Unsupervised Image Hashing on CIFAR10
98.7mAPCroVCA (DINOv2)
Evaluation Results
| Method | Links | |
|---|---|---|
| CroVCA (DINOv2)Bits=32, Backbone=ViT-B, Pre-training=LVD-142M2025.10 | 98.7 | |
| CroVCA (DINOv2)Bits=16, Backbone=ViT-B, Pre-training=LVD-142M2025.10 | 98.6 | |
| CroVCA (DINOv2)Bits=64, Backbone=ViT-B, Pre-training=LVD-142M2025.10 | 97.9 | |
| CroVCA (DINOv3)Bits=16, Backbone=ViT-B, Pre-training=LVD-1689M2025.10 | 97.7 | |
| CroVCA (DINOv3)Bits=32, Backbone=ViT-B, Pre-training=LVD-1689M2025.10 | 97.7 | |
| CroVCA (DINOv3)Bits=64, Backbone=ViT-B, Pre-training=LVD-1689M2025.10 | 96.7 | |
| CroVCA (SimDINOv2)Bits=16, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 95.9 | |
| IPHASHBits=642025.10 | 95.8 | |
| CroVCA (DINOv2)Bits=Orig, Backbone=ViT-B, Pre-training=LVD-142M2025.10 | 95.4 | |
| IPHASHBits=322025.10 | 95.1 | |
| CroVCA (SimDINOv2)Bits=32, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 95.1 | |
| IPHASHBits=162025.10 | 94.2 | |
| CroVCA (DFN)Bits=Orig, Backbone=ViT-B, Pre-training=DFN-2B2025.10 | 94.2 | |
| CroVCA (SimDINOv2)Bits=64, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 93.8 | |
| CroVCA (DINOv3)Bits=16, Backbone=ViT-S, Pre-training=LVD-1689M2025.10 | 93.8 | |
| CroVCA (DINOv3)Bits=Orig, Backbone=ViT-B, Pre-training=LVD-1689M2025.10 | 93.6 | |
| CroVCA (DFN)Bits=64, Backbone=ViT-B, Pre-training=DFN-2B2025.10 | 93.6 | |
| CroVCA (DFN)Bits=32, Backbone=ViT-B, Pre-training=DFN-2B2025.10 | 93.2 | |
| CroVCA (DFN)Bits=16, Backbone=ViT-B, Pre-training=DFN-2B2025.10 | 93 | |
| CroVCA (SWAG)Bits=16, Backbone=ViT-B, Pre-training=IG-3.6B → IN1k2025.10 | 92.8 | |
| FSCHBits=642025.10 | 92.6 | |
| CroVCA (DINOv3)Bits=32, Backbone=ViT-S, Pre-training=LVD-1689M2025.10 | 92.5 | |
| CroVCA (SWAG)Bits=32, Backbone=ViT-B, Pre-training=IG-3.6B → IN1k2025.10 | 91.7 | |
| FSCHBits=322025.10 | 91.2 | |
| CroVCA (DINOv3)Bits=64, Backbone=ViT-S, Pre-training=LVD-1689M2025.10 | 90.6 | |
| CroVCA (SWAG)Bits=64, Backbone=ViT-B, Pre-training=IG-3.6B → IN1k2025.10 | 90.5 | |
| CroVCA (DeiT)Bits=32, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 90.2 | |
| CroVCA (DeiT)Bits=16, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 89.8 | |
| CroVCA (SimDINOv2)Bits=Orig, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 89.6 | |
| CroVCA (SWAG)Bits=Orig, Backbone=ViT-B, Pre-training=IG-3.6B → IN1k2025.10 | 89.5 | |
| CroVCA (DeiT)Bits=64, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 88.9 | |
| FSCHBits=162025.10 | 87.6 | |
| CroVCA (DINOv3)Bits=Orig, Backbone=ViT-S, Pre-training=LVD-1689M2025.10 | 86.9 | |
| CroVCA (DeiT)Bits=Orig, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 84.3 |