Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
| { | |
| "description": "Model selection utility: which metric best predicts stitching success?", | |
| "per_target": [ | |
| { | |
| "target": "resnet50", | |
| "acc_native": 0.5288, | |
| "n_candidates": 19, | |
| "best_source": "dinov2_vitg14", | |
| "best_acc": 0.875, | |
| "metric_correlations": { | |
| "tau": { | |
| "rho": -0.015, | |
| "p": 0.9517 | |
| }, | |
| "s_global": { | |
| "rho": 0.147, | |
| "p": 0.5471 | |
| }, | |
| "s_local": { | |
| "rho": 0.312, | |
| "p": 0.1942 | |
| }, | |
| "delta": { | |
| "rho": 0.298, | |
| "p": 0.2149 | |
| }, | |
| "tau_top1_match": false, | |
| "tau_top1_source": "resnet101", | |
| "tau_top1_acc": 0.5922, | |
| "s_global_top1_match": false, | |
| "s_global_top1_source": "resnet101", | |
| "s_global_top1_acc": 0.5922, | |
| "s_local_top1_match": false, | |
| "s_local_top1_source": "resnet101", | |
| "s_local_top1_acc": 0.5922 | |
| }, | |
| "candidates": [ | |
| { | |
| "source": "beit_base_patch16_224", | |
| "tau": 0.2277, | |
| "s_global": 0.2377, | |
| "delta": 2.239, | |
| "s_local": 0.064, | |
| "acc_stitched": 0.2834, | |
| "retention": 0.5359 | |
| }, | |
| { | |
| "source": "beit_large_patch16_224", | |
| "tau": 0.3556, | |
| "s_global": 0.302, | |
| "delta": 1.55, | |
| "s_local": 0.086, | |
| "acc_stitched": 0.4116, | |
| "retention": 0.7784 | |
| }, | |
| { | |
| "source": "clip_vitb16", | |
| "tau": 0.1145, | |
| "s_global": 0.5235, | |
| "delta": 1.264, | |
| "s_local": 0.164, | |
| "acc_stitched": 0.6568, | |
| "retention": 1.2421 | |
| }, | |
| { | |
| "source": "clip_vitb32", | |
| "tau": 0.1145, | |
| "s_global": 0.5147, | |
| "delta": 1.25, | |
| "s_local": 0.168, | |
| "acc_stitched": 0.6274, | |
| "retention": 1.1865 | |
| }, | |
| { | |
| "source": "clip_vitl14", | |
| "tau": 0.0961, | |
| "s_global": 0.5379, | |
| "delta": 0.663, | |
| "s_local": 0.167, | |
| "acc_stitched": 0.7454, | |
| "retention": 1.4096 | |
| }, | |
| { | |
| "source": "convnext_base", | |
| "tau": 0.2342, | |
| "s_global": 0.616, | |
| "delta": 0.136, | |
| "s_local": 0.232, | |
| "acc_stitched": 0.7886, | |
| "retention": 1.4913 | |
| }, | |
| { | |
| "source": "convnext_large", | |
| "tau": 0.2392, | |
| "s_global": 0.6027, | |
| "delta": 0.38, | |
| "s_local": 0.23, | |
| "acc_stitched": 0.7988, | |
| "retention": 1.5106 | |
| }, | |
| { | |
| "source": "dinov2_vitb14", | |
| "tau": 0.1525, | |
| "s_global": 0.4969, | |
| "delta": 0.496, | |
| "s_local": 0.193, | |
| "acc_stitched": 0.8188, | |
| "retention": 1.5484 | |
| }, | |
| { | |
| "source": "dinov2_vitg14", | |
| "tau": 0.3541, | |
| "s_global": 0.3953, | |
| "delta": 0.95, | |
| "s_local": 0.166, | |
| "acc_stitched": 0.875, | |
| "retention": 1.6547 | |
| }, | |
| { | |
| "source": "dinov2_vitl14", | |
| "tau": 0.2237, | |
| "s_global": 0.399, | |
| "delta": 0.858, | |
| "s_local": 0.171, | |
| "acc_stitched": 0.8664, | |
| "retention": 1.6384 | |
| }, | |
| { | |
| "source": "dinov2_vits14", | |
| "tau": 0.0886, | |
| "s_global": 0.5644, | |
| "delta": 0.353, | |
| "s_local": 0.225, | |
| "acc_stitched": 0.7374, | |
| "retention": 1.3945 | |
| }, | |
| { | |
| "source": "efficientnet_b0", | |
| "tau": 0.4761, | |
| "s_global": 0.7025, | |
| "delta": 0.124, | |
| "s_local": 0.3, | |
| "acc_stitched": 0.575, | |
| "retention": 1.0874 | |
| }, | |
| { | |
| "source": "mixer_b16_224", | |
| "tau": 0.4262, | |
| "s_global": 0.6738, | |
| "delta": 0.068, | |
| "s_local": 0.229, | |
| "acc_stitched": 0.4764, | |
| "retention": 0.9009 | |
| }, | |
| { | |
| "source": "resnet101", | |
| "tau": 0.5445, | |
| "s_global": 0.7468, | |
| "delta": 0.489, | |
| "s_local": 0.319, | |
| "acc_stitched": 0.5922, | |
| "retention": 1.1199 | |
| }, | |
| { | |
| "source": "swin_base_patch4_window7_224", | |
| "tau": 0.2863, | |
| "s_global": 0.6064, | |
| "delta": 0.294, | |
| "s_local": 0.232, | |
| "acc_stitched": 0.775, | |
| "retention": 1.4656 | |
| }, | |
| { | |
| "source": "vit_base_patch16_224", | |
| "tau": 0.2533, | |
| "s_global": 0.6391, | |
| "delta": 0.335, | |
| "s_local": 0.214, | |
| "acc_stitched": 0.679, | |
| "retention": 1.284 | |
| }, | |
| { | |
| "source": "vit_base_patch16_224.mae", | |
| "tau": 0.0038, | |
| "s_global": 0.1715, | |
| "delta": 6.456, | |
| "s_local": 0.036, | |
| "acc_stitched": 0.4438, | |
| "retention": 0.8393 | |
| }, | |
| { | |
| "source": "vit_large_patch16_224", | |
| "tau": 0.2387, | |
| "s_global": 0.5715, | |
| "delta": 0.444, | |
| "s_local": 0.189, | |
| "acc_stitched": 0.8046, | |
| "retention": 1.5216 | |
| }, | |
| { | |
| "source": "vit_large_patch16_224.mae", | |
| "tau": 0.0, | |
| "s_global": 0.2724, | |
| "delta": 3.206, | |
| "s_local": 0.118, | |
| "acc_stitched": 0.5162, | |
| "retention": 0.9762 | |
| } | |
| ] | |
| }, | |
| { | |
| "target": "vit_base_patch16_224", | |
| "acc_native": 0.7008, | |
| "n_candidates": 19, | |
| "best_source": "dinov2_vitg14", | |
| "best_acc": 0.8906, | |
| "metric_correlations": { | |
| "tau": { | |
| "rho": 0.468, | |
| "p": 0.04309 | |
| }, | |
| "s_global": { | |
| "rho": 0.323, | |
| "p": 0.1777 | |
| }, | |
| "s_local": { | |
| "rho": 0.73, | |
| "p": 0.0003898 | |
| }, | |
| "delta": { | |
| "rho": 0.211, | |
| "p": 0.387 | |
| }, | |
| "tau_top1_match": false, | |
| "tau_top1_source": "swin_base_patch4_window7_224", | |
| "tau_top1_acc": 0.7832, | |
| "s_global_top1_match": false, | |
| "s_global_top1_source": "convnext_base", | |
| "s_global_top1_acc": 0.794, | |
| "s_local_top1_match": false, | |
| "s_local_top1_source": "convnext_base", | |
| "s_local_top1_acc": 0.794 | |
| }, | |
| "candidates": [ | |
| { | |
| "source": "beit_base_patch16_224", | |
| "tau": 0.0175, | |
| "s_global": 0.2282, | |
| "delta": 1.904, | |
| "s_local": 0.061, | |
| "acc_stitched": 0.3302, | |
| "retention": 0.4712 | |
| }, | |
| { | |
| "source": "beit_large_patch16_224", | |
| "tau": 0.039, | |
| "s_global": 0.3026, | |
| "delta": 1.215, | |
| "s_local": 0.102, | |
| "acc_stitched": 0.4514, | |
| "retention": 0.6441 | |
| }, | |
| { | |
| "source": "clip_vitb16", | |
| "tau": 0.0185, | |
| "s_global": 0.5252, | |
| "delta": 0.929, | |
| "s_local": 0.193, | |
| "acc_stitched": 0.6832, | |
| "retention": 0.9749 | |
| }, | |
| { | |
| "source": "clip_vitb32", | |
| "tau": 0.0082, | |
| "s_global": 0.4984, | |
| "delta": 0.915, | |
| "s_local": 0.18, | |
| "acc_stitched": 0.6476, | |
| "retention": 0.9241 | |
| }, | |
| { | |
| "source": "clip_vitl14", | |
| "tau": 0.0051, | |
| "s_global": 0.5553, | |
| "delta": 0.327, | |
| "s_local": 0.217, | |
| "acc_stitched": 0.7606, | |
| "retention": 1.0853 | |
| }, | |
| { | |
| "source": "convnext_base", | |
| "tau": 0.4549, | |
| "s_global": 0.6964, | |
| "delta": 0.472, | |
| "s_local": 0.336, | |
| "acc_stitched": 0.794, | |
| "retention": 1.133 | |
| }, | |
| { | |
| "source": "convnext_large", | |
| "tau": 0.5269, | |
| "s_global": 0.6845, | |
| "delta": 0.715, | |
| "s_local": 0.333, | |
| "acc_stitched": 0.8116, | |
| "retention": 1.1581 | |
| }, | |
| { | |
| "source": "dinov2_vitb14", | |
| "tau": 0.1219, | |
| "s_global": 0.558, | |
| "delta": 0.831, | |
| "s_local": 0.287, | |
| "acc_stitched": 0.8292, | |
| "retention": 1.1832 | |
| }, | |
| { | |
| "source": "dinov2_vitg14", | |
| "tau": 0.2689, | |
| "s_global": 0.4728, | |
| "delta": 1.285, | |
| "s_local": 0.253, | |
| "acc_stitched": 0.8906, | |
| "retention": 1.2708 | |
| }, | |
| { | |
| "source": "dinov2_vitl14", | |
| "tau": 0.3037, | |
| "s_global": 0.4764, | |
| "delta": 1.194, | |
| "s_local": 0.258, | |
| "acc_stitched": 0.8764, | |
| "retention": 1.2506 | |
| }, | |
| { | |
| "source": "dinov2_vits14", | |
| "tau": 0.0685, | |
| "s_global": 0.5833, | |
| "delta": 0.018, | |
| "s_local": 0.29, | |
| "acc_stitched": 0.7508, | |
| "retention": 1.0713 | |
| }, | |
| { | |
| "source": "efficientnet_b0", | |
| "tau": 0.3528, | |
| "s_global": 0.5973, | |
| "delta": 0.459, | |
| "s_local": 0.237, | |
| "acc_stitched": 0.593, | |
| "retention": 0.8462 | |
| }, | |
| { | |
| "source": "mixer_b16_224", | |
| "tau": 0.179, | |
| "s_global": 0.6675, | |
| "delta": 0.268, | |
| "s_local": 0.225, | |
| "acc_stitched": 0.5286, | |
| "retention": 0.7543 | |
| }, | |
| { | |
| "source": "resnet101", | |
| "tau": 0.3564, | |
| "s_global": 0.6843, | |
| "delta": 0.824, | |
| "s_local": 0.259, | |
| "acc_stitched": 0.6294, | |
| "retention": 0.8981 | |
| }, | |
| { | |
| "source": "resnet50", | |
| "tau": 0.2533, | |
| "s_global": 0.6391, | |
| "delta": 0.335, | |
| "s_local": 0.214, | |
| "acc_stitched": 0.573, | |
| "retention": 0.8176 | |
| }, | |
| { | |
| "source": "swin_base_patch4_window7_224", | |
| "tau": 0.5442, | |
| "s_global": 0.6761, | |
| "delta": 0.629, | |
| "s_local": 0.335, | |
| "acc_stitched": 0.7832, | |
| "retention": 1.1176 | |
| }, | |
| { | |
| "source": "vit_base_patch16_224.mae", | |
| "tau": 0.0024, | |
| "s_global": 0.1539, | |
| "delta": 6.121, | |
| "s_local": 0.027, | |
| "acc_stitched": 0.4598, | |
| "retention": 0.6561 | |
| }, | |
| { | |
| "source": "vit_large_patch16_224", | |
| "tau": 0.219, | |
| "s_global": 0.6639, | |
| "delta": 0.108, | |
| "s_local": 0.302, | |
| "acc_stitched": 0.8146, | |
| "retention": 1.1624 | |
| }, | |
| { | |
| "source": "vit_large_patch16_224.mae", | |
| "tau": 0.0, | |
| "s_global": 0.2167, | |
| "delta": 2.871, | |
| "s_local": 0.096, | |
| "acc_stitched": 0.574, | |
| "retention": 0.8191 | |
| } | |
| ] | |
| }, | |
| { | |
| "target": "clip_vitb16", | |
| "acc_native": 0.6906, | |
| "n_candidates": 19, | |
| "best_source": "dinov2_vitg14", | |
| "best_acc": 0.8882, | |
| "metric_correlations": { | |
| "tau": { | |
| "rho": 0.119, | |
| "p": 0.6266 | |
| }, | |
| "s_global": { | |
| "rho": 0.337, | |
| "p": 0.1585 | |
| }, | |
| "s_local": { | |
| "rho": 0.699, | |
| "p": 0.0008781 | |
| }, | |
| "delta": { | |
| "rho": -0.272, | |
| "p": 0.2601 | |
| }, | |
| "tau_top1_match": false, | |
| "tau_top1_source": "clip_vitb32", | |
| "tau_top1_acc": 0.6534, | |
| "s_global_top1_match": false, | |
| "s_global_top1_source": "clip_vitl14", | |
| "s_global_top1_acc": 0.7646, | |
| "s_local_top1_match": false, | |
| "s_local_top1_source": "clip_vitl14", | |
| "s_local_top1_acc": 0.7646 | |
| }, | |
| "candidates": [ | |
| { | |
| "source": "beit_base_patch16_224", | |
| "tau": 0.041, | |
| "s_global": 0.1565, | |
| "delta": 0.975, | |
| "s_local": 0.046, | |
| "acc_stitched": 0.3284, | |
| "retention": 0.4755 | |
| }, | |
| { | |
| "source": "beit_large_patch16_224", | |
| "tau": 0.0353, | |
| "s_global": 0.1999, | |
| "delta": 0.286, | |
| "s_local": 0.069, | |
| "acc_stitched": 0.4516, | |
| "retention": 0.6539 | |
| }, | |
| { | |
| "source": "clip_vitb32", | |
| "tau": 0.744, | |
| "s_global": 0.7132, | |
| "delta": 0.014, | |
| "s_local": 0.277, | |
| "acc_stitched": 0.6534, | |
| "retention": 0.9461 | |
| }, | |
| { | |
| "source": "clip_vitl14", | |
| "tau": 0.468, | |
| "s_global": 0.7183, | |
| "delta": 0.601, | |
| "s_local": 0.291, | |
| "acc_stitched": 0.7646, | |
| "retention": 1.1072 | |
| }, | |
| { | |
| "source": "convnext_base", | |
| "tau": 0.0261, | |
| "s_global": 0.5483, | |
| "delta": 1.4, | |
| "s_local": 0.225, | |
| "acc_stitched": 0.7892, | |
| "retention": 1.1428 | |
| }, | |
| { | |
| "source": "convnext_large", | |
| "tau": 0.024, | |
| "s_global": 0.5338, | |
| "delta": 1.644, | |
| "s_local": 0.229, | |
| "acc_stitched": 0.8104, | |
| "retention": 1.1735 | |
| }, | |
| { | |
| "source": "dinov2_vitb14", | |
| "tau": 0.0449, | |
| "s_global": 0.4886, | |
| "delta": 1.76, | |
| "s_local": 0.224, | |
| "acc_stitched": 0.829, | |
| "retention": 1.2004 | |
| }, | |
| { | |
| "source": "dinov2_vitg14", | |
| "tau": 0.1047, | |
| "s_global": 0.4103, | |
| "delta": 2.214, | |
| "s_local": 0.198, | |
| "acc_stitched": 0.8882, | |
| "retention": 1.2861 | |
| }, | |
| { | |
| "source": "dinov2_vitl14", | |
| "tau": 0.0941, | |
| "s_global": 0.4092, | |
| "delta": 2.122, | |
| "s_local": 0.202, | |
| "acc_stitched": 0.8754, | |
| "retention": 1.2676 | |
| }, | |
| { | |
| "source": "dinov2_vits14", | |
| "tau": 0.0164, | |
| "s_global": 0.5223, | |
| "delta": 0.911, | |
| "s_local": 0.23, | |
| "acc_stitched": 0.7454, | |
| "retention": 1.0794 | |
| }, | |
| { | |
| "source": "efficientnet_b0", | |
| "tau": 0.0845, | |
| "s_global": 0.4978, | |
| "delta": 1.388, | |
| "s_local": 0.175, | |
| "acc_stitched": 0.5948, | |
| "retention": 0.8613 | |
| }, | |
| { | |
| "source": "mixer_b16_224", | |
| "tau": 0.0726, | |
| "s_global": 0.478, | |
| "delta": 1.196, | |
| "s_local": 0.146, | |
| "acc_stitched": 0.5248, | |
| "retention": 0.7599 | |
| }, | |
| { | |
| "source": "resnet101", | |
| "tau": 0.0775, | |
| "s_global": 0.5628, | |
| "delta": 1.753, | |
| "s_local": 0.183, | |
| "acc_stitched": 0.6224, | |
| "retention": 0.9012 | |
| }, | |
| { | |
| "source": "resnet50", | |
| "tau": 0.1145, | |
| "s_global": 0.5235, | |
| "delta": 1.264, | |
| "s_local": 0.164, | |
| "acc_stitched": 0.5654, | |
| "retention": 0.8187 | |
| }, | |
| { | |
| "source": "swin_base_patch4_window7_224", | |
| "tau": 0.0404, | |
| "s_global": 0.5673, | |
| "delta": 1.558, | |
| "s_local": 0.231, | |
| "acc_stitched": 0.7848, | |
| "retention": 1.1364 | |
| }, | |
| { | |
| "source": "vit_base_patch16_224", | |
| "tau": 0.0185, | |
| "s_global": 0.5252, | |
| "delta": 0.929, | |
| "s_local": 0.193, | |
| "acc_stitched": 0.6942, | |
| "retention": 1.0052 | |
| }, | |
| { | |
| "source": "vit_base_patch16_224.mae", | |
| "tau": 0.003, | |
| "s_global": 0.1245, | |
| "delta": 5.192, | |
| "s_local": 0.025, | |
| "acc_stitched": 0.4618, | |
| "retention": 0.6687 | |
| }, | |
| { | |
| "source": "vit_large_patch16_224", | |
| "tau": 0.0095, | |
| "s_global": 0.5175, | |
| "delta": 0.82, | |
| "s_local": 0.202, | |
| "acc_stitched": 0.817, | |
| "retention": 1.183 | |
| }, | |
| { | |
| "source": "vit_large_patch16_224.mae", | |
| "tau": 0.0004, | |
| "s_global": 0.1912, | |
| "delta": 1.942, | |
| "s_local": 0.092, | |
| "acc_stitched": 0.5742, | |
| "retention": 0.8315 | |
| } | |
| ] | |
| }, | |
| { | |
| "target": "dinov2_vitb14", | |
| "acc_native": 0.8292, | |
| "n_candidates": 19, | |
| "best_source": "dinov2_vitg14", | |
| "best_acc": 0.8928, | |
| "metric_correlations": { | |
| "tau": { | |
| "rho": 0.596, | |
| "p": 0.007023 | |
| }, | |
| "s_global": { | |
| "rho": 0.872, | |
| "p": 1.15e-06 | |
| }, | |
| "s_local": { | |
| "rho": 0.944, | |
| "p": 1.254e-09 | |
| }, | |
| "delta": { | |
| "rho": 0.565, | |
| "p": 0.01173 | |
| }, | |
| "tau_top1_match": false, | |
| "tau_top1_source": "dinov2_vits14", | |
| "tau_top1_acc": 0.762, | |
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