Vehicle Re-Identification on MSVR310
62.9mAPDCG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DCGVenue=Ours, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 62.9 | 77.5 | 91.7 | 94.2 | |
| NEXTModality=Multi-Modal, Venue=Ours, Backbone=CLIP-B/162025.05 | 60.8 | 79 | — | — | |
| ICPLVenue=TMM’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 56.9 | 77.7 | 87.6 | 91.5 | |
| ICPL-ReIDModality=Multi-Modal, Venue=T-MM’25, Backbone=CLIP-B/162025.05 | 56.9 | 77.7 | — | — | |
| PromptMAVenue=TIP’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 55.2 | 64.5 | — | — | |
| PromptMAModality=Multi-Modal, Venue=T-IP’25, Backbone=CLIP-B/162025.05 | 55.2 | 64.5 | — | — | |
| CoENVenue=arxiv’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 52.2 | 69.5 | — | — | |
| DeMoVenue=AAAI’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 49.2 | 59.8 | — | — | |
| DeMoModality=Multi-Modal, Venue=AAAI’25, Backbone=CLIP-B/162025.05 | 49.2 | 59.8 | — | — | |
| MambaproVenue=AAAI’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 47 | 64 | — | — | |
| IDEAVenue=CVPR’25, Modality=Multi-modal, Architecture=CLIP-based2026.01 | 47 | 62.4 | — | — | |
| MambaProModality=Multi-Modal, Venue=AAAI’25, Backbone=CLIP-B/162025.05 | 47 | 56.5 | — | — | |
| IDEAModality=Multi-Modal, Venue=CVPR’25, Backbone=CLIP-B/162025.05 | 47 | 62.4 | — | — | |
| EDITORVenue=CVPR’24, Modality=Multi-modal, Architecture=ViT-based2026.01 | 39 | 49.3 | — | — | |
| EDITORModality=Multi-Modal, Venue=CVPR’24, Backbone=ViT-B/162025.05 | 39 | 49.3 | — | — | |
| CCNetVenue=INFFU’23, Modality=Multi-modal, Architecture=CNN-based2026.01 | 36.4 | 55.2 | 72.4 | 79.7 | |
| CCNetModality=Multi-Modal, Venue=INFFUS’23, Backbone=ResNet2025.05 | 36.4 | 55.2 | — | — | |
| FACENetVenue=INFFU’25, Modality=Multi-modal, Architecture=ViT-based2026.01 | 36.2 | 54.1 | — | — | |
| FACENetModality=Multi-Modal, Venue=INFFUS’25, Backbone=ViT-B/162025.05 | 36.2 | 54.1 | — | — | |
| TOP-ReIDVenue=AAAI’24, Modality=Multi-modal, Architecture=ViT-based2026.01 | 35.9 | 44.6 | — | — | |
| TOP-ReIDModality=Multi-Modal, Venue=AAAI’24, Backbone=ViT-B/162025.05 | 35.9 | 44.6 | — | — | |
| HTTVenue=AAAI’24, Modality=Multi-modal, Architecture=ViT-based2026.01 | 34.5 | 43.2 | — | — | |
| TransReIDModality=Single-Modal, Venue=ICCV’21, Backbone=ViT-B/162025.05 | 33.4 | 48.9 | — | — | |
| ICRE2025.12 | 31.89 | 51.53 | — | — | |
| ICRE2025.12 | 31.23 | 50.13 | — | — | |
| DSCNet2025.12 | 29.79 | 49.36 | — | — | |
| DSCNet2025.12 | 29.29 | 48.81 | — | — | |
| AGWVenue=TPAMI’21, Modality=Single, Architecture=CNN-based2026.01 | 28.9 | 46.9 | 64.3 | 70.7 | |
| OSNetVenue=ICCV’19, Modality=Single, Architecture=CNN-based2026.01 | 28.7 | 44.8 | 66.2 | 73.1 | |
| OSNetModality=Single-Modal, Venue=ICCV’19, Backbone=ResNet2025.05 | 28.7 | 44.8 | — | — | |
| DEEN2025.12 | 28.68 | 46.73 | — | — | |
| DEEN2025.12 | 28.54 | 45.89 | — | — | |
| HAMNETVenue=CVPR’18, Modality=Multi-modal, Architecture=CNN-based2026.01 | 27.1 | 42.3 | 61.6 | 69.5 | |
| HAMNetModality=Multi-Modal, Venue=AAAI’20, Backbone=ResNet2025.05 | 27.1 | 42.3 | — | — | |
| TransReIDVenue=ICCV’21, Modality=Single, Architecture=ViT-based2026.01 | 26.9 | 43.5 | 62.4 | 70.7 | |
| BoTVenue=CVPRW’19, Modality=Single, Architecture=CNN-based2026.01 | 23.5 | 38.4 | 56.8 | 64.8 | |
| PFNetVenue=AAAI’21, Modality=Multi-modal, Architecture=CNN-based2026.01 | 23.5 | 37.4 | 57 | 67.3 | |
| BoTModality=Single-Modal, Venue=CVPRW’19, Backbone=ResNet2025.05 | 23.5 | 38.4 | — | — | |
| PFNetModality=Multi-Modal, Venue=AAAI’21, Backbone=ResNet2025.05 | 23.5 | 37.4 | — | — | |
| DDAG2025.12 | 23.14 | 37.9 | — | — | |
| PFDModality=Single-Modal, Venue=AAAI’22, Backbone=ResNet2025.05 | 23 | 39.9 | — | — | |
| DDAG2025.12 | 22.49 | 39.13 | — | — | |
| IEEEVenue=AAAI’22, Modality=Multi-modal, Architecture=CNN-based2026.01 | 21 | 41 | 57.7 | 65 | |
| IEEEModality=Multi-Modal, Venue=AAAI’22, Backbone=ResNet2025.05 | 21 | 41 | — | — | |
| LbA2025.12 | 18.67 | 32.32 | — | — | |
| LbA2025.12 | 18.13 | 31.18 | — | — | |
| AGWModality=Single-Modal, Venue=T-PAMI’21, Backbone=ResNet2025.05 | 8.9 | 46.9 | — | — |