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Published at November 28SADG: Segment Any Dynamic Gaussian Without Object Trackers
cs.CV
Released Date: November 28, 2024
Authors: Yun-Jin Li1, Mariia Gladkova, Yan Xia2, Daniel Cremers
Aff.: 1Technical University of Munich; 2Technical University of Munich, Munich Center for Machine Learning

| NeRF-DS-Mask | HyperNeRF-Mask | Neu3D-Mask | Immersive-Mask | Technicolor-Mask | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Method | mIoU | mAcc | mIoU | mAcc | mIoU | mAcc | mIoU | mAcc | mIoU | mAcc |
| Gaussian Grouping [57] | 0.8351 | 0.9729 | 0.8341 | 0.9771 | 0.8864* | 0.9932* | 0.7673* | 0.9776* | 0.7979* | 0.9800* |
| SAGA [6] | 0.8072 | 0.9644 | 0.7660 | 0.9579 | 0.6941 | 0.9516 | 0.7395 | 0.9747 | 0.7913 | 0.9792 |
| DGD [25] | 0.7125 | 0.9551 | 0.8297 | 0.9777 | 0.7721 | 0.9851 | 0.7981 | 0.9850 | 0.7791 | 0.9728 |
| SADG (Ours) | 0.8719 | 0.9826 | 0.8663 | 0.9845 | 0.9022 | 0.9945 | 0.9234 | 0.9945 | 0.9308 | 0.9917 |