Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
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| { | |
| "description": "Scorecard case study on 5 external models x 3 anchors", | |
| "anchors": [ | |
| { | |
| "key": "dinov2_vitb14", | |
| "name": "DINOv2-ViT-B", | |
| "objective": "self-supervised" | |
| }, | |
| { | |
| "key": "clip_vitl14", | |
| "name": "CLIP-ViT-L/14", | |
| "objective": "contrastive" | |
| }, | |
| { | |
| "key": "resnet50", | |
| "name": "ResNet-50", | |
| "objective": "supervised" | |
| } | |
| ], | |
| "external": [ | |
| { | |
| "key": "siglip_base_p16_224", | |
| "name": "SigLIP-B/16", | |
| "objective": "contrastive" | |
| }, | |
| { | |
| "key": "convnextv2_base", | |
| "name": "ConvNeXt-V2-B", | |
| "objective": "supervised" | |
| }, | |
| { | |
| "key": "eva02_base_p14_224", | |
| "name": "EVA02-B/14", | |
| "objective": "self-supervised" | |
| }, | |
| { | |
| "key": "deit3_base_p16_224", | |
| "name": "DeiT3-B/16", | |
| "objective": "supervised" | |
| }, | |
| { | |
| "key": "dinov2_reg_base", | |
| "name": "DINOv2+reg-B", | |
| "objective": "self-supervised" | |
| } | |
| ], | |
| "results": [ | |
| { | |
| "external": "SigLIP-B/16", | |
| "external_key": "siglip_base_p16_224", | |
| "external_objective": "contrastive", | |
| "anchor": "DINOv2-ViT-B", | |
| "anchor_key": "dinov2_vitb14", | |
| "anchor_objective": "self-supervised", | |
| "bitrate_ext": 6.057, | |
| "delta": 2.544, | |
| "s_local": 0.0, | |
| "s_global": 0.012, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.8156, | |
| "knn_stitched": 0.0074, | |
| "retention": 0.0091 | |
| }, | |
| { | |
| "external": "SigLIP-B/16", | |
| "external_key": "siglip_base_p16_224", | |
| "external_objective": "contrastive", | |
| "anchor": "CLIP-ViT-L/14", | |
| "anchor_key": "clip_vitl14", | |
| "anchor_objective": "contrastive", | |
| "bitrate_ext": 6.057, | |
| "delta": 1.386, | |
| "s_local": 0.0, | |
| "s_global": 0.007, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.7156, | |
| "knn_stitched": 0.0076, | |
| "retention": 0.0106 | |
| }, | |
| { | |
| "external": "SigLIP-B/16", | |
| "external_key": "siglip_base_p16_224", | |
| "external_objective": "contrastive", | |
| "anchor": "ResNet-50", | |
| "anchor_key": "resnet50", | |
| "anchor_objective": "supervised", | |
| "bitrate_ext": 6.057, | |
| "delta": 2.048, | |
| "s_local": 0.0, | |
| "s_global": 0.007, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.5144, | |
| "knn_stitched": 0.009, | |
| "retention": 0.0175 | |
| }, | |
| { | |
| "external": "ConvNeXt-V2-B", | |
| "external_key": "convnextv2_base", | |
| "external_objective": "supervised", | |
| "anchor": "DINOv2-ViT-B", | |
| "anchor_key": "dinov2_vitb14", | |
| "anchor_objective": "self-supervised", | |
| "bitrate_ext": 8.181, | |
| "delta": 0.419, | |
| "s_local": 0.0, | |
| "s_global": 0.029, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.8156, | |
| "knn_stitched": 0.0082, | |
| "retention": 0.0101 | |
| }, | |
| { | |
| "external": "ConvNeXt-V2-B", | |
| "external_key": "convnextv2_base", | |
| "external_objective": "supervised", | |
| "anchor": "CLIP-ViT-L/14", | |
| "anchor_key": "clip_vitl14", | |
| "anchor_objective": "contrastive", | |
| "bitrate_ext": 8.181, | |
| "delta": 0.739, | |
| "s_local": 0.0, | |
| "s_global": 0.016, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.7156, | |
| "knn_stitched": 0.0096, | |
| "retention": 0.0134 | |
| }, | |
| { | |
| "external": "ConvNeXt-V2-B", | |
| "external_key": "convnextv2_base", | |
| "external_objective": "supervised", | |
| "anchor": "ResNet-50", | |
| "anchor_key": "resnet50", | |
| "anchor_objective": "supervised", | |
| "bitrate_ext": 8.181, | |
| "delta": 0.076, | |
| "s_local": 0.0, | |
| "s_global": 0.018, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.5144, | |
| "knn_stitched": 0.0084, | |
| "retention": 0.0163 | |
| }, | |
| { | |
| "external": "EVA02-B/14", | |
| "external_key": "eva02_base_p14_224", | |
| "external_objective": "self-supervised", | |
| "anchor": "DINOv2-ViT-B", | |
| "anchor_key": "dinov2_vitb14", | |
| "anchor_objective": "self-supervised", | |
| "bitrate_ext": 7.537, | |
| "delta": 1.064, | |
| "s_local": 0.0, | |
| "s_global": 0.024, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.8156, | |
| "knn_stitched": 0.0074, | |
| "retention": 0.0091 | |
| }, | |
| { | |
| "external": "EVA02-B/14", | |
| "external_key": "eva02_base_p14_224", | |
| "external_objective": "self-supervised", | |
| "anchor": "CLIP-ViT-L/14", | |
| "anchor_key": "clip_vitl14", | |
| "anchor_objective": "contrastive", | |
| "bitrate_ext": 7.537, | |
| "delta": 0.095, | |
| "s_local": 0.0, | |
| "s_global": 0.013, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.7156, | |
| "knn_stitched": 0.0082, | |
| "retention": 0.0115 | |
| }, | |
| { | |
| "external": "EVA02-B/14", | |
| "external_key": "eva02_base_p14_224", | |
| "external_objective": "self-supervised", | |
| "anchor": "ResNet-50", | |
| "anchor_key": "resnet50", | |
| "anchor_objective": "supervised", | |
| "bitrate_ext": 7.537, | |
| "delta": 0.568, | |
| "s_local": 0.0, | |
| "s_global": 0.014, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.5144, | |
| "knn_stitched": 0.0078, | |
| "retention": 0.0152 | |
| }, | |
| { | |
| "external": "DeiT3-B/16", | |
| "external_key": "deit3_base_p16_224", | |
| "external_objective": "supervised", | |
| "anchor": "DINOv2-ViT-B", | |
| "anchor_key": "dinov2_vitb14", | |
| "anchor_objective": "self-supervised", | |
| "bitrate_ext": 7.457, | |
| "delta": 1.144, | |
| "s_local": 0.0, | |
| "s_global": 0.02, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.8156, | |
| "knn_stitched": 0.007, | |
| "retention": 0.0086 | |
| }, | |
| { | |
| "external": "DeiT3-B/16", | |
| "external_key": "deit3_base_p16_224", | |
| "external_objective": "supervised", | |
| "anchor": "CLIP-ViT-L/14", | |
| "anchor_key": "clip_vitl14", | |
| "anchor_objective": "contrastive", | |
| "bitrate_ext": 7.457, | |
| "delta": 0.015, | |
| "s_local": 0.0, | |
| "s_global": 0.011, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.7156, | |
| "knn_stitched": 0.0086, | |
| "retention": 0.012 | |
| }, | |
| { | |
| "external": "DeiT3-B/16", | |
| "external_key": "deit3_base_p16_224", | |
| "external_objective": "supervised", | |
| "anchor": "ResNet-50", | |
| "anchor_key": "resnet50", | |
| "anchor_objective": "supervised", | |
| "bitrate_ext": 7.457, | |
| "delta": 0.648, | |
| "s_local": 0.0, | |
| "s_global": 0.012, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.5144, | |
| "knn_stitched": 0.0088, | |
| "retention": 0.0171 | |
| }, | |
| { | |
| "external": "DINOv2+reg-B", | |
| "external_key": "dinov2_reg_base", | |
| "external_objective": "self-supervised", | |
| "anchor": "DINOv2-ViT-B", | |
| "anchor_key": "dinov2_vitb14", | |
| "anchor_objective": "self-supervised", | |
| "bitrate_ext": 8.553, | |
| "delta": 0.048, | |
| "s_local": 0.0, | |
| "s_global": 0.038, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.8156, | |
| "knn_stitched": 0.0078, | |
| "retention": 0.0096 | |
| }, | |
| { | |
| "external": "DINOv2+reg-B", | |
| "external_key": "dinov2_reg_base", | |
| "external_objective": "self-supervised", | |
| "anchor": "CLIP-ViT-L/14", | |
| "anchor_key": "clip_vitl14", | |
| "anchor_objective": "contrastive", | |
| "bitrate_ext": 8.553, | |
| "delta": 1.111, | |
| "s_local": 0.0, | |
| "s_global": 0.021, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.7156, | |
| "knn_stitched": 0.0076, | |
| "retention": 0.0106 | |
| }, | |
| { | |
| "external": "DINOv2+reg-B", | |
| "external_key": "dinov2_reg_base", | |
| "external_objective": "self-supervised", | |
| "anchor": "ResNet-50", | |
| "anchor_key": "resnet50", | |
| "anchor_objective": "supervised", | |
| "bitrate_ext": 8.553, | |
| "delta": 0.448, | |
| "s_local": 0.0, | |
| "s_global": 0.022, | |
| "tau": 0.0, | |
| "regime": "Divergent", | |
| "knn_anchor": 0.5144, | |
| "knn_stitched": 0.0078, | |
| "retention": 0.0152 | |
| } | |
| ], | |
| "summary": { | |
| "n_pairs": 15, | |
| "n_external_models": 5, | |
| "n_anchor_models": 3, | |
| "regime_distribution": { | |
| "Divergent": 15 | |
| }, | |
| "mean_retention": 0.0124, | |
| "spearman_tau_retention": { | |
| "rho": NaN, | |
| "p": NaN | |
| }, | |
| "spearman_slocal_retention": { | |
| "rho": NaN, | |
| "p": NaN | |
| }, | |
| "spearman_sglobal_retention": { | |
| "rho": -0.427, | |
| "p": 0.113 | |
| } | |
| } | |
| } |