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SOTA
物体認識
Object Recognition On Shape Bias
Object Recognition On Shape Bias
評価指標
shape bias
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
shape bias
Paper Title
Repository
ViT-22B-384
86.4
Scaling Vision Transformers to 22 Billion Parameters
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ResNet-50
22.1
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness
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ViT-22B-560
83.8
Scaling Vision Transformers to 22 Billion Parameters
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GoogLeNet
31.2
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness
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ViT-22B-224
78.0
Scaling Vision Transformers to 22 Billion Parameters
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CLIP (ViT-B)
79.9
Learning Transferable Visual Models From Natural Language Supervision
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SWSL (ResNet-50)
28.6
Billion-scale semi-supervised learning for image classification
-
SimCLR (ResNet-50x4)
40.7
A Simple Framework for Contrastive Learning of Visual Representations
-
Parti
91.7
Intriguing properties of generative classifiers
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VGG-16
17.2
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness
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Stable Diffusion
92.7
Intriguing properties of generative classifiers
-
SimCLR (ResNet-50x1)
38.9
A Simple Framework for Contrastive Learning of Visual Representations
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SWSL (ResNeXt-101)
49.8
Billion-scale semi-supervised learning for image classification
-
ResNet-50 (with strong augmentations)
62.2
The Origins and Prevalence of Texture Bias in Convolutional Neural Networks
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ResNet-50 (L2 eps 5.0 adv trained)
69.5
Do Adversarially Robust ImageNet Models Transfer Better?
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SimCLR (ResNet-50x2)
41.7
A Simple Framework for Contrastive Learning of Visual Representations
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Imagen
98.7
Intriguing properties of generative classifiers
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AlexNet
42.9
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness
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