Person Re Identification On Market 1501

评估指标

Rank-1

mAP

评测结果

各个模型在此基准测试上的表现结果

			Paper Title	Repository
Unsupervised Pre-training (ResNet101+RK)	-	96.21	Unsupervised Pre-training for Person Re-identification
RGT&RGPR (RK)	96.9	95.6	Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method
SOLIDER (RK)	96.7	95.6	Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks
st-ReID(RE, RK)	98.0	95.5	Spatial-Temporal Person Re-identification
Viewpoint-Aware Loss(RK)	96.79	95.43	Viewpoint-Aware Loss with Angular Regularization for Person Re-Identification
ProNet++ (ResNet50+RK)	96.4	95.3	Rethinking Person Re-identification from a Projection-on-Prototypes Perspective	-
BPBreID (RK)	96.4	95.3	Body Part-Based Representation Learning for Occluded Person Re-Identification
LightMBN (RR)	96.8	95.3	Lightweight Multi-Branch Network for Person Re-Identification
DAAF-BoT(RK)	96.4	95	Deep Attention Aware Feature Learning for Person Re-Identification
CLIP-ReID+Pose2ID (no RK)	97.3	94.9	From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization
SOLIDER +UFFM+AMC	97	94.9	Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination
LDS (ResNet50 + RK)	96.17	94.89	Learning to Disentangle Scenes for Person Re-identification
FlipReID (with re-ranking)	95.8	94.7	FlipReID: Closing the Gap between Training and Inference in Person Re-Identification
GNN-Reranking	96.11	94.65	Understanding Image Retrieval Re-Ranking: A Graph Neural Network Perspective
CA-Jaccard	96.2	94.5	CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification
Adaptive L2 Regularization (with re-ranking)	96.0	94.4	Adaptive L2 Regularization in Person Re-Identification
BoT Baseline(RK)	95.43	94.24	Bag of Tricks and A Strong Baseline for Deep Person Re-identification
Auto-ReID(RK)	95.4	94.2	Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification
SSKD(GH)	97.36	94.15	Semi-Supervised Domain Generalizable Person Re-Identification
Top-DB-Net + RK	95.5	94.1	Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification

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