Image Classification on ImageNet-Rendition (IN-R) (test)
55.7Top-1 AccRILS
Evaluation Results
| Method | Links | |
|---|---|---|
| RILSBackbone=ViT-B/16, Zero-shot=true, Training Epochs=25, Training Data=L-20M2023.01 | 55.7 | |
| Our ViT-BBackbone=ViT-B, Pre-training=ImageNet-21K, Representation=Discrete2021.11 | 55.3 | |
| MAE+CLIPBackbone=ViT-B/16, Zero-shot=true, Training Epochs=25, Training Data=L-20M2023.01 | 53.9 | |
| CLIPBackbone=ViT-B/16, Zero-shot=true, Training Epochs=25, Training Data=L-20M2023.01 | 51.2 | |
| MultiMAEBackbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.04 | 50.5 | |
| SLIPBackbone=ViT-B/16, Zero-shot=true, Training Epochs=25, Training Data=L-20M2023.01 | 49.8 | |
| MAEBackbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.04 | 49.3 | |
| Our ViT-B (discrete only)Backbone=ViT-B, Representation=Discrete2021.11 | 48.8 | |
| MoCo-v3Backbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.04 | 48.4 | |
| DINOBackbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.04 | 48.1 | |
| DeepAugment + AugMixAugmentation=DeepAugment + AugMix2021.11 | 46.8 | |
| SupervisedBackbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.04 | 43.5 | |
| DeepAugmentAugmentation=DeepAugment2021.11 | 42.2 | |
| ViT-B + CutMixBackbone=ViT-B, Augmentation=CutMix2021.11 | 38.4 | |
| Causal TransportabilityAlgorithm=SimCLR2022.04 | 38.25 | |
| ViT-BBackbone=ViT-B2021.11 | 38.2 | |
| ViT-B + CutOutBackbone=ViT-B, Augmentation=CutOut2021.11 | 38.1 | |
| RSCAlgorithm=ResNet1522022.04 | 37.86 | |
| ERMAlgorithm=SimCLR2022.04 | 37.82 | |
| ResNet 50Backbone=ResNet-50, Pre-training=ImageNet-21K2021.11 | 37.2 | |
| Causal TransportabilityAlgorithm=ResNet101-2x2022.04 | 36.7 | |
| ResNet 50Backbone=ResNet-502021.11 | 36.1 | |
| Causal TransportabilityAlgorithm=ResNet1522022.04 | 36.07 | |
| Causal Transportability (Ablation)Algorithm=ResNet101-2x2022.04 | 35.82 | |
| Causal Transportability (Ablation)Algorithm=SimCLR2022.04 | 35.74 | |
| RSCAlgorithm=ResNet101-2x2022.04 | 35.5 | |
| Causal Transportability (Ablation)Algorithm=ResNet1522022.04 | 34.94 | |
| RSCAlgorithm=SimCLR2022.04 | 34.06 | |
| RSCAlgorithm=ResNet502022.04 | 33.34 | |
| Causal TransportabilityAlgorithm=SWAV2022.04 | 33.32 | |
| Causal TransportabilityAlgorithm=ResNet502022.04 | 32.22 | |
| ERMAlgorithm=SWAV2022.04 | 31.77 | |
| ERMAlgorithm=ResNet101-2x2022.04 | 31.44 | |
| Causal Transportability (Ablation)Algorithm=ResNet502022.04 | 30.96 | |
| ERMAlgorithm=ResNet1522022.04 | 30.53 | |
| RSCAlgorithm=SWAV2022.04 | 30.47 | |
| Causal Transportability (Ablation)Algorithm=SWAV2022.04 | 30.32 | |
| RandAug + MixupAugmentation=RandAug + Mixup2021.11 | 29.6 | |
| Causal TransportabilityAlgorithm=Moco-v22022.04 | 28.7 | |
| ERMAlgorithm=Moco-v22022.04 | 26.92 | |
| RSCAlgorithm=Moco-v22022.04 | 26.14 | |
| Causal Transportability (Ablation)Algorithm=Moco-v22022.04 | 25.96 | |
| ERMAlgorithm=ResNet502022.04 | 25.02 |