{ "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 } } }