Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification

Benchmark Model Rank Results
person-re-identification-on-market-1501PCL-CLIP (L_pcl)#27Rank-1: 96.1mAP: 91.0Rank-5: 98.8
person-re-identification-on-market-1501PCL-CLIP (L_pcl+L_id)#31Rank-1: 95.9mAP: 91.4Rank-5: 98.5
person-re-identification-on-msmt17PCL-CLIP (L_pcl+L_id)#7mAP: 76.1Rank-1: 89.8Rank-10: 96.0Rank-5: 94.7
person-re-identification-on-msmt17PCL-CLIP (L_pcl)#11mAP: 73.8Rank-1: 89.2Rank-10: 95.8Rank-5: 94.7
unsupervised-person-re-identification-on-12PCL-CLIP (O2CAP)#1Rank-1: 84.9mAP: 65.5Rank-10: 94.0Rank-5: 92.0
unsupervised-person-re-identification-on-12PCL-CLIP (CAP)#3Rank-1: 79.0mAP: 53.6Rank-10: 91.1Rank-5: 88.4
unsupervised-person-re-identification-on-12PCL-CLIP (CC)#4Rank-1: 77.9mAP: 56.4Rank-10: 87.2Rank-5: 85.2
unsupervised-person-re-identification-on-4PCL-CLIP (O2CAP)#3MAP: 88.4Rank-1: 94.8Rank-5: 98.0Rank-10: 98.7
unsupervised-person-re-identification-on-4PCL-CLIP (CAP)#5MAP: 87.4Rank-1: 93.9Rank-5: 97.7Rank-10: 98.5
unsupervised-person-re-identification-on-4PCL-CLIP (CC)#6MAP: 86.9Rank-1: 94.2Rank-5: 97.8Rank-10: 98.7