Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
File size: 8,443 Bytes
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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": [
{
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"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,
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"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
}
}
} |