Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
| { | |
| "n_models": 6, | |
| "n_pairs": 15, | |
| "models": [ | |
| { | |
| "name": "mvit-v2-s", | |
| "family": "mvit", | |
| "objective": "supervised", | |
| "dim": 768 | |
| }, | |
| { | |
| "name": "r3d-18", | |
| "family": "resnet3d", | |
| "objective": "supervised", | |
| "dim": 512 | |
| }, | |
| { | |
| "name": "timesformer-base", | |
| "family": "timesformer", | |
| "objective": "supervised", | |
| "dim": 768 | |
| }, | |
| { | |
| "name": "videomae-base", | |
| "family": "videomae", | |
| "objective": "self-supervised", | |
| "dim": 768 | |
| }, | |
| { | |
| "name": "vivit-base", | |
| "family": "vivit", | |
| "objective": "supervised", | |
| "dim": 768 | |
| }, | |
| { | |
| "name": "xclip-base", | |
| "family": "xclip", | |
| "objective": "contrastive", | |
| "dim": 512 | |
| } | |
| ], | |
| "regime_counts": { | |
| "Local-Only": 11, | |
| "Divergent": 4 | |
| }, | |
| "pairs": [ | |
| { | |
| "pair": "mvit-v2-s \u00d7 r3d-18", | |
| "model_a": "mvit-v2-s", | |
| "model_b": "r3d-18", | |
| "family_a": "mvit", | |
| "family_b": "resnet3d", | |
| "objective_a": "supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1307, | |
| "s_local_raw": 0.1482, | |
| "null_mean": 0.0201, | |
| "s_global": 0.5319, | |
| "lambda": 0.2458, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 6.07, | |
| "delta": 0.15, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "mvit-v2-s \u00d7 timesformer-base", | |
| "model_a": "mvit-v2-s", | |
| "model_b": "timesformer-base", | |
| "family_a": "mvit", | |
| "family_b": "timesformer", | |
| "objective_a": "supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.2168, | |
| "s_local_raw": 0.2324, | |
| "null_mean": 0.0199, | |
| "s_global": 0.6752, | |
| "lambda": 0.3211, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 7.07, | |
| "delta": 1.16, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "mvit-v2-s \u00d7 videomae-base", | |
| "model_a": "mvit-v2-s", | |
| "model_b": "videomae-base", | |
| "family_a": "mvit", | |
| "family_b": "videomae", | |
| "objective_a": "supervised", | |
| "objective_b": "self-supervised", | |
| "s_local": 0.0338, | |
| "s_local_raw": 0.0532, | |
| "null_mean": 0.0201, | |
| "s_global": 0.1597, | |
| "lambda": 0.2114, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 5.23, | |
| "delta": 0.69, | |
| "regime": "Divergent" | |
| }, | |
| { | |
| "pair": "mvit-v2-s \u00d7 vivit-base", | |
| "model_a": "mvit-v2-s", | |
| "model_b": "vivit-base", | |
| "family_a": "mvit", | |
| "family_b": "vivit", | |
| "objective_a": "supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1873, | |
| "s_local_raw": 0.2036, | |
| "null_mean": 0.02, | |
| "s_global": 0.5565, | |
| "lambda": 0.3367, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 6.95, | |
| "delta": 1.03, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "mvit-v2-s \u00d7 xclip-base", | |
| "model_a": "mvit-v2-s", | |
| "model_b": "xclip-base", | |
| "family_a": "mvit", | |
| "family_b": "xclip", | |
| "objective_a": "supervised", | |
| "objective_b": "contrastive", | |
| "s_local": 0.203, | |
| "s_local_raw": 0.219, | |
| "null_mean": 0.02, | |
| "s_global": 0.6046, | |
| "lambda": 0.3358, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 6.4, | |
| "delta": 0.48, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "r3d-18 \u00d7 timesformer-base", | |
| "model_a": "r3d-18", | |
| "model_b": "timesformer-base", | |
| "family_a": "resnet3d", | |
| "family_b": "timesformer", | |
| "objective_a": "supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1501, | |
| "s_local_raw": 0.1672, | |
| "null_mean": 0.0202, | |
| "s_global": 0.5262, | |
| "lambda": 0.2852, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "bitrate_a": 6.07, | |
| "bitrate_b": 7.07, | |
| "delta": 1.0, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "r3d-18 \u00d7 videomae-base", | |
| "model_a": "r3d-18", | |
| "model_b": "videomae-base", | |
| "family_a": "resnet3d", | |
| "family_b": "videomae", | |
| "objective_a": "supervised", | |
| "objective_b": "self-supervised", | |
| "s_local": 0.0513, | |
| "s_local_raw": 0.0704, | |
| "null_mean": 0.0201, | |
| "s_global": 0.2011, | |
| "lambda": 0.2552, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "bitrate_a": 6.07, | |
| "bitrate_b": 5.23, | |
| "delta": 0.84, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "r3d-18 \u00d7 vivit-base", | |
| "model_a": "r3d-18", | |
| "model_b": "vivit-base", | |
| "family_a": "resnet3d", | |
| "family_b": "vivit", | |
| "objective_a": "supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1291, | |
| "s_local_raw": 0.1466, | |
| "null_mean": 0.0201, | |
| "s_global": 0.4402, | |
| "lambda": 0.2933, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "bitrate_a": 6.07, | |
| "bitrate_b": 6.95, | |
| "delta": 0.88, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "r3d-18 \u00d7 xclip-base", | |
| "model_a": "r3d-18", | |
| "model_b": "xclip-base", | |
| "family_a": "resnet3d", | |
| "family_b": "xclip", | |
| "objective_a": "supervised", | |
| "objective_b": "contrastive", | |
| "s_local": 0.1198, | |
| "s_local_raw": 0.1376, | |
| "null_mean": 0.0202, | |
| "s_global": 0.4398, | |
| "lambda": 0.2725, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "bitrate_a": 6.07, | |
| "bitrate_b": 6.4, | |
| "delta": 0.33, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "timesformer-base \u00d7 videomae-base", | |
| "model_a": "timesformer-base", | |
| "model_b": "videomae-base", | |
| "family_a": "timesformer", | |
| "family_b": "videomae", | |
| "objective_a": "supervised", | |
| "objective_b": "self-supervised", | |
| "s_local": 0.0316, | |
| "s_local_raw": 0.051, | |
| "null_mean": 0.0201, | |
| "s_global": 0.1619, | |
| "lambda": 0.1951, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "bitrate_a": 7.07, | |
| "bitrate_b": 5.23, | |
| "delta": 1.85, | |
| "regime": "Divergent" | |
| }, | |
| { | |
| "pair": "timesformer-base \u00d7 vivit-base", | |
| "model_a": "timesformer-base", | |
| "model_b": "vivit-base", | |
| "family_a": "timesformer", | |
| "family_b": "vivit", | |
| "objective_a": "supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.5093, | |
| "s_local_raw": 0.5192, | |
| "null_mean": 0.0202, | |
| "s_global": 0.766, | |
| "lambda": 0.6649, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0106, | |
| "bitrate_a": 7.07, | |
| "bitrate_b": 6.95, | |
| "delta": 0.13, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "timesformer-base \u00d7 xclip-base", | |
| "model_a": "timesformer-base", | |
| "model_b": "xclip-base", | |
| "family_a": "timesformer", | |
| "family_b": "xclip", | |
| "objective_a": "supervised", | |
| "objective_b": "contrastive", | |
| "s_local": 0.4367, | |
| "s_local_raw": 0.448, | |
| "null_mean": 0.0201, | |
| "s_global": 0.7706, | |
| "lambda": 0.5667, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.1188, | |
| "tai": 0.4063, | |
| "bitrate_a": 7.07, | |
| "bitrate_b": 6.4, | |
| "delta": 0.68, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "videomae-base \u00d7 vivit-base", | |
| "model_a": "videomae-base", | |
| "model_b": "vivit-base", | |
| "family_a": "videomae", | |
| "family_b": "vivit", | |
| "objective_a": "self-supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.0308, | |
| "s_local_raw": 0.0502, | |
| "null_mean": 0.02, | |
| "s_global": 0.1396, | |
| "lambda": 0.2204, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "bitrate_a": 5.23, | |
| "bitrate_b": 6.95, | |
| "delta": 1.72, | |
| "regime": "Divergent" | |
| }, | |
| { | |
| "pair": "videomae-base \u00d7 xclip-base", | |
| "model_a": "videomae-base", | |
| "model_b": "xclip-base", | |
| "family_a": "videomae", | |
| "family_b": "xclip", | |
| "objective_a": "self-supervised", | |
| "objective_b": "contrastive", | |
| "s_local": 0.0285, | |
| "s_local_raw": 0.048, | |
| "null_mean": 0.0201, | |
| "s_global": 0.1415, | |
| "lambda": 0.2013, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "bitrate_a": 5.23, | |
| "bitrate_b": 6.4, | |
| "delta": 1.17, | |
| "regime": "Divergent" | |
| }, | |
| { | |
| "pair": "vivit-base \u00d7 xclip-base", | |
| "model_a": "vivit-base", | |
| "model_b": "xclip-base", | |
| "family_a": "vivit", | |
| "family_b": "xclip", | |
| "objective_a": "supervised", | |
| "objective_b": "contrastive", | |
| "s_local": 0.4112, | |
| "s_local_raw": 0.423, | |
| "null_mean": 0.0201, | |
| "s_global": 0.6947, | |
| "lambda": 0.5919, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.6113, | |
| "bitrate_a": 6.95, | |
| "bitrate_b": 6.4, | |
| "delta": 0.55, | |
| "regime": "Local-Only" | |
| } | |
| ] | |
| } |