Contrast Detection - Spatial Frequency - Red-Green Gabor
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Each contour plot corresponds to the results of a model for the "Contrast Detection - Spatial Frequency - Red-Green Gabor" test in terms of the latent space dissimilarity Sac , while the red line corresponds to the ground truth. The test stimuli examples can be found here .
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0 0.2 0.4 0.6 0.8 1 No Encoder Alignment score = 0.5293 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 ColorVideoVDP Alignment score = 0.8196 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINO [ResNet-50 - ImageNet] Alignment score = 0.2943 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINO [ViT-S/16 - ImageNet] Alignment score = 0.5232 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINO [ViT-S/8 - ImageNet] Alignment score = 0.4279 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINO [ViT-B/16 - ImageNet] Alignment score = 0.6187 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINO [ViT-B/8 - ImageNet] Alignment score = 0.4602 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINO [Xcit-S-12/16 - ImageNet] Alignment score = 0.4957 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINO [Xcit-S-12/8 - ImageNet] Alignment score = 0.3948 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINO [Xcit-M-24/16 - ImageNet] Alignment score = 0.4749 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINO [Xcit-M-24/8 - ImageNet] Alignment score = 0.397 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINOv2 [ViT-S/14 - LVD-142M] Alignment score = 0.4026 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINOv2 [ViT-B/14 - LVD-142M] Alignment score = 0.4587 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINOv2 [ViT-L/14 - LVD-142M] Alignment score = 0.5118 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINOv2 [ViT-g/14 - LVD-142M] Alignment score = 0.4901 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINOv2 [ViT-S/14 + reg - LVD-142M] Alignment score = 0.4222 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINOv2 [ViT-B/14 + reg - LVD-142M] Alignment score = 0.4111 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINOv2 [ViT-L/14 + reg - LVD-142M] Alignment score = 0.3999 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 DINOv2 [ViT-G/14 + reg - LVD-142M] Alignment score = 0.3634 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ResNet-50 - OpenAI] Alignment score = 0.2864 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ResNet-50 - YFCC-15M] Alignment score = 0.3291 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ResNet-101 - OpenAI] Alignment score = 0.3546 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ResNet-101 - YFCC-15M] Alignment score = 0.3897 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ConvNext-B-w - LAION-2B] Alignment score = 0.3928 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ConvNext-B-w - LAION-2B+] Alignment score = 0.4655 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ConvNext-L-d - LAION-2B+] Alignment score = 0.4371 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ConvNext-XXL - LAION-2B+] Alignment score = 0.4546 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ViT-B/32 - OpenAI] Alignment score = 0.3782 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ViT-B/32 - LAION-2B] Alignment score = 0.378 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ViT-B/16 - OpenAI] Alignment score = 0.4221 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ViT-B/16 - LAION-2B] Alignment score = 0.3955 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ViT-L/14 - OpenAI] Alignment score = 0.4482 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 OpenCLIP [ViT-L/14 - LAION-2B] Alignment score = 0.6228 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 SAM [ViT-B-SAM - SA-1B] Alignment score = 0.3566 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 SAM [ViT-L-SAM - SA-1B] Alignment score = 0.3185 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 SAM [ViT-H-SAM - SA-1B] Alignment score = 0.3401 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 SAM-2 [SAM2.1-hiera-tiny - SA-V] Alignment score = 0.4192 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 SAM-2 [SAM2.1-hiera-S - SA-V] Alignment score = 0.3808 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 SAM-2 [SAM2.1-hiera-B+ - SA-V] Alignment score = 0.476 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 SAM-2 [SAM2.1-hiera-L - SA-V] Alignment score = 0.3689 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 MAE [ViT-B-MAE - ImageNet] Alignment score = 0.4214 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 MAE [ViT-L-MAE - ImageNet] Alignment score = 0.3891 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 MAE [ViT-H-MAE - ImageNet] Alignment score = 0.3781 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 SD-VAE [SD-v1-5 - LAION] Alignment score = 0.8034 Spatial Frequency (cpd) Sensitivity
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0 0.2 0.4 0.6 0.8 1 SD-VAE [SD-xl-base-1.0 - LAION] Alignment score = 0.3796 Spatial Frequency (cpd) Sensitivity
