Semantic Segmentation on Cityscapes (val) (Accuracy)
65.38mIoUUPLiFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UPLiFTParams (M)=0.8, Time (ms)=79.4, Backbone=DINOv2-S/142026.01 | 65.38 | 94.41 | |
| LoftUpParams (M)=4.3, Time (ms)=223.5, Backbone=DINOv2-S/142026.01 | 62.09 | 93.55 | |
| LiFTParams (M)=1.2, Time (ms)=51.9, Backbone=DINOv2-S/142026.01 | 61.98 | 93.61 | |
| JAFARParams (M)=0.7, Time (ms)=111.7, Backbone=DINOv2-S/142026.01 | 61.89 | 93.52 | |
| AnyUpParams (M)=0.9, Time (ms)=146.7, Backbone=DINOv2-S/142026.01 | 61.33 | 93.44 | |
| LiFT-2×Params (M)=1.2, Time (ms)=3.8, Backbone=DINOv2-S/142026.01 | 61.07 | 93.09 | |
| FeatUpParams (M)=0.2, Time (ms)=109.6, Backbone=DINOv2-S/142026.01 | 60.5 | 93.12 | |
| BilinearTime (ms)=2.8, Backbone=DINOv2-S/142026.01 | 59.71 | 92.56 | |
| NearestTime (ms)=0.6, Backbone=DINOv2-S/142026.01 | 54.87 | 90.56 |