Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
| { | |
| "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" | |
| } | |
| ] | |
| } | |
| } | |
| } |