Person Re Identification On Msmt17

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

模型名称	Rank-1	mAP	Paper Title	Repository
FlipReID (without re-ranking)	85.6	68.0	FlipReID: Closing the Gap between Training and Inference in Person Re-Identification
BoT+UFFM+AMC	82.0	62.3	Enhancing Person Re-Identification via Uncertainty Feature Fusion and Auto-weighted Measure Combination	-
CBN	72.8	42.9	Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization
RGT&RGPR(without RK)	86.2	65.9	Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method
TransReID-SSL (without RK)	89.6	-	Self-Supervised Pre-Training for Transformer-Based Person Re-Identification
TransReID	86.20	69.40	TransReID: Transformer-based Object Re-Identification
CA-Jaccard	86.2	74.1	CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification
DLCE	60.48	31.58	A Discriminatively Learned CNN Embedding for Person Re-identification
TAUDL	-	12.5	Unsupervised Person Re-identification by Deep Learning Tracklet Association	-
ProNet++	85.4	65.5	Rethinking Person Re-identification from a Projection-on-Prototypes Perspective	-
PCL-CLIP (L_pcl+L_id)	89.8	76.1	Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification
UniHCP (finetune)	-	67.3	UniHCP: A Unified Model for Human-Centric Perceptions
GiT	85.6	64.8	GiT: Graph Interactive Transformer for Vehicle Re-identification	-
CACENET (ResNet50 w/o RR)	83.54	62.00	Devil's in the Details: Aligning Visual Clues for Conditional Embedding in Person Re-Identification	-
TransReID-SSL (ViT-B without RK)	89.5	75.0	Self-Supervised Pre-Training for Transformer-Based Person Re-Identification
MGN + CircleLoss(ours)	76.9	52.1	Circle Loss: A Unified Perspective of Pair Similarity Optimization
UTAL	31.4	13.1	Unsupervised Tracklet Person Re-Identification
ABD-Net (ResNet-50)	82.3	60.8	ABD-Net: Attentive but Diverse Person Re-Identification
CLIP-ReID Baseline + UFFM +AMC	83.8	67.6	Enhancing Person Re-Identification via Uncertainty Feature Fusion and Auto-weighted Measure Combination	-
MSINet (2.3M w/o RK)	81	59.6	MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID

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