{ "estimators": [ "effective_rank", "participation_ratio", "gini_spectrum", "spectral_entropy" ], "n_models": 20, "n_pairs": 190, "model_bitrates": { "beit_base_patch16_224": { "effective_rank": 4.940556618225559, "participation_ratio": 5.976380256266505, "gini_spectrum": 0.8308084964212075, "spectral_entropy": 3.5061755626446054 }, "beit_large_patch16_224": { "effective_rank": 5.279868757349432, "participation_ratio": 6.166038907504588, "gini_spectrum": 0.7287250351631032, "spectral_entropy": 3.8225569109636384 }, "clip_vitb16": { "effective_rank": 5.792718958430517, "participation_ratio": 6.378775009429481, "gini_spectrum": 0.642710480557057, "spectral_entropy": 4.915504937370279 }, "clip_vitb32": { "effective_rank": 5.839996989152703, "participation_ratio": 6.399207408339969, "gini_spectrum": 0.6337293717776861, "spectral_entropy": 5.020507225028058 }, "clip_vitl14": { "effective_rank": 6.064652422529963, "participation_ratio": 6.527749467344587, "gini_spectrum": 0.5405160626523513, 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"spectral_entropy": { "Convergent": 20, "Divergent": 22, "Local-Only": 147, "Collapsed": 1 } }, "pairwise_agreement": { "effective_rank vs participation_ratio": { "agreement_rate_pct": 100.0, "agree_count": 190, "total_pairs": 190, "flip_count": 0, "flips": [] }, "effective_rank vs gini_spectrum": { "agreement_rate_pct": 0.0, "agree_count": 0, "total_pairs": 190, "flip_count": 190, "flips": [ { "pair": "beit_base_patch16_224 <-> beit_large_patch16_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> clip_vitb16", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> clip_vitb32", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> clip_vitl14", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> convnext_base", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> convnext_large", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> dinov2_vitb14", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> dinov2_vitg14", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> dinov2_vitl14", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> dinov2_vits14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> vit_base_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> clip_vitb16", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> clip_vitb32", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> clip_vitl14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> convnext_base", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> convnext_large", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> dinov2_vitb14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> dinov2_vitg14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> dinov2_vitl14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> dinov2_vits14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> vit_base_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> clip_vitb32", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> clip_vitl14", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> convnext_base", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> convnext_large", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> dinov2_vitb14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> dinov2_vitg14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> dinov2_vitl14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> dinov2_vits14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> clip_vitl14", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> convnext_base", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> convnext_large", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> dinov2_vitb14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> dinov2_vitg14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> dinov2_vitl14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> dinov2_vits14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> convnext_base", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> convnext_large", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> dinov2_vitb14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> dinov2_vitg14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> dinov2_vitl14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> dinov2_vits14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> convnext_large", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> dinov2_vitb14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> dinov2_vitg14", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> dinov2_vitl14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> dinov2_vits14", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> swin_base_patch4_window7_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> vit_base_patch16_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> vit_large_patch16_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> dinov2_vitb14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> dinov2_vitg14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> dinov2_vitl14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> dinov2_vits14", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> swin_base_patch4_window7_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> vit_base_patch16_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> vit_large_patch16_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> dinov2_vitg14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> dinov2_vitl14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> dinov2_vits14", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> dinov2_vitl14", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> dinov2_vits14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> dinov2_vits14", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> efficientnet_b0", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> mixer_b16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> resnet101", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> resnet101", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> resnet50", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> swin_base_patch4_window7_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> vit_base_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> vit_large_patch16_224", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224 <-> vit_base_patch16_224.mae", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224 <-> vit_large_patch16_224", "effective_rank": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224", "effective_rank": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "vit_large_patch16_224 <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "gini_spectrum": "Collapsed" } ] }, "effective_rank vs spectral_entropy": { "agreement_rate_pct": 99.47, "agree_count": 189, "total_pairs": 190, "flip_count": 1, "flips": [ { "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224.mae", "effective_rank": "Local-Only", "spectral_entropy": "Collapsed" } ] }, "participation_ratio vs gini_spectrum": { "agreement_rate_pct": 0.0, "agree_count": 0, "total_pairs": 190, "flip_count": 190, "flips": [ { "pair": "beit_base_patch16_224 <-> beit_large_patch16_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> clip_vitb16", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> clip_vitb32", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> clip_vitl14", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> convnext_base", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> convnext_large", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> dinov2_vitb14", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> dinov2_vitg14", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> dinov2_vitl14", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> dinov2_vits14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> vit_base_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_base_patch16_224 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> clip_vitb16", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> clip_vitb32", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> clip_vitl14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> convnext_base", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> convnext_large", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> dinov2_vitb14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> dinov2_vitg14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> dinov2_vitl14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> dinov2_vits14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> vit_base_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "beit_large_patch16_224 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> clip_vitb32", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> clip_vitl14", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> convnext_base", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> convnext_large", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> dinov2_vitb14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> dinov2_vitg14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> dinov2_vitl14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> dinov2_vits14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb16 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> clip_vitl14", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> convnext_base", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> convnext_large", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> dinov2_vitb14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> dinov2_vitg14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> dinov2_vitl14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> dinov2_vits14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitb32 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> convnext_base", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> convnext_large", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> dinov2_vitb14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> dinov2_vitg14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> dinov2_vitl14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> dinov2_vits14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "clip_vitl14 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> convnext_large", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> dinov2_vitb14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> dinov2_vitg14", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> dinov2_vitl14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> dinov2_vits14", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> swin_base_patch4_window7_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> vit_base_patch16_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> vit_large_patch16_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_base <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> dinov2_vitb14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> dinov2_vitg14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> dinov2_vitl14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> dinov2_vits14", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> swin_base_patch4_window7_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> vit_base_patch16_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> vit_large_patch16_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "convnext_large <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> dinov2_vitg14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> dinov2_vitl14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> dinov2_vits14", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitb14 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> dinov2_vitl14", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> dinov2_vits14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitg14 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> dinov2_vits14", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vitl14 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> efficientnet_b0", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "dinov2_vits14 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> mixer_b16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> resnet101", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "efficientnet_b0 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> resnet101", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "mixer_b16_224 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> resnet50", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet101 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> swin_base_patch4_window7_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> vit_base_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> vit_large_patch16_224", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "resnet50 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224 <-> vit_base_patch16_224.mae", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224 <-> vit_large_patch16_224", "participation_ratio": "Convergent", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224", "participation_ratio": "Divergent", "gini_spectrum": "Collapsed" }, { "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" }, { "pair": "vit_large_patch16_224 <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "gini_spectrum": "Collapsed" } ] }, "participation_ratio vs spectral_entropy": { "agreement_rate_pct": 99.47, "agree_count": 189, "total_pairs": 190, "flip_count": 1, "flips": [ { "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224.mae", "participation_ratio": "Local-Only", "spectral_entropy": "Collapsed" } ] }, "gini_spectrum vs spectral_entropy": { "agreement_rate_pct": 0.53, "agree_count": 1, "total_pairs": 190, "flip_count": 189, "flips": [ { "pair": "beit_base_patch16_224 <-> beit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "beit_base_patch16_224 <-> clip_vitb16", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "beit_base_patch16_224 <-> clip_vitb32", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "beit_base_patch16_224 <-> clip_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "beit_base_patch16_224 <-> convnext_base", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> convnext_large", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> dinov2_vitb14", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "beit_base_patch16_224 <-> dinov2_vitg14", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "beit_base_patch16_224 <-> dinov2_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "beit_base_patch16_224 <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> clip_vitb16", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> clip_vitb32", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> clip_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> convnext_base", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> convnext_large", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> dinov2_vitb14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> dinov2_vitg14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> dinov2_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "beit_large_patch16_224 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> clip_vitb32", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "clip_vitb16 <-> clip_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "clip_vitb16 <-> convnext_base", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> convnext_large", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> dinov2_vitb14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> dinov2_vitg14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> dinov2_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "clip_vitb16 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb16 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> clip_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "clip_vitb32 <-> convnext_base", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> convnext_large", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> dinov2_vitb14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> dinov2_vitg14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> dinov2_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "clip_vitb32 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitb32 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> convnext_base", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> convnext_large", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> dinov2_vitb14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> dinov2_vitg14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> dinov2_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "clip_vitl14 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "clip_vitl14 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_base <-> convnext_large", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_base <-> dinov2_vitb14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_base <-> dinov2_vitg14", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_base <-> dinov2_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_base <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_base <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_base <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_base <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_base <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_base <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_base <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_base <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "convnext_base <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_base <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_large <-> dinov2_vitb14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_large <-> dinov2_vitg14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_large <-> dinov2_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_large <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_large <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_large <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_large <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_large <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "convnext_large <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_large <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_large <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "convnext_large <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "convnext_large <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> dinov2_vitg14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> dinov2_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "dinov2_vitb14 <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "dinov2_vitb14 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitb14 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitg14 <-> dinov2_vitl14", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "dinov2_vitg14 <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitg14 <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitg14 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitg14 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitg14 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitg14 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitg14 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitg14 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "dinov2_vitg14 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitg14 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitl14 <-> dinov2_vits14", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitl14 <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitl14 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitl14 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitl14 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitl14 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitl14 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitl14 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "dinov2_vitl14 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vitl14 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vits14 <-> efficientnet_b0", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vits14 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vits14 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vits14 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vits14 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vits14 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vits14 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "dinov2_vits14 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "dinov2_vits14 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "efficientnet_b0 <-> mixer_b16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "efficientnet_b0 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "efficientnet_b0 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "efficientnet_b0 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "efficientnet_b0 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "efficientnet_b0 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "efficientnet_b0 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "efficientnet_b0 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "mixer_b16_224 <-> resnet101", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "mixer_b16_224 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "mixer_b16_224 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "mixer_b16_224 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "mixer_b16_224 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "mixer_b16_224 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "mixer_b16_224 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "resnet101 <-> resnet50", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "resnet101 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "resnet101 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "resnet101 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "resnet101 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "resnet101 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "resnet50 <-> swin_base_patch4_window7_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "resnet50 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "resnet50 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "resnet50 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "resnet50 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "vit_base_patch16_224 <-> vit_base_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "vit_base_patch16_224 <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Convergent" }, { "pair": "vit_base_patch16_224 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" }, { "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224", "gini_spectrum": "Collapsed", "spectral_entropy": "Divergent" }, { "pair": "vit_large_patch16_224 <-> vit_large_patch16_224.mae", "gini_spectrum": "Collapsed", "spectral_entropy": "Local-Only" } ] } } }