Script-level Ranking on Omniglot and Unicode Script-level
31.78NDCG@10SupCon→EMA (Target)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SupCon→EMA (Target)Backbone=ResNet-50, Params=25.6M, Teacher Type=SupCon→EMA2026.03 | 31.78 | 0.424 | |
| SupCon→EMA (Student)Backbone=ResNet-50, Params=25.6M, Teacher Type=SupCon→EMA2026.03 | 31.78 | 0.424 | |
| SupConBackbone=ResNet-50, Params=25.6M, Teacher Type=-2026.03 | 30.78 | 0.514 | |
| Barlow TwinsBackbone=ResNet-18, Params=11.7M, Teacher Type=-2026.03 | 30.31 | 0.431 | |
| SupConBackbone=Siamese CNN, Params=8.7M, Teacher Type=-2026.03 | 30.11 | 0.631 | |
| Barlow TwinsBackbone=ResNet-50, Params=25.6M, Teacher Type=-2026.03 | 29.97 | 0.481 | |
| SupCon→EMA (Target)Backbone=Simple CNN, Params=2.3M, Teacher Type=SupCon→EMA2026.03 | 29.3 | 0.64 | |
| SupCon→EMA (Student)Backbone=Simple CNN, Params=2.3M, Teacher Type=SupCon→EMA2026.03 | 29.3 | 0.639 | |
| SupCon→EMA (Student)Backbone=ResNet-34, Params=21.8M, Teacher Type=SupCon→EMA2026.03 | 29.27 | 0.388 | |
| Barlow TwinsBackbone=ResNet-34, Params=21.8M, Teacher Type=-2026.03 | 28.95 | 0.482 | |
| BYOLBackbone=ResNet-18, Params=11.7M, Teacher Type=EMA2026.03 | 28.82 | 0.617 | |
| SupConBackbone=Simple CNN, Params=2.3M, Teacher Type=-2026.03 | 27.81 | 0.548 | |
| BYOLBackbone=Siamese CNN, Params=8.7M, Teacher Type=EMA2026.03 | 27.16 | 0.642 | |
| BYOLBackbone=ResNet-50, Params=25.6M, Teacher Type=EMA2026.03 | 27.08 | 0.622 | |
| SupCon→EMA (Target)Backbone=Siamese CNN, Params=8.7M, Teacher Type=SupCon→EMA2026.03 | 26.77 | 0.594 | |
| SupCon→EMA (Student)Backbone=Siamese CNN, Params=8.7M, Teacher Type=SupCon→EMA2026.03 | 26.77 | 0.594 | |
| Barlow TwinsBackbone=Siamese CNN, Params=8.7M, Teacher Type=-2026.03 | 26.65 | 0.536 | |
| SupConBackbone=ResNet-34, Params=21.8M, Teacher Type=-2026.03 | 26.47 | 0.433 | |
| DINOv2-ViT-S 14 (Frozen)Backbone=DINOv2-ViT-S 14, Params=22M, Teacher Type=-2026.03 | 26.12 | 0.477 | |
| SupCon→EMA (Target)Backbone=ResNet-18, Params=11.7M, Teacher Type=SupCon→EMA2026.03 | 25.37 | 0.379 | |
| SupCon→EMA (Student)Backbone=ResNet-18, Params=11.7M, Teacher Type=SupCon→EMA2026.03 | 25.32 | 0.373 | |
| SupCon→EMA (Target)Backbone=ResNet-34, Params=21.8M, Teacher Type=SupCon→EMA2026.03 | 25.18 | 0.383 | |
| SupConBackbone=ResNet-18, Params=11.7M, Teacher Type=-2026.03 | 24.8 | 0.471 | |
| BYOLBackbone=ResNet-34, Params=21.8M, Teacher Type=EMA2026.03 | 24.28 | 0.445 | |
| DINOv2-ViT-S 14 (Fine-tuned)Backbone=DINOv2-ViT-S 14, Params=22M, Teacher Type=-2026.03 | 23.66 | 0.609 | |
| Barlow TwinsBackbone=Simple CNN, Params=2.3M, Teacher Type=-2026.03 | 22.81 | 0.639 | |
| BYOLBackbone=Simple CNN, Params=2.3M, Teacher Type=EMA2026.03 | 19.32 | 0.545 |