diff --git "a/data/bitrate_estimator_robustness.json" "b/data/bitrate_estimator_robustness.json" new file mode 100644--- /dev/null +++ "b/data/bitrate_estimator_robustness.json" @@ -0,0 +1,3057 @@ +{ + "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, + "spectral_entropy": 5.2971378792878685 + }, + "convnext_base": { + "effective_rank": 6.411387332865075, + "participation_ratio": 6.701393331989834, + "gini_spectrum": 0.41861283786958864, + "spectral_entropy": 5.879629359148132 + }, + "convnext_large": { + "effective_rank": 6.461063489670892, + "participation_ratio": 6.727850596540523, + "gini_spectrum": 0.39388147147736136, + "spectral_entropy": 5.959518740126924 + }, + "dinov2_vitb14": { + "effective_rank": 6.623491472382366, + "participation_ratio": 6.8024467683760195, + "gini_spectrum": 0.3416318422724504, + "spectral_entropy": 6.3052045562917725 + }, + "dinov2_vitg14": { + "effective_rank": 6.601228662193477, + "participation_ratio": 6.778397969863, + "gini_spectrum": 0.3725593504712225, + "spectral_entropy": 6.308742583385323 + }, + "dinov2_vitl14": { + "effective_rank": 6.683808539762366, + "participation_ratio": 6.831607943900728, + "gini_spectrum": 0.3126689027547148, + "spectral_entropy": 6.417650941009498 + }, + "dinov2_vits14": { + "effective_rank": 6.4057311674434985, + "participation_ratio": 6.6783787465675015, + "gini_spectrum": 0.4643868861861958, + "spectral_entropy": 5.98466329161367 + }, + "efficientnet_b0": { + "effective_rank": 6.414469949899139, + "participation_ratio": 6.704363969802651, + "gini_spectrum": 0.4139239614959497, + "spectral_entropy": 5.906252273501695 + }, + "mixer_b16_224": { + "effective_rank": 6.3918122675438696, + "participation_ratio": 6.700544873663073, + "gini_spectrum": 0.40683367185576885, + "spectral_entropy": 5.794594257255525 + }, + "resnet101": { + "effective_rank": 6.428367523950061, + "participation_ratio": 6.725124224446845, + "gini_spectrum": 0.3749451001970103, + "spectral_entropy": 5.825930184173332 + }, + "resnet50": { + "effective_rank": 6.273475820999395, + "participation_ratio": 6.650111075996004, + "gini_spectrum": 0.4287186958309878, + "spectral_entropy": 5.574977571583244 + }, + "swin_base_patch4_window7_224": { + "effective_rank": 6.460868117379511, + "participation_ratio": 6.72959696889643, + "gini_spectrum": 0.39095374865017357, + "spectral_entropy": 5.94730522019325 + }, + "vit_base_patch16_224": { + "effective_rank": 6.293815865151638, + "participation_ratio": 6.64317462069716, + "gini_spectrum": 0.46184928752329846, + "spectral_entropy": 5.684601721000311 + }, + "vit_base_patch16_224.mae": { + "effective_rank": 1.5819478454487217, + "participation_ratio": 3.4930362927866603, + "gini_spectrum": 1.5959996679100212, + "spectral_entropy": 0.9347447975136106 + }, + "vit_large_patch16_224": { + "effective_rank": 6.1234491632763355, + "participation_ratio": 6.574830649477175, + "gini_spectrum": 0.4833487989869422, + "spectral_entropy": 5.330555484211719 + }, + "vit_large_patch16_224.mae": { + "effective_rank": 4.423262385446179, + "participation_ratio": 5.733208269644463, + "gini_spectrum": 0.8563752783765296, + "spectral_entropy": 3.016637609887974 + } + }, + "regime_counts": { + "effective_rank": { + "Convergent": 20, + "Divergent": 22, + "Local-Only": 148 + }, + "participation_ratio": { + "Convergent": 20, + "Divergent": 22, + "Local-Only": 148 + }, + "gini_spectrum": { + "Collapsed": 190 + }, + "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" + } + ] + } + } +} \ No newline at end of file