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ResearchFormerly WizWand

Support Relation prediction on 3D physical scene properties (test)

0.928ROC AUCDINOv2
0.482880.598440.7140.82956Oct 10, 2023
Updated 8mo ago

Evaluation results

MethodLinks
DINOv2Backbone=ViT-G, Pre-training dataset=LVD-142M, Evaluation protocol=SVM grid search (best layer and C)2023.100.928
Stable DiffusionEvaluation protocol=SVM grid search (best time step, layer and C)2023.100.921
DINOv1Backbone=ViT-B, Pre-training dataset=ImageNet, Evaluation protocol=SVM grid search (best layer and C)2023.100.908
OpenCLIPBackbone=ViT-G, Pre-training dataset=LAION, Evaluation protocol=SVM grid search (best layer and C)2023.100.906
VQGANBackbone=48-layer transformer, Pre-training dataset=ImageNet, Evaluation protocol=SVM grid search (best layer and C)2023.100.841
RandomDescription=Random classifier2023.100.5