Video Complexity Clustering on YouTube-UGC 1080p labels 1920x1080 (val OOD)
0.154ARIV-JEPA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| V-JEPATraining Dataset=OpenVid, Evaluation Domain=Out-of-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.154 | 0.334 | 0.244 | |
| CECLTraining Dataset=OpenVid, Evaluation Domain=Out-of-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.132 | 0.321 | 0.21 | |
| Video-MAETraining Dataset=OpenVid, Evaluation Domain=Out-of-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.122 | 0.299 | 0.203 | |
| CONTRIQUETraining Dataset=OpenVid, Evaluation Domain=Out-of-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.052 | 0.163 | 0.138 | |
| CLIPTraining Dataset=OpenVid, Evaluation Domain=Out-of-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.049 | 0.162 | 0.133 | |
| DINOv2Training Dataset=OpenVid, Evaluation Domain=Out-of-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.042 | 0.154 | 0.125 | |
| DOVERTraining Dataset=OpenVid, Evaluation Domain=Out-of-Domain, Label Resolution=1920x1080, Encoder Status=Frozen, K-Means Clustering Seeds=102026.06 | 0.021 | 0.103 | 0.115 |