Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
| { | |
| "description": "Retrieval downstream sanity check (k-NN + R@k) across 20 atlas pairs", | |
| "n_pairs": 20, | |
| "results": [ | |
| { | |
| "pair": "clip_vitb16 <-> clip_vitl14", | |
| "tau": 0.468, | |
| "s_global": 0.7183, | |
| "s_local": 0.291, | |
| "delta": 0.601, | |
| "knn_native": 0.7156, | |
| "knn_stitched": 0.6062, | |
| "knn_retention": 0.8471, | |
| "ret_native": { | |
| "R@1": 0.6648, | |
| "R@5": 0.8452, | |
| "R@10": 0.9008 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.528, | |
| "R@5": 0.7656, | |
| "R@10": 0.836 | |
| }, | |
| "ret_r10_retention": 0.9281 | |
| }, | |
| { | |
| "pair": "clip_vitb32 <-> clip_vitb16", | |
| "tau": 0.744, | |
| "s_global": 0.7132, | |
| "s_local": 0.277, | |
| "delta": 0.014, | |
| "knn_native": 0.6168, | |
| "knn_stitched": 0.5392, | |
| "knn_retention": 0.8742, | |
| "ret_native": { | |
| "R@1": 0.5264, | |
| "R@5": 0.7728, | |
| "R@10": 0.8464 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.4664, | |
| "R@5": 0.7144, | |
| "R@10": 0.7984 | |
| }, | |
| "ret_r10_retention": 0.9433 | |
| }, | |
| { | |
| "pair": "resnet50 <-> resnet101", | |
| "tau": 0.5445, | |
| "s_global": 0.7468, | |
| "s_local": 0.319, | |
| "delta": 0.489, | |
| "knn_native": 0.5916, | |
| "knn_stitched": 0.5068, | |
| "knn_retention": 0.8567, | |
| "ret_native": { | |
| "R@1": 0.5264, | |
| "R@5": 0.7772, | |
| "R@10": 0.8644 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.42, | |
| "R@5": 0.7068, | |
| "R@10": 0.8088 | |
| }, | |
| "ret_r10_retention": 0.9357 | |
| }, | |
| { | |
| "pair": "convnext_base <-> convnext_large", | |
| "tau": 0.8475, | |
| "s_global": 0.8469, | |
| "s_local": 0.569, | |
| "delta": 0.243, | |
| "knn_native": 0.7938, | |
| "knn_stitched": 0.7802, | |
| "knn_retention": 0.9829, | |
| "ret_native": { | |
| "R@1": 0.7496, | |
| "R@5": 0.8968, | |
| "R@10": 0.9404 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.7272, | |
| "R@5": 0.888, | |
| "R@10": 0.932 | |
| }, | |
| "ret_r10_retention": 0.9911 | |
| }, | |
| { | |
| "pair": "convnext_base <-> swin_base_patch4_window7_224", | |
| "tau": 0.7709, | |
| "s_global": 0.7817, | |
| "s_local": 0.483, | |
| "delta": 0.157, | |
| "knn_native": 0.7754, | |
| "knn_stitched": 0.7718, | |
| "knn_retention": 0.9954, | |
| "ret_native": { | |
| "R@1": 0.7148, | |
| "R@5": 0.8832, | |
| "R@10": 0.9328 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.7216, | |
| "R@5": 0.8884, | |
| "R@10": 0.9348 | |
| }, | |
| "ret_r10_retention": 1.0021 | |
| }, | |
| { | |
| "pair": "dinov2_vitb14 <-> dinov2_vitl14", | |
| "tau": 0.4073, | |
| "s_global": 0.6823, | |
| "s_local": 0.514, | |
| "delta": 0.363, | |
| "knn_native": 0.8764, | |
| "knn_stitched": 0.8202, | |
| "knn_retention": 0.9359, | |
| "ret_native": { | |
| "R@1": 0.844, | |
| "R@5": 0.9412, | |
| "R@10": 0.9696 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.7864, | |
| "R@5": 0.9036, | |
| "R@10": 0.9448 | |
| }, | |
| "ret_r10_retention": 0.9744 | |
| }, | |
| { | |
| "pair": "dinov2_vitg14 <-> dinov2_vitl14", | |
| "tau": 0.5526, | |
| "s_global": 0.7816, | |
| "s_local": 0.639, | |
| "delta": 0.091, | |
| "knn_native": 0.8764, | |
| "knn_stitched": 0.8796, | |
| "knn_retention": 1.0037, | |
| "ret_native": { | |
| "R@1": 0.844, | |
| "R@5": 0.9412, | |
| "R@10": 0.9696 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.852, | |
| "R@5": 0.9428, | |
| "R@10": 0.968 | |
| }, | |
| "ret_r10_retention": 0.9983 | |
| }, | |
| { | |
| "pair": "dinov2_vits14 <-> dinov2_vitb14", | |
| "tau": 0.5372, | |
| "s_global": 0.7086, | |
| "s_local": 0.461, | |
| "delta": 0.849, | |
| "knn_native": 0.8156, | |
| "knn_stitched": 0.729, | |
| "knn_retention": 0.8938, | |
| "ret_native": { | |
| "R@1": 0.768, | |
| "R@5": 0.9176, | |
| "R@10": 0.9588 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.68, | |
| "R@5": 0.8564, | |
| "R@10": 0.9088 | |
| }, | |
| "ret_r10_retention": 0.9479 | |
| }, | |
| { | |
| "pair": "vit_base_patch16_224 <-> vit_large_patch16_224", | |
| "tau": 0.219, | |
| "s_global": 0.6639, | |
| "s_local": 0.302, | |
| "delta": 0.108, | |
| "knn_native": 0.8062, | |
| "knn_stitched": 0.6898, | |
| "knn_retention": 0.8556, | |
| "ret_native": { | |
| "R@1": 0.7712, | |
| "R@5": 0.9076, | |
| "R@10": 0.94 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.6564, | |
| "R@5": 0.828, | |
| "R@10": 0.8808 | |
| }, | |
| "ret_r10_retention": 0.937 | |
| }, | |
| { | |
| "pair": "efficientnet_b0 <-> resnet101", | |
| "tau": 0.5747, | |
| "s_global": 0.6931, | |
| "s_local": 0.3, | |
| "delta": 0.366, | |
| "knn_native": 0.5916, | |
| "knn_stitched": 0.5506, | |
| "knn_retention": 0.9307, | |
| "ret_native": { | |
| "R@1": 0.5264, | |
| "R@5": 0.7772, | |
| "R@10": 0.8644 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.4668, | |
| "R@5": 0.7404, | |
| "R@10": 0.8276 | |
| }, | |
| "ret_r10_retention": 0.9574 | |
| }, | |
| { | |
| "pair": "mixer_b16_224 <-> resnet101", | |
| "tau": 0.5199, | |
| "s_global": 0.6747, | |
| "s_local": 0.228, | |
| "delta": 0.557, | |
| "knn_native": 0.5916, | |
| "knn_stitched": 0.4878, | |
| "knn_retention": 0.8245, | |
| "ret_native": { | |
| "R@1": 0.5264, | |
| "R@5": 0.7772, | |
| "R@10": 0.8644 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.3812, | |
| "R@5": 0.6696, | |
| "R@10": 0.7736 | |
| }, | |
| "ret_r10_retention": 0.895 | |
| }, | |
| { | |
| "pair": "convnext_large <-> vit_base_patch16_224", | |
| "tau": 0.5269, | |
| "s_global": 0.6845, | |
| "s_local": 0.333, | |
| "delta": 0.715, | |
| "knn_native": 0.6604, | |
| "knn_stitched": 0.764, | |
| "knn_retention": 1.1569, | |
| "ret_native": { | |
| "R@1": 0.596, | |
| "R@5": 0.8104, | |
| "R@10": 0.8708 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.688, | |
| "R@5": 0.8752, | |
| "R@10": 0.9304 | |
| }, | |
| "ret_r10_retention": 1.0684 | |
| }, | |
| { | |
| "pair": "dinov2_vitb14 <-> clip_vitb16", | |
| "tau": 0.0449, | |
| "s_global": 0.4886, | |
| "s_local": 0.224, | |
| "delta": 1.76, | |
| "knn_native": 0.6168, | |
| "knn_stitched": 0.7806, | |
| "knn_retention": 1.2656, | |
| "ret_native": { | |
| "R@1": 0.5264, | |
| "R@5": 0.7728, | |
| "R@10": 0.8464 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.702, | |
| "R@5": 0.88, | |
| "R@10": 0.9304 | |
| }, | |
| "ret_r10_retention": 1.0992 | |
| }, | |
| { | |
| "pair": "vit_base_patch16_224.mae <-> vit_base_patch16_224", | |
| "tau": 0.0024, | |
| "s_global": 0.1539, | |
| "s_local": 0.027, | |
| "delta": 6.121, | |
| "knn_native": 0.6604, | |
| "knn_stitched": 0.0464, | |
| "knn_retention": 0.0703, | |
| "ret_native": { | |
| "R@1": 0.596, | |
| "R@5": 0.8104, | |
| "R@10": 0.8708 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.0332, | |
| "R@5": 0.1456, | |
| "R@10": 0.2316 | |
| }, | |
| "ret_r10_retention": 0.266 | |
| }, | |
| { | |
| "pair": "dinov2_vitb14 <-> resnet50", | |
| "tau": 0.1525, | |
| "s_global": 0.4969, | |
| "s_local": 0.193, | |
| "delta": 0.496, | |
| "knn_native": 0.5144, | |
| "knn_stitched": 0.7654, | |
| "knn_retention": 1.4879, | |
| "ret_native": { | |
| "R@1": 0.4268, | |
| "R@5": 0.7012, | |
| "R@10": 0.8012 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.6308, | |
| "R@5": 0.8552, | |
| "R@10": 0.918 | |
| }, | |
| "ret_r10_retention": 1.1458 | |
| }, | |
| { | |
| "pair": "beit_base_patch16_224 <-> resnet50", | |
| "tau": 0.2277, | |
| "s_global": 0.2377, | |
| "s_local": 0.064, | |
| "delta": 2.239, | |
| "knn_native": 0.5144, | |
| "knn_stitched": 0.2022, | |
| "knn_retention": 0.3931, | |
| "ret_native": { | |
| "R@1": 0.4268, | |
| "R@5": 0.7012, | |
| "R@10": 0.8012 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.1428, | |
| "R@5": 0.354, | |
| "R@10": 0.4664 | |
| }, | |
| "ret_r10_retention": 0.5821 | |
| }, | |
| { | |
| "pair": "clip_vitl14 <-> dinov2_vitl14", | |
| "tau": 0.0297, | |
| "s_global": 0.4763, | |
| "s_local": 0.269, | |
| "delta": 1.521, | |
| "knn_native": 0.8764, | |
| "knn_stitched": 0.7274, | |
| "knn_retention": 0.83, | |
| "ret_native": { | |
| "R@1": 0.844, | |
| "R@5": 0.9412, | |
| "R@10": 0.9696 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.6952, | |
| "R@5": 0.84, | |
| "R@10": 0.8888 | |
| }, | |
| "ret_r10_retention": 0.9167 | |
| }, | |
| { | |
| "pair": "beit_base_patch16_224 <-> clip_vitb16", | |
| "tau": 0.041, | |
| "s_global": 0.1565, | |
| "s_local": 0.046, | |
| "delta": 0.975, | |
| "knn_native": 0.6168, | |
| "knn_stitched": 0.1962, | |
| "knn_retention": 0.3181, | |
| "ret_native": { | |
| "R@1": 0.5264, | |
| "R@5": 0.7728, | |
| "R@10": 0.8464 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.1596, | |
| "R@5": 0.3384, | |
| "R@10": 0.4312 | |
| }, | |
| "ret_r10_retention": 0.5095 | |
| }, | |
| { | |
| "pair": "vit_base_patch16_224.mae <-> dinov2_vitb14", | |
| "tau": 0.0038, | |
| "s_global": 0.1168, | |
| "s_local": 0.022, | |
| "delta": 6.952, | |
| "knn_native": 0.8156, | |
| "knn_stitched": 0.0698, | |
| "knn_retention": 0.0856, | |
| "ret_native": { | |
| "R@1": 0.768, | |
| "R@5": 0.9176, | |
| "R@10": 0.9588 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.0588, | |
| "R@5": 0.1476, | |
| "R@10": 0.2252 | |
| }, | |
| "ret_r10_retention": 0.2349 | |
| }, | |
| { | |
| "pair": "clip_vitb16 <-> resnet50", | |
| "tau": 0.1145, | |
| "s_global": 0.5235, | |
| "s_local": 0.164, | |
| "delta": 1.264, | |
| "knn_native": 0.5144, | |
| "knn_stitched": 0.5294, | |
| "knn_retention": 1.0292, | |
| "ret_native": { | |
| "R@1": 0.4268, | |
| "R@5": 0.7012, | |
| "R@10": 0.8012 | |
| }, | |
| "ret_stitched": { | |
| "R@1": 0.3908, | |
| "R@5": 0.6868, | |
| "R@10": 0.7908 | |
| }, | |
| "ret_r10_retention": 0.987 | |
| } | |
| ], | |
| "correlations": { | |
| "tau_vs_knn_stitched": { | |
| "rho": 0.427, | |
| "p": 0.0604, | |
| "n": 20 | |
| }, | |
| "tau_vs_knn_retention": { | |
| "rho": 0.394, | |
| "p": 0.0856, | |
| "n": 20 | |
| }, | |
| "tau_vs_ret_r10_retention": { | |
| "rho": 0.442, | |
| "p": 0.051, | |
| "n": 20 | |
| }, | |
| "s_global_vs_knn_stitched": { | |
| "rho": 0.547, | |
| "p": 0.0125, | |
| "n": 20 | |
| }, | |
| "s_global_vs_knn_retention": { | |
| "rho": 0.456, | |
| "p": 0.0435, | |
| "n": 20 | |
| }, | |
| "s_global_vs_ret_r10_retention": { | |
| "rho": 0.496, | |
| "p": 0.0261, | |
| "n": 20 | |
| }, | |
| "s_local_vs_knn_stitched": { | |
| "rho": 0.756, | |
| "p": 0.000114, | |
| "n": 20 | |
| }, | |
| "s_local_vs_knn_retention": { | |
| "rho": 0.493, | |
| "p": 0.0271, | |
| "n": 20 | |
| }, | |
| "s_local_vs_ret_r10_retention": { | |
| "rho": 0.55, | |
| "p": 0.0119, | |
| "n": 20 | |
| }, | |
| "delta_vs_knn_stitched": { | |
| "rho": 0.514, | |
| "p": 0.0203, | |
| "n": 20 | |
| }, | |
| "delta_vs_knn_retention": { | |
| "rho": 0.394, | |
| "p": 0.0856, | |
| "n": 20 | |
| }, | |
| "delta_vs_ret_r10_retention": { | |
| "rho": 0.451, | |
| "p": 0.0459, | |
| "n": 20 | |
| }, | |
| "bcct_combined_vs_knn_stitched": { | |
| "rho": 0.632, | |
| "p": 0.00282 | |
| }, | |
| "bcct_combined_vs_knn_retention": { | |
| "rho": 0.49, | |
| "p": 0.0282 | |
| }, | |
| "bcct_combined_vs_ret_r10_retention": { | |
| "rho": 0.537, | |
| "p": 0.0147 | |
| } | |
| }, | |
| "summary": { | |
| "mean_knn_native": 0.692, | |
| "mean_knn_stitched": 0.5721, | |
| "mean_knn_retention": 0.8319, | |
| "mean_ret_r10_native": 0.8909, | |
| "mean_ret_r10_stitched": 0.7713 | |
| } | |
| } |