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ResearchFormerly WizWand

Image Classification on Describable Textures Dataset (DTD)

89AccuracyLaCLIP
42.7254.73566.7578.765Jun 17, 2021Oct 13, 2021Feb 9, 2022Jun 8, 2022Oct 5, 2022Feb 1, 2023May 31, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LaCLIPArchitecture=ViT-B/16, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.0589
CLIPArchitecture=ViT-B/16, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.0588.7
LaCLIPArchitecture=ViT-B/32, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.0587.5
CLIPArchitecture=ViT-B/32, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.0587.4
LaSLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.0586.7
SLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.0585.8
LaCLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.0584.9
CLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.0583.3
CLIPArchitecture=ViT-B/16, Pre-training Data=RedCaps, Protocol=5-way 5-shot2023.0582.6
LaCLIPArchitecture=ViT-B/16, Pre-training Data=RedCaps, Protocol=5-way 5-shot2023.0582.4
NLEEPTop-k=k=32022.0778.14
SFDAcomTop-k=k=32022.0778.14
EsViTBackbone=Swin-T, Evaluation Protocol=Linear probe2021.0678.1
LogMETop-k=k=32022.0777.68
SFDATop-k=k=32022.0777.68
NLEEPTop-k=k=22022.0777.25
LogMETop-k=k=22022.0777.14
SFDATop-k=k=22022.0776.95
SFDAcomTop-k=k=22022.0776.95
CLIPBackbone=ResNet-50, Evaluation Protocol=Linear probe2021.0676.4
RényiCLEvaluation Protocol=linear evaluation, Multi-crop Augmentation=true2022.0876.3
LaCLIPArchitecture=ViT-B/16, Pre-training Data=CC3M, Protocol=5-way 5-shot2023.0575.8
CLSAEvaluation Protocol=linear evaluation, Multi-crop Augmentation=true2022.0875.5
InfoMinEvaluation Protocol=linear evaluation, Multi-crop Augmentation=false2022.0875
CLSAEvaluation Protocol=linear evaluation, Multi-crop Augmentation=false2022.0875
RényiCLEvaluation Protocol=linear evaluation, Multi-crop Augmentation=false2022.0874.6
CLIPArchitecture=ViT-B/16, Pre-training Data=CC3M, Protocol=5-way 5-shot2023.0574.4
ViT-g/14N-shot=10, Probe=linear regression2023.0574.1
xCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.1074
SupervisedBackbone=Swin-T, Evaluation Protocol=Linear probe2021.0673.1
SupervisedBackbone=ResNet-50, Evaluation Protocol=Linear probe, Reproduced=true2021.0672.6
SoViT-400m/14N-shot=10, Probe=linear regression2023.0572.5
CLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.1072.4
SupervisedBackbone=ResNet-50, Evaluation Protocol=Linear probe2021.0672.3
ViT-L/16N-shot=10, Probe=linear regression2023.0572
nCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.1070.6
VP (white-box)Access=white-box, Shots=16, Repeated runs=32023.0361.9
BARShots=16, Repeated runs=32023.0347
BlackVIPShots=16, Repeated runs=32023.0345.2
ZSMode=Zero-shot2023.0344.7
VP w/ SPSA-GCShots=16, Repeated runs=3, Optimizer=SPSA-GC2023.0344.5