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Person Re Identification On Market 1501

Metrics

Rank-1
mAP

Results

Performance results of various models on this benchmark

Paper Title
Unsupervised Pre-training (ResNet101+RK)-96.21Unsupervised Pre-training for Person Re-identification
RGT&RGPR (RK)96.995.6Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method
SOLIDER (RK)96.795.6Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks
st-ReID(RE, RK)98.095.5Spatial-Temporal Person Re-identification
Viewpoint-Aware Loss(RK)96.7995.43Viewpoint-Aware Loss with Angular Regularization for Person Re-Identification
ProNet++ (ResNet50+RK)96.495.3Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
BPBreID (RK)96.495.3Body Part-Based Representation Learning for Occluded Person Re-Identification
LightMBN (RR)96.895.3Lightweight Multi-Branch Network for Person Re-Identification
DAAF-BoT(RK)96.495Deep Attention Aware Feature Learning for Person Re-Identification
CLIP-ReID+Pose2ID (no RK)97.394.9From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization
SOLIDER +UFFM+AMC9794.9Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination
LDS (ResNet50 + RK)96.1794.89Learning to Disentangle Scenes for Person Re-identification
FlipReID (with re-ranking)95.894.7FlipReID: Closing the Gap between Training and Inference in Person Re-Identification
GNN-Reranking96.1194.65Understanding Image Retrieval Re-Ranking: A Graph Neural Network Perspective
CA-Jaccard96.294.5CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification
Adaptive L2 Regularization (with re-ranking)96.094.4Adaptive L2 Regularization in Person Re-Identification
BoT Baseline(RK)95.4394.24Bag of Tricks and A Strong Baseline for Deep Person Re-identification
Auto-ReID(RK)95.494.2Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification
SSKD(GH)97.3694.15Semi-Supervised Domain Generalizable Person Re-Identification
Top-DB-Net + RK95.594.1Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification
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