervised Clustering for Person Search—0
Text-based Person Search in Full Images via Semantic-Driven Proposal GenerationCode0
Weakly Supervised Person Search with Region Siamese Networks—0
Efficient Person Search: An Anchor-Free ApproachCode1
Making Person Search Enjoy the Merits of Person Re-identification—0
ASMR: Learning Attribute-Based Person Search with Adaptive Semantic Margin RegularizerCode0
Prototype-Guided Saliency Feature Learning for Person Search—0
Exploring Visual Context for Weakly Supervised Person SearchCode1
APES: Audiovisual Person Search in Untrimmed VideoCode0
TIPCB: A Simple but Effective Part-based Convolutional Baseline for Text-based Person SearchCode1
Improved Instance Discrimination and Feature Compactness for End-to-End Person SearchCode0
Stable and Effective One-Step Method for Person Search—0
Person Search Challenges and Solutions: A Survey—0
Anchor-Free Person SearchCode1
Sequential End-to-end Network for Efficient Person SearchCode1
Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person SearchCode0
Multi-Attribute Enhancement Network for Person SearchCode0
AXM-Net: Implicit Cross-Modal Feature Alignment for Person Re-identification—0
LapsCore: Language-Guided Person Search via Color Reasoning—0
End-to-End Trainable Trident Person Search Network Using Adaptive Gradient Propagation—0
Diverse Knowledge Distillation for End-to-End Person Search—0
A Multi-task Joint Framework for Real-time Person Search—0
Hierarchical Gumbel Attention Network for Text-based Person Search—0
Class Interference Regularization—0
Online Multi-modal Person Search in Videos—0
Symbiotic Adversarial Learning for Attribute-based Person SearchCode1
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All datasetsCUHK-SYSUPRW

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SeqNeXt+GFNMAP96.4—Unverified
2SPNetMAP96.4—Unverified
3SeqNeXtMAP96.1—Unverified
4GLCNet+CBGMMAP95.8—Unverified
5GLCNetMAP95.5—Unverified
6SOLIDERMAP95.5—Unverified
7ROI-AlignPSMAP95.4—Unverified
8NAE+SeqNet+CBGMMAP94.8—Unverified
9DMRNet++MAP94.5—Unverified
10OIM+SeqNet+CBGMMAP94.3—Unverified
#ModelMetricClaimedVerifiedStatus
1SPNetmAP61.2—Unverified
2SOLIDERmAP59.8—Unverified
3SeqNeXtmAP57.6—Unverified
4DMRNet++mAP52.1—Unverified
5ROI-AlignPSmAP51.6—Unverified
6PAPSmAP51.6—Unverified
7GLCNet+CBGMmAP47.8—Unverified
8NAE+SeqNet+CBGMmAP47.6—Unverified
9DMRNetmAP46.9—Unverified
10GLCNetmAP46.7—Unverified