Glyph Retrieval on Omniglot and Unicode 1-shot
94.25Recall@1 (N=20)Barlow Twins
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Barlow TwinsBackbone=Siamese CNN, Params=8.7M, Teacher Type=-2026.03 | 94.25 | 99.75 | |
| Barlow TwinsBackbone=ResNet-18, Params=11.7M, Teacher Type=-2026.03 | 93.75 | 99.75 | |
| Barlow TwinsBackbone=ResNet-50, Params=25.6M, Teacher Type=-2026.03 | 93.75 | 100 | |
| Barlow TwinsBackbone=ResNet-34, Params=21.8M, Teacher Type=-2026.03 | 93 | 99.5 | |
| SupCon→EMA (Target)Backbone=ResNet-50, Params=25.6M, Teacher Type=SupCon→EMA2026.03 | 93 | 98.75 | |
| SupCon→EMA (Student)Backbone=ResNet-50, Params=25.6M, Teacher Type=SupCon→EMA2026.03 | 93 | 98.75 | |
| BYOLBackbone=ResNet-18, Params=11.7M, Teacher Type=EMA2026.03 | 89.25 | 99.5 | |
| SupCon→EMA (Target)Backbone=Simple CNN, Params=2.3M, Teacher Type=SupCon→EMA2026.03 | 88 | 98.75 | |
| SupCon→EMA (Student)Backbone=Simple CNN, Params=2.3M, Teacher Type=SupCon→EMA2026.03 | 88 | 98.75 | |
| BYOLBackbone=ResNet-50, Params=25.6M, Teacher Type=EMA2026.03 | 87.5 | 99.25 | |
| SupConBackbone=Siamese CNN, Params=8.7M, Teacher Type=-2026.03 | 86.75 | 99.5 | |
| BYOLBackbone=ResNet-34, Params=21.8M, Teacher Type=EMA2026.03 | 86.25 | 98 | |
| SupConBackbone=ResNet-50, Params=25.6M, Teacher Type=-2026.03 | 86.25 | 97.5 | |
| SupConBackbone=Simple CNN, Params=2.3M, Teacher Type=-2026.03 | 85.5 | 98.75 | |
| SupCon→EMA (Target)Backbone=Siamese CNN, Params=8.7M, Teacher Type=SupCon→EMA2026.03 | 85 | 99 | |
| SupCon→EMA (Student)Backbone=Siamese CNN, Params=8.7M, Teacher Type=SupCon→EMA2026.03 | 85 | 99 | |
| SupCon→EMA (Student)Backbone=ResNet-34, Params=21.8M, Teacher Type=SupCon→EMA2026.03 | 84.25 | 96.75 | |
| Barlow TwinsBackbone=Simple CNN, Params=2.3M, Teacher Type=-2026.03 | 77.75 | 97.75 | |
| BYOLBackbone=Siamese CNN, Params=8.7M, Teacher Type=EMA2026.03 | 75 | 94.75 | |
| SupConBackbone=ResNet-34, Params=21.8M, Teacher Type=-2026.03 | 73 | 94.5 | |
| SupCon→EMA (Target)Backbone=ResNet-34, Params=21.8M, Teacher Type=SupCon→EMA2026.03 | 70.75 | 92.75 | |
| SupConBackbone=ResNet-18, Params=11.7M, Teacher Type=-2026.03 | 64 | 84.75 | |
| SupCon→EMA (Student)Backbone=ResNet-18, Params=11.7M, Teacher Type=SupCon→EMA2026.03 | 63.5 | 85 | |
| SupCon→EMA (Target)Backbone=ResNet-18, Params=11.7M, Teacher Type=SupCon→EMA2026.03 | 63.25 | 86.75 | |
| DINOv2-ViT-S 14 (Fine-tuned)Backbone=DINOv2-ViT-S 14, Params=22M, Teacher Type=-2026.03 | 61 | 90.5 | |
| DINOv2-ViT-S 14 (Frozen)Backbone=DINOv2-ViT-S 14, Params=22M, Teacher Type=-2026.03 | 43.75 | 74.75 | |
| BYOLBackbone=Simple CNN, Params=2.3M, Teacher Type=EMA2026.03 | 43.5 | 83.75 |