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

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Showing 1–50 of 139 papers

TitleStatusHype
Dynamic Uncertainty Learning with Noisy Correspondence for Text-Based Person Search—0
Uncertainty-Aware Prototype Semantic Decoupling for Text-Based Person Search in Full Images—0
SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground NetworksCode1
Boosting Weak Positives for Text Based Person Search—0
Mixture of Submodules for Domain Adaptive Person Search—0
Improving Text-based Person Search via Part-level Cross-modal Correspondence—0
Enhancing Visual Representation for Text-based Person SearchingCode0
Unsupervised Domain Adaptive Person Search via Dual Self-CalibrationCode0
Knowing Where to Focus: Attention-Guided Alignment for Text-based Person Search—0
Psych-Occlusion: Using Visual Psychophysics for Aerial Detection of Occluded Persons during Search and RescueCode0
Swap Path Network for Robust Person Search Pre-trainingCode0
Cerberus: Attribute-based person re-identification using semantic IDs—0
MLLM-Search: A Zero-Shot Approach to Finding People using Multimodal Large Language Models—0
Beyond Walking: A Large-Scale Image-Text Benchmark for Text-based Person Anomaly SearchCode1
Prompting Continual Person SearchCode0
PLOT: Text-based Person Search with Part Slot Attention for Corresponding Part Discovery—0
Lifelong Person Search—0
MARS: Paying more attention to visual attributes for text-based person searchCode1
LAIP: Learning Local Alignment from Image-Phrase Modeling for Text-based Person Search—0
Attribute-Aware Implicit Modality Alignment for Text Attribute Person Search—0
Fast One-Stage Unsupervised Domain Adaptive Person SearchCode0
Scene-Adaptive Person Search via Bilateral ModulationsCode0
Semi-supervised Text-based Person Search—0
From Data Deluge to Data Curation: A Filtering-WoRA Paradigm for Efficient Text-based Person SearchCode0
Domain Generalizable Person Search Using Unreal Dataset—0
Prototype-Guided Text-based Person Search based on Rich Chinese Descriptions—0
Divide and Conquer: Hybrid Pre-training for Person SearchCode0
Contrastive Transformer Learning with Proximity Data Generation for Text-Based Person SearchCode0
VGSG: Vision-Guided Semantic-Group Network for Text-based Person Search—0
DDAM-PS: Diligent Domain Adaptive Mixer for Person SearchCode1
Generalizable Person Search on Open-world User-Generated Video Content—0
PSDiff: Diffusion Model for Person Search with Iterative and Collaborative Refinement—0
Towards Fully Decoupled End-to-End Person Search—0
Ground-to-Aerial Person Search: Benchmark Dataset and ApproachCode1
An Empirical Study of CLIP for Text-based Person SearchCode1
Learning Scene-Pedestrian Graph for End to end Person SearchCode0
Domain Adaptive Person Search via GAN-based Scene Synthesis for Cross-scene VideosCode0
Real-time distributed video analytics for privacy-aware person search—0
RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person SearchCode1
Text-based Person Search without Parallel Image-Text Data—0
Learning Transferable Pedestrian Representation from Multimodal Information SupervisionCode0
SCMM: Calibrating Cross-modal Representations for Text-Based Person Search—0
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual TasksCode3
LEAPS: End-to-End One-Step Person Search With Learnable Proposals—0
Exploiting the Textual Potential from Vision-Language Pre-training for Text-based Person Search—0
Self-similarity Driven Scale-invariant Learning for Weakly Supervised Person Search—0
Deep Intra-Image Contrastive Learning for Weakly Supervised One-Step Person SearchCode0
Deep Learning for Human Parsing: A Survey—0
Asymmetric Cross-Scale Alignment for Text-Based Person SearchCode0
Person Text-Image Matching via Text-Feature Interpretability Embedding and External Attack Node ImplantationCode0
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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