Vehicle Re-Identification on WMVeID863
70.9mAPNEXT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NEXTModality=Multi-Modal, Venue=Ours, Backbone=CLIP-B/162025.05 | 70.9 | 77.8 | 84.3 | 86.7 | |
| FACENetModality=Multi-Modal, Venue=INFFUS’25, Backbone=ViT-B/162025.05 | 69.8 | 77 | 81 | 84.2 | |
| MambaProModality=Multi-Modal, Venue=AAAI’25, Backbone=CLIP-B/162025.05 | 69.5 | 76.9 | 80.6 | 83.8 | |
| DeMoModality=Multi-Modal, Venue=AAAI’25, Backbone=CLIP-B/162025.05 | 68.8 | 77.2 | 81.5 | 83.8 | |
| TOP-ReIDModality=Multi-Modal, Venue=AAAI’24, Backbone=ViT-B/162025.05 | 67.7 | 75.3 | 80.8 | 83.5 | |
| ICPL-ReIDModality=Multi-Modal, Venue=T-MM’25, Backbone=CLIP-B/162025.05 | 67.2 | 74 | 81.3 | 85.6 | |
| TransReIDModality=Single-Modal, Venue=ICCV’21, Backbone=ViT-B/162025.05 | 67 | 74.7 | 79.5 | 82.4 | |
| EDITORModality=Multi-Modal, Venue=CVPR’24, Backbone=ViT-B/162025.05 | 65.6 | 73.8 | 80 | 82.3 | |
| BoTModality=Single-Modal, Venue=CVPRW’19, Backbone=ResNet2025.05 | 51.1 | 55.7 | 69.8 | 74.7 | |
| CCNetModality=Multi-Modal, Venue=INFFUS’23, Backbone=ResNet2025.05 | 50.3 | 52.7 | 69.6 | 75.1 | |
| PFDModality=Single-Modal, Venue=AAAI’22, Backbone=ResNet2025.05 | 50.2 | 55.3 | 69.8 | 75.3 | |
| PFNetModality=Multi-Modal, Venue=AAAI’21, Backbone=ResNet2025.05 | 50.1 | 55.9 | 68.7 | 75.1 | |
| IEEEModality=Multi-Modal, Venue=AAAI’22, Backbone=ResNet2025.05 | 45.9 | 48.6 | 64.3 | 67.9 | |
| HAMNetModality=Multi-Modal, Venue=AAAI’20, Backbone=ResNet2025.05 | 45.6 | 48.5 | 63.1 | 68.8 | |
| OSNetModality=Single-Modal, Venue=ICCV’19, Backbone=ResNet2025.05 | 42.9 | 46.8 | 61.9 | 69.4 | |
| AGWModality=Single-Modal, Venue=T-PAMI’21, Backbone=ResNet2025.05 | 30.3 | 35.3 | 43.3 | 46.5 | |
| DCGVenue=Ours, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 0.714 | 0.801 | 0.854 | 0.886 | |
| CoENVenue=arxiv’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 0.709 | 0.779 | 0.827 | 0.856 | |
| FACENetVenue=INFFU’25, Modality=Multi-modal, Architecture=ViT-based2026.01 | 0.698 | 0.77 | 0.81 | 0.842 | |
| MambaproVenue=AAAI’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 0.695 | 0.769 | 0.806 | 0.838 | |
| DeMoVenue=AAAI’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 0.688 | 0.772 | 0.815 | 0.838 | |
| TOP-ReIDVenue=AAAI’24, Modality=Multi-modal, Architecture=ViT-based2026.01 | 0.677 | 0.753 | 0.808 | 0.835 | |
| ICPLVenue=TMM’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 0.672 | 0.74 | 0.812 | 0.856 | |
| TransReIDVenue=ICCV’21, Modality=Single, Architecture=ViT-based2026.01 | 0.67 | 0.747 | 0.795 | 0.824 | |
| HTTVenue=AAAI’24, Modality=Multi-modal, Architecture=ViT-based2026.01 | 0.662 | 0.732 | 0.799 | 0.823 | |
| EDITORVenue=CVPR’24, Modality=Multi-modal, Architecture=ViT-based2026.01 | 0.656 | 0.738 | 0.8 | 0.823 | |
| BoTVenue=CVPRW’19, Modality=Single, Architecture=CNN-based2026.01 | 0.511 | 0.557 | 0.698 | 0.747 | |
| CCNetVenue=INFFU’23, Modality=Multi-modal, Architecture=CNN-based2026.01 | 0.503 | 0.527 | 0.696 | 0.751 | |
| PFNetVenue=AAAI’21, Modality=Multi-modal, Architecture=CNN-based2026.01 | 0.501 | 0.559 | 0.687 | 0.751 | |
| IEEEVenue=AAAI’22, Modality=Multi-modal, Architecture=CNN-based2026.01 | 0.459 | 0.486 | 0.643 | 0.679 | |
| HAMNETVenue=CVPR’18, Modality=Multi-modal, Architecture=CNN-based2026.01 | 0.456 | 0.485 | 0.631 | 0.688 | |
| OSNetVenue=ICCV’19, Modality=Single, Architecture=CNN-based2026.01 | 0.429 | 0.468 | 0.619 | 0.694 | |
| AGWVenue=TPAMI’21, Modality=Single, Architecture=CNN-based2026.01 | 0.303 | 0.353 | 0.433 | 0.465 |