Video Complexity Clustering on OpenVid 1080p labels 1920x1080 (train val)
0.146ARIV-JEPA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| V-JEPATraining Dataset=OpenVid, Evaluation Domain=In-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.146 | 0.305 | 0.211 | |
| Video-MAETraining Dataset=OpenVid, Evaluation Domain=In-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.133 | 0.299 | 0.198 | |
| CECLTraining Dataset=OpenVid, Evaluation Domain=In-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.131 | 0.321 | 0.199 | |
| CLIPTraining Dataset=OpenVid, Evaluation Domain=In-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.05 | 0.117 | 0.122 | |
| DINOv2Training Dataset=OpenVid, Evaluation Domain=In-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.02 | 0.072 | 0.099 | |
| DOVERTraining Dataset=OpenVid, Evaluation Domain=In-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.014 | 0.04 | 0.091 | |
| CONTRIQUETraining Dataset=OpenVid, Evaluation Domain=In-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.012 | 0.035 | 0.085 |