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ResearchFormerly WizWand

Image Classification on ImageNet-Rendition (IN-R) (test)

55.7Top-1 AccRILS
23.792832.076440.3648.6436Nov 20, 2021Jan 29, 2022Apr 10, 2022Jun 19, 2022Aug 29, 2022Nov 7, 2022Jan 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
RILSBackbone=ViT-B/16, Zero-shot=true, Training Epochs=25, Training Data=L-20M2023.0155.7
Our ViT-BBackbone=ViT-B, Pre-training=ImageNet-21K, Representation=Discrete2021.1155.3
MAE+CLIPBackbone=ViT-B/16, Zero-shot=true, Training Epochs=25, Training Data=L-20M2023.0153.9
CLIPBackbone=ViT-B/16, Zero-shot=true, Training Epochs=25, Training Data=L-20M2023.0151.2
MultiMAEBackbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.0450.5
SLIPBackbone=ViT-B/16, Zero-shot=true, Training Epochs=25, Training Data=L-20M2023.0149.8
MAEBackbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.0449.3
Our ViT-B (discrete only)Backbone=ViT-B, Representation=Discrete2021.1148.8
MoCo-v3Backbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.0448.4
DINOBackbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.0448.1
DeepAugment + AugMixAugmentation=DeepAugment + AugMix2021.1146.8
SupervisedBackbone=ViT-B, Modality=RGB-only, Training=Fine-tuned2022.0443.5
DeepAugmentAugmentation=DeepAugment2021.1142.2
ViT-B + CutMixBackbone=ViT-B, Augmentation=CutMix2021.1138.4
Causal TransportabilityAlgorithm=SimCLR2022.0438.25
ViT-BBackbone=ViT-B2021.1138.2
ViT-B + CutOutBackbone=ViT-B, Augmentation=CutOut2021.1138.1
RSCAlgorithm=ResNet1522022.0437.86
ERMAlgorithm=SimCLR2022.0437.82
ResNet 50Backbone=ResNet-50, Pre-training=ImageNet-21K2021.1137.2
Causal TransportabilityAlgorithm=ResNet101-2x2022.0436.7
ResNet 50Backbone=ResNet-502021.1136.1
Causal TransportabilityAlgorithm=ResNet1522022.0436.07
Causal Transportability (Ablation)Algorithm=ResNet101-2x2022.0435.82
Causal Transportability (Ablation)Algorithm=SimCLR2022.0435.74
RSCAlgorithm=ResNet101-2x2022.0435.5
Causal Transportability (Ablation)Algorithm=ResNet1522022.0434.94
RSCAlgorithm=SimCLR2022.0434.06
RSCAlgorithm=ResNet502022.0433.34
Causal TransportabilityAlgorithm=SWAV2022.0433.32
Causal TransportabilityAlgorithm=ResNet502022.0432.22
ERMAlgorithm=SWAV2022.0431.77
ERMAlgorithm=ResNet101-2x2022.0431.44
Causal Transportability (Ablation)Algorithm=ResNet502022.0430.96
ERMAlgorithm=ResNet1522022.0430.53
RSCAlgorithm=SWAV2022.0430.47
Causal Transportability (Ablation)Algorithm=SWAV2022.0430.32
RandAug + MixupAugmentation=RandAug + Mixup2021.1129.6
Causal TransportabilityAlgorithm=Moco-v22022.0428.7
ERMAlgorithm=Moco-v22022.0426.92
RSCAlgorithm=Moco-v22022.0426.14
Causal Transportability (Ablation)Algorithm=Moco-v22022.0425.96
ERMAlgorithm=ResNet502022.0425.02