Image Retrieval on Curated-5K (test)
37.4Recall@1ViT-B/16 MarsDINO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ViT-B/16 MarsDINOPretraining=DINO (Mars), Params=85 M, Pool=CLS, Backbone Status=Frozen2026.04 | 37.4 | 47.2 | 50.3 | 55.3 | |
| ViT-7B/16 DINOv3satPretraining=SSL (Sat-493M), Params=6.7 B, Pool=Max, Backbone Status=Frozen2026.04 | 33 | 41.6 | 45 | 50.5 | |
| ViT-B/8 DINOPretraining=SSL (IN-1k), Params=86 M, Pool=GeM, Backbone Status=Frozen2026.04 | 30.4 | 37.9 | 40.9 | 46.1 | |
| ViT-S/8 DINOPretraining=SSL (IN-1k), Params=22 M, Pool=CLS, Backbone Status=Frozen2026.04 | 29.6 | 38.3 | 41.9 | 45.4 | |
| ViT-B/16 DINOPretraining=SSL (IN-1k), Params=86 M, Pool=CLS, Backbone Status=Frozen2026.04 | 29.5 | 38.7 | 42.5 | 45.4 | |
| ViT-S/16 DINOPretraining=SSL (IN-1k), Params=22 M, Pool=CLS, Backbone Status=Frozen2026.04 | 27.3 | 36 | 40.2 | 42 | |
| ViT-S/16 MarsDINOPretraining=DINO (Mars), Params=22 M, Pool=GeM, Backbone Status=Frozen2026.04 | 26.9 | 35.6 | 39.1 | 41.2 | |
| ViT-S/16 DINOv3Pretraining=SSL (LVD-1.7B), Params=22 M, Pool=CLS, Backbone Status=Frozen2026.04 | 25.8 | 35.4 | 39.5 | 40.6 | |
| ViT-7B/16 DINOv3lvdPretraining=SSL (LVD-1.7B), Params=6.7 B, Pool=Max, Backbone Status=Frozen2026.04 | 24.7 | 34 | 37.7 | 39.3 | |
| ViT-B/14 DINOv2Pretraining=SSL (LVD-142M), Params=87 M, Pool=Max, Backbone Status=Frozen2026.04 | 24 | 32.3 | 36 | 37.7 | |
| ViT-S/14 DINOv2Pretraining=SSL (LVD-142M), Params=22 M, Pool=Max, Backbone Status=Frozen2026.04 | 22.6 | 30.2 | 33.6 | 35.5 | |
| ViT-B/16 DINOv3Pretraining=SSL (LVD-1.7B), Params=86 M, Pool=CLS, Backbone Status=Frozen2026.04 | 21.8 | 32.1 | 36.3 | 35.3 | |
| ViT-L/16 DINOv3satPretraining=SSL (Sat-493M), Params=303 M, Pool=Max, Backbone Status=Frozen2026.04 | 20.8 | 28.7 | 32.1 | 33.7 | |
| DeiT-B/16Pretraining=Sup. IN-1k, Params=86 M, Pool=Max, Backbone Status=Frozen2026.04 | 18.7 | 26.7 | 30.3 | 30.3 | |
| ViT-L/16 DINOv3lvdPretraining=SSL (LVD-1.7B), Params=303 M, Pool=CLS, Backbone Status=Frozen2026.04 | 16.2 | 23.3 | 27.4 | 25.9 | |
| EfficientNet-B0Pretraining=Sup. IN-1k, Params=4 M, Pool=GAP, Backbone Status=Frozen2026.04 | 15 | 21.4 | 25 | 24.8 | |
| DeiT3-B/16Pretraining=Sup. IN-1k, Params=86 M, Pool=GeM, Backbone Status=Frozen2026.04 | 14.8 | 21 | 23.5 | 23.9 | |
| ResNet-50Pretraining=Sup. IN-1k, Params=24 M, Pool=GeM, Backbone Status=Frozen2026.04 | 14.2 | 21.7 | 24.8 | 24.4 | |
| DeiT-S/16Pretraining=Sup. IN-1k, Params=22 M, Pool=GeM, Backbone Status=Frozen2026.04 | 13.7 | 20.2 | 23.2 | 22.9 | |
| MobileNetV3-LPretraining=Sup. IN-1k, Params=4 M, Pool=GAP, Backbone Status=Frozen2026.04 | 13.3 | 20.1 | 23.5 | 23 | |
| ViT-S/16 AugRegPretraining=Sup. IN-21k→1k, Params=22 M, Pool=Mean, Backbone Status=Frozen2026.04 | 11.5 | 18.7 | 21.9 | 20 | |
| DenseNet-121Pretraining=Sup. IN-1k, Params=7 M, Pool=GAP, Backbone Status=Frozen2026.04 | 11 | 17 | 20.2 | 18.9 | |
| ResNet-101Pretraining=Sup. IN-1k, Params=43 M, Pool=GAP, Backbone Status=Frozen2026.04 | 10.3 | 17 | 20 | 18.4 | |
| ResNet-18Pretraining=Sup. IN-1k, Params=11 M, Pool=GAP, Backbone Status=Frozen2026.04 | 10.2 | 15.5 | 18.2 | 17.9 | |
| ViT-B/16 OrigPretraining=Sup. IN-21k→1k, Params=86 M, Pool=Mean, Backbone Status=Frozen2026.04 | 9.1 | 14.2 | 17.1 | 15.8 | |
| ConvNeXt-TPretraining=Sup. IN-1k, Params=28 M, Pool=GeM, Backbone Status=Frozen2026.04 | 7.5 | 12.1 | 14.6 | 13.4 | |
| VGG-16Pretraining=Sup. IN-1k, Params=134 M, Pool=GAP, Backbone Status=Frozen2026.04 | 6.8 | 10.8 | 13.4 | 12.4 | |
| DeiT3-S/16Pretraining=Sup. IN-1k, Params=22 M, Pool=Mean, Backbone Status=Frozen2026.04 | 6.4 | 10.9 | 12.9 | 11.6 | |
| ViT-B/16 CLIPPretraining=Lang.-img (WIT), Params=86 M, Pool=GeM, Backbone Status=Frozen2026.04 | 5.8 | 9.1 | 10.9 | 10.7 | |
| ViT-B/16 MAEPretraining=Recon. (IN-1k), Params=86 M, Pool=GeM, Backbone Status=Frozen2026.04 | 2.2 | 4.2 | 5.2 | 4.3 |