Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
| { | |
| "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 | |
| } | |
| } |