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ResearchFormerly WizWand

Image Classification on PASCAL VOC 2007

92.3AccuracyxCLIP
66.373.0579.886.55Feb 13, 2020Aug 20, 2020Feb 26, 2021Sep 4, 2021Mar 12, 2022Sep 18, 2022Mar 27, 2023
Updated 8mo ago

Evaluation results

MethodLinks
xCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.1092.3
CLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.1091.1
nCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.1090.1
LogMETop-k=k=32022.0786.89
NLEEPTop-k=k=32022.0786.89
SFDATop-k=k=32022.0786.89
SFDAcomTop-k=k=32022.0786.89
NLEEPTop-k=k=22022.0786.64
TWISTEvaluation Protocol=Fine-tune, Backbone=ResNet-50, Pre-trained=ImageNet2021.1086.5
LogMETop-k=k=22022.0786.46
SFDATop-k=k=22022.0786.46
SFDAcomTop-k=k=22022.0786.46
TWISTEvaluation Protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2021.1085.7
EVA-02-CLIP-E/14+zero-shot evaluation protocol=true2023.0385.6
BYOLEvaluation Protocol=Fine-tune, Backbone=ResNet-50, Pre-trained=ImageNet2021.1085.4
SupervisedEvaluation protocol=Fine-tuned, Pre-training=ImageNet, Backbone=ResNet-502020.0285
SUPEvaluation Protocol=Fine-tune, Backbone=ResNet-50, Pre-trained=ImageNet2021.1085
SimCLREvaluation Protocol=Fine-tune, Backbone=ResNet-50, Pre-trained=ImageNet2021.1084.5
SimCLREvaluation protocol=Fine-tuned, Pre-training=ImageNet, Backbone=ResNet-502020.0284.1
SupervisedEvaluation protocol=Linear evaluation, Pre-training=ImageNet, Backbone=ResNet-502020.0282.8
SUPEvaluation Protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2021.1082.8
BYOLEvaluation Protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2021.1082.5
SimCLREvaluation protocol=Linear evaluation, Pre-training=ImageNet, Backbone=ResNet-502020.0280.5
SimCLREvaluation Protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2021.1080.5
EVA-02-CLIP-B/16zero-shot evaluation protocol=true2023.0380.2
OpenAI CLIP-B/16zero-shot evaluation protocol=true2023.0378.3
Random initEvaluation protocol=Fine-tuned, Backbone=ResNet-502020.0267.3
RandomEvaluation Protocol=Fine-tune, Backbone=ResNet-50, Pre-trained=ImageNet2021.1067.3