{ "results": [ { "pair": "clip_vitb16 <-> clip_vitl14", "model_a": "clip_vitb16", "model_b": "clip_vitl14", "tau": 0.468, "acc_native": 0.7656, "acc_frozen_head": 0.0118, "acc_retrained_probe": 0.6794, "acc_drop_frozen": 0.7538, "acc_drop_retrained": 0.0862, "retention_frozen": 0.0154, "retention_retrained": 0.8874 }, { "pair": "clip_vitb32 <-> clip_vitb16", "model_a": "clip_vitb32", "model_b": "clip_vitb16", "tau": 0.744, "acc_native": 0.6952, "acc_frozen_head": 0.013, "acc_retrained_probe": 0.6462, "acc_drop_frozen": 0.6822, "acc_drop_retrained": 0.049, "retention_frozen": 0.0187, "retention_retrained": 0.9295 }, { "pair": "resnet50 <-> resnet101", "model_a": "resnet50", "model_b": "resnet101", "tau": 0.5445, "acc_native": 0.6192, "acc_frozen_head": 0.0102, "acc_retrained_probe": 0.562, "acc_drop_frozen": 0.609, "acc_drop_retrained": 0.0572, "retention_frozen": 0.0165, "retention_retrained": 0.9076 }, { "pair": "convnext_base <-> convnext_large", "model_a": "convnext_base", "model_b": "convnext_large", "tau": 0.8475, "acc_native": 0.8108, "acc_frozen_head": 0.0102, "acc_retrained_probe": 0.7978, "acc_drop_frozen": 0.8006, "acc_drop_retrained": 0.013, "retention_frozen": 0.0126, "retention_retrained": 0.984 }, { "pair": "convnext_base <-> swin_base_patch4_window7_224", "model_a": "convnext_base", "model_b": "swin_base_patch4_window7_224", "tau": 0.7709, "acc_native": 0.7828, "acc_frozen_head": 0.0068, "acc_retrained_probe": 0.7946, "acc_drop_frozen": 0.776, "acc_drop_retrained": -0.0118, "retention_frozen": 0.0087, "retention_retrained": 1.0151 }, { "pair": "dinov2_vitb14 <-> dinov2_vitl14", "model_a": "dinov2_vitb14", "model_b": "dinov2_vitl14", "tau": 0.4073, "acc_native": 0.8752, "acc_frozen_head": 0.0078, "acc_retrained_probe": 0.8302, "acc_drop_frozen": 0.8674, "acc_drop_retrained": 0.045, "retention_frozen": 0.0089, "retention_retrained": 0.9486 }, { "pair": "dinov2_vitg14 <-> dinov2_vitl14", "model_a": "dinov2_vitg14", "model_b": "dinov2_vitl14", "tau": 0.5526, "acc_native": 0.8766, "acc_frozen_head": 0.0074, "acc_retrained_probe": 0.8858, "acc_drop_frozen": 0.8692, "acc_drop_retrained": -0.0092, "retention_frozen": 0.0084, "retention_retrained": 1.0105 }, { "pair": "dinov2_vits14 <-> dinov2_vitb14", "model_a": "dinov2_vits14", "model_b": "dinov2_vitb14", "tau": 0.5372, "acc_native": 0.832, "acc_frozen_head": 0.015, "acc_retrained_probe": 0.7556, "acc_drop_frozen": 0.817, "acc_drop_retrained": 0.0764, "retention_frozen": 0.018, "retention_retrained": 0.9082 }, { "pair": "vit_base_patch16_224 <-> vit_large_patch16_224", "model_a": "vit_base_patch16_224", "model_b": "vit_large_patch16_224", "tau": 0.219, "acc_native": 0.8302, "acc_frozen_head": 0.0064, "acc_retrained_probe": 0.6956, "acc_drop_frozen": 0.8238, "acc_drop_retrained": 0.1346, "retention_frozen": 0.0077, "retention_retrained": 0.8379 }, { "pair": "efficientnet_b0 <-> resnet101", "model_a": "efficientnet_b0", "model_b": "resnet101", "tau": 0.5747, "acc_native": 0.6158, "acc_frozen_head": 0.0078, "acc_retrained_probe": 0.5884, "acc_drop_frozen": 0.608, "acc_drop_retrained": 0.0274, "retention_frozen": 0.0127, "retention_retrained": 0.9555 }, { "pair": "mixer_b16_224 <-> resnet101", "model_a": "mixer_b16_224", "model_b": "resnet101", "tau": 0.5199, "acc_native": 0.6198, "acc_frozen_head": 0.0106, "acc_retrained_probe": 0.5174, "acc_drop_frozen": 0.6092, "acc_drop_retrained": 0.1024, "retention_frozen": 0.0171, "retention_retrained": 0.8348 }, { "pair": "convnext_large <-> vit_base_patch16_224", "model_a": "convnext_large", "model_b": "vit_base_patch16_224", "tau": 0.5269, "acc_native": 0.698, "acc_frozen_head": 0.0058, "acc_retrained_probe": 0.7984, "acc_drop_frozen": 0.6922, "acc_drop_retrained": -0.1004, "retention_frozen": 0.0083, "retention_retrained": 1.1438 }, { "pair": "dinov2_vitb14 <-> clip_vitb16", "model_a": "dinov2_vitb14", "model_b": "clip_vitb16", "tau": 0.0449, "acc_native": 0.6954, "acc_frozen_head": 0.0096, "acc_retrained_probe": 0.8268, "acc_drop_frozen": 0.6858, "acc_drop_retrained": -0.1314, "retention_frozen": 0.0138, "retention_retrained": 1.189 }, { "pair": "vit_base_patch16_224.mae <-> vit_base_patch16_224", "model_a": "vit_base_patch16_224.mae", "model_b": "vit_base_patch16_224", "tau": 0.0024, "acc_native": 0.699, "acc_frozen_head": 0.0058, "acc_retrained_probe": 0.4688, "acc_drop_frozen": 0.6932, "acc_drop_retrained": 0.2302, "retention_frozen": 0.0083, "retention_retrained": 0.6707 }, { "pair": "dinov2_vitb14 <-> resnet50", "model_a": "dinov2_vitb14", "model_b": "resnet50", "tau": 0.1525, "acc_native": 0.5286, "acc_frozen_head": 0.0068, "acc_retrained_probe": 0.8276, "acc_drop_frozen": 0.5218, "acc_drop_retrained": -0.299, "retention_frozen": 0.0129, "retention_retrained": 1.5656 }, { "pair": "beit_base_patch16_224 <-> resnet50", "model_a": "beit_base_patch16_224", "model_b": "resnet50", "tau": 0.2277, "acc_native": 0.5324, "acc_frozen_head": 0.0116, "acc_retrained_probe": 0.3252, "acc_drop_frozen": 0.5208, "acc_drop_retrained": 0.2072, "retention_frozen": 0.0218, "retention_retrained": 0.6108 }, { "pair": "clip_vitl14 <-> dinov2_vitl14", "model_a": "clip_vitl14", "model_b": "dinov2_vitl14", "tau": 0.0297, "acc_native": 0.875, "acc_frozen_head": 0.0128, "acc_retrained_probe": 0.762, "acc_drop_frozen": 0.8622, "acc_drop_retrained": 0.113, "retention_frozen": 0.0146, "retention_retrained": 0.8709 }, { "pair": "beit_base_patch16_224 <-> clip_vitb16", "model_a": "beit_base_patch16_224", "model_b": "clip_vitb16", "tau": 0.041, "acc_native": 0.6928, "acc_frozen_head": 0.008, "acc_retrained_probe": 0.3172, "acc_drop_frozen": 0.6848, "acc_drop_retrained": 0.3756, "retention_frozen": 0.0115, "retention_retrained": 0.4579 }, { "pair": "vit_base_patch16_224.mae <-> dinov2_vitb14", "model_a": "vit_base_patch16_224.mae", "model_b": "dinov2_vitb14", "tau": 0.0038, "acc_native": 0.8308, "acc_frozen_head": 0.0072, "acc_retrained_probe": 0.4744, "acc_drop_frozen": 0.8236, "acc_drop_retrained": 0.3564, "retention_frozen": 0.0087, "retention_retrained": 0.571 }, { "pair": "clip_vitb16 <-> resnet50", "model_a": "clip_vitb16", "model_b": "resnet50", "tau": 0.1145, "acc_native": 0.5334, "acc_frozen_head": 0.0092, "acc_retrained_probe": 0.6756, "acc_drop_frozen": 0.5242, "acc_drop_retrained": -0.1422, "retention_frozen": 0.0172, "retention_retrained": 1.2666 } ], "summary": { "n_pairs": 20, "frozen_head": { "spearman_rho": 0.006, "spearman_p": 0.98, "mean_acc": 0.0092 }, "retrained_probe": { "spearman_rho": 0.415, "spearman_p": 0.0688, "mean_acc": 0.6614 }, "mean_native_acc": 0.7204 } }