Object Recognition on shape bias

Metric: shape bias (higher is better)

LeaderboardDataset

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Results

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#	Model↕	shape bias▼	Extra Data	Paper	Date↕	Code
1	Imagen	98.7	No	Intriguing properties of generative classifiers	2023-09-28	Code
2	Stable Diffusion	92.7	No	Intriguing properties of generative classifiers	2023-09-28	Code
3	Parti	91.7	No	Intriguing properties of generative classifiers	2023-09-28	Code
4	ViT-22B-384	86.4	No	Scaling Vision Transformers to 22 Billion Parame...	2023-02-10	Code
5	ViT-22B-560	83.8	No	Scaling Vision Transformers to 22 Billion Parame...	2023-02-10	Code
6	CLIP (ViT-B)	79.9	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
7	ViT-22B-224	78	No	Scaling Vision Transformers to 22 Billion Parame...	2023-02-10	Code
8	ResNet-50 (L2 eps 5.0 adv trained)	69.5	No	Do Adversarially Robust ImageNet Models Transfer...	2020-07-16	Code
9	ResNet-50 (with strong augmentations)	62.2	No	The Origins and Prevalence of Texture Bias in Co...	2019-11-20	-
10	SWSL (ResNeXt-101)	49.8	No	Billion-scale semi-supervised learning for image...	2019-05-02	Code
11	AlexNet	42.9	No	ImageNet-trained CNNs are biased towards texture...	2018-11-29	Code
12	SimCLR (ResNet-50x2)	41.7	No	A Simple Framework for Contrastive Learning of V...	2020-02-13	Code
13	SimCLR (ResNet-50x4)	40.7	No	A Simple Framework for Contrastive Learning of V...	2020-02-13	Code
14	SimCLR (ResNet-50x1)	38.9	No	A Simple Framework for Contrastive Learning of V...	2020-02-13	Code
15	GoogLeNet	31.2	No	ImageNet-trained CNNs are biased towards texture...	2018-11-29	Code
16	SWSL (ResNet-50)	28.6	No	Billion-scale semi-supervised learning for image...	2019-05-02	Code
17	ResNet-50	22.1	No	ImageNet-trained CNNs are biased towards texture...	2018-11-29	Code
18	VGG-16	17.2	No	ImageNet-trained CNNs are biased towards texture...	2018-11-29	Code