Image Classification on ImageNet-ES (test)
98.5Oracle (S)OpenCLIP-h
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OpenCLIP-hNum. Params=632M, Pretraining Dataset=LAION-2B, DG method=Text-guided pretrain2025.03 | 98.5 | 87.1 | 79 | 77.6 | 93 | — | |
| DINOv2-gNum. Params=1.1B, Pretraining Dataset=LVD-142M, DG method=Dataset curation2025.03 | 98 | 90.7 | 84.3 | 79.8 | 93.1 | — | |
| DINOv2-bNum. Params=90M, Pretraining Dataset=LVD-142M, DG method=Dataset curation2025.03 | 97.6 | 85.1 | 74.5 | 73.9 | 90.6 | — | |
| OpenCLIP-bNum. Params=87M, Pretraining Dataset=LAION-2B, DG method=Text-guided pretrain2025.03 | 97.4 | 81.4 | 66.1 | 71.3 | 90.9 | — | |
| SwinV2-SNum. Params=50M, Pretraining Dataset=IN-1K, DG method=-2025.03 | 95.4 | 74.4 | 59.9 | 65.5 | 84.5 | — | |
| SwinV2-BNum. Params=88M, Pretraining Dataset=IN-1K, DG method=-2025.03 | 95.3 | 75.3 | 60 | 65.5 | 85.3 | — | |
| SwinV2-TNum. Params=28M, Pretraining Dataset=IN-1K, DG method=-2025.03 | 95.1 | 70.4 | 54.1 | 63.1 | 82.6 | — | |
| EfficientNet-B3Num. Params=12M, Pretraining Dataset=IN-1K, DG method=-2025.03 | 94.8 | 73.9 | 62 | 66.3 | 83.5 | — | |
| EfficientNet-B0Num. Params=5M, Pretraining Dataset=IN-1K, DG method=-2025.03 | 94.1 | 68.2 | 51.8 | 58.3 | 81.2 | — | |
| ResNet-152Num. Params=60M, Pretraining Dataset=IN-1K, DG method=-2025.03 | 93.6 | 58.2 | 41.1 | 54.3 | 81.1 | — | |
| ResNet-50Num. Params=26M, Pretraining Dataset=IN-21K, DG method=DeepAugment*+AugMix†2025.03 | 93 | 66.9 | 53.2 | 61.4 | 83.1 | — | |
| ResNet-50Num. Params=26M, Pretraining Dataset=IN-1K, DG method=-2025.03 | 92.4 | 49.5 | 32.1 | 50.4 | 78.6 | — | |
| SNNArchitecture=ResNet18+LIF, Mode=baseline2025.11 | — | — | — | — | — | 39.89 | |
| SNNArchitecture=ResNet18+LIF, Mode=pre-train2025.11 | — | — | — | — | — | 43.74 | |
| SNNArchitecture=ResNet18+LIAF, Mode=pre-train2025.11 | — | — | — | — | — | 52.25 | |
| SNNArchitecture=ResNet34+LIF, Mode=baseline2025.11 | — | — | — | — | — | 43.42 | |
| SNNArchitecture=ResNet34+LIAF, Mode=pre-train2025.11 | — | — | — | — | — | 51.83 |