Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
| { | |
| "k_values": [ | |
| 3, | |
| 5, | |
| 10, | |
| 20, | |
| 50, | |
| 100 | |
| ], | |
| "n_pairs": 15, | |
| "regime_stability": 0.9333, | |
| "results": [ | |
| { | |
| "pair": "clip_vitb16 <-> clip_vitl14", | |
| "tau": 0.468, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.2109, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.2428, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.2907, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.3381, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.3783, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.3985, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "clip_vitb32 <-> clip_vitb16", | |
| "tau": 0.744, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.21, | |
| "regime": "Convergent" | |
| }, | |
| "5": { | |
| "s_local": 0.2385, | |
| "regime": "Convergent" | |
| }, | |
| "10": { | |
| "s_local": 0.2772, | |
| "regime": "Convergent" | |
| }, | |
| "20": { | |
| "s_local": 0.3198, | |
| "regime": "Convergent" | |
| }, | |
| "50": { | |
| "s_local": 0.3628, | |
| "regime": "Convergent" | |
| }, | |
| "100": { | |
| "s_local": 0.3908, | |
| "regime": "Convergent" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "resnet50 <-> resnet101", | |
| "tau": 0.5445, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.2516, | |
| "regime": "Convergent" | |
| }, | |
| "5": { | |
| "s_local": 0.2773, | |
| "regime": "Convergent" | |
| }, | |
| "10": { | |
| "s_local": 0.3195, | |
| "regime": "Convergent" | |
| }, | |
| "20": { | |
| "s_local": 0.3596, | |
| "regime": "Convergent" | |
| }, | |
| "50": { | |
| "s_local": 0.4033, | |
| "regime": "Convergent" | |
| }, | |
| "100": { | |
| "s_local": 0.4345, | |
| "regime": "Convergent" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "dinov2_vitb14 <-> dinov2_vitl14", | |
| "tau": 0.4073, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.4064, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.4478, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.5137, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.5763, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.6118, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.557, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "dinov2_vits14 <-> dinov2_vitg14", | |
| "tau": 0.0995, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.2672, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.297, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.344, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.3937, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.4372, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.4279, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "vit_base_patch16_224 <-> vit_large_patch16_224", | |
| "tau": 0.219, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.2164, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.2505, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.302, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.3539, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.3919, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.391, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "convnext_base <-> convnext_large", | |
| "tau": 0.8475, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.4646, | |
| "regime": "Convergent" | |
| }, | |
| "5": { | |
| "s_local": 0.5117, | |
| "regime": "Convergent" | |
| }, | |
| "10": { | |
| "s_local": 0.5692, | |
| "regime": "Convergent" | |
| }, | |
| "20": { | |
| "s_local": 0.6283, | |
| "regime": "Convergent" | |
| }, | |
| "50": { | |
| "s_local": 0.6683, | |
| "regime": "Convergent" | |
| }, | |
| "100": { | |
| "s_local": 0.6563, | |
| "regime": "Convergent" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "beit_base_patch16_224 <-> beit_large_patch16_224", | |
| "tau": 0.3613, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.1828, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.2083, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.2376, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.2668, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.3171, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.3589, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "dinov2_vitb14 <-> clip_vitb16", | |
| "tau": 0.0449, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.155, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.1826, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.2241, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.2726, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.31, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.3196, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "vit_base_patch16_224.mae <-> vit_base_patch16_224", | |
| "tau": 0.0024, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.0234, | |
| "regime": "Divergent" | |
| }, | |
| "5": { | |
| "s_local": 0.0238, | |
| "regime": "Divergent" | |
| }, | |
| "10": { | |
| "s_local": 0.0265, | |
| "regime": "Divergent" | |
| }, | |
| "20": { | |
| "s_local": 0.0311, | |
| "regime": "Divergent" | |
| }, | |
| "50": { | |
| "s_local": 0.0411, | |
| "regime": "Divergent" | |
| }, | |
| "100": { | |
| "s_local": 0.0529, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "dinov2_vitb14 <-> resnet50", | |
| "tau": 0.1525, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.1419, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.1642, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.1933, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.2259, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.2589, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.277, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "clip_vitl14 <-> dinov2_vitl14", | |
| "tau": 0.0297, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.1832, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.2176, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.2688, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.3224, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.3618, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.342, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "convnext_base <-> resnet101", | |
| "tau": 0.3092, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.229, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.2583, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.3045, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.3491, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.3949, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.4167, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "mixer_b16_224 <-> vit_base_patch16_224", | |
| "tau": 0.179, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.1707, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.1923, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.2253, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.2628, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.3037, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.3298, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| }, | |
| { | |
| "pair": "efficientnet_b0 <-> resnet50", | |
| "tau": 0.4761, | |
| "regimes": { | |
| "3": { | |
| "s_local": 0.235, | |
| "regime": "Local-Only" | |
| }, | |
| "5": { | |
| "s_local": 0.2615, | |
| "regime": "Local-Only" | |
| }, | |
| "10": { | |
| "s_local": 0.3, | |
| "regime": "Local-Only" | |
| }, | |
| "20": { | |
| "s_local": 0.3377, | |
| "regime": "Local-Only" | |
| }, | |
| "50": { | |
| "s_local": 0.3799, | |
| "regime": "Local-Only" | |
| }, | |
| "100": { | |
| "s_local": 0.4087, | |
| "regime": "Local-Only" | |
| } | |
| } | |
| } | |
| ] | |
| } |