{ "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 } }