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Dino

Benchmarks

Task NameDataset NameSOTA ResultTrend
Feature Reconstructiondino Original Target Open Images (test)
R^2 (variance-weighted)0.69
9
Ownership verificationDINOv2
Average Watermark Detection Rate100
6
Disparity EstimationDino light field (synthetic)
MSE0.0041
6
Training and Verification System EfficiencyDINOv2 Giant (2048 samples)
Training Time (s)24.1
5
Neural Shape RepresentationDino
Chamfer Distance1.48
4
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