| Guided Slot Attention for Unsupervised Video Object Segmentation | ✓ Link | 88.9 | 88.3 | 89.6 | GSANet | 2023-03-15 |
| Tracking Anything with Decoupled Video Segmentation | ✓ Link | 88.9 | 87.6 | 90.2 | DEVA (DIS) | 2023-09-07 |
| Improving Unsupervised Video Object Segmentation via Fake Flow Generation | | 88.5 | 88.0 | 89.0 | FakeFlow | 2024-07-16 |
| Dual Prototype Attention for Unsupervised Video Object Segmentation | ✓ Link | 87.6 | 86.8 | 88.4 | DPA | 2022-11-22 |
| Adaptive Multi-source Predictor for Zero-shot Video Object Segmentation | ✓ Link | 87.3 | 87.1 | 87.5 | AMP | 2023-03-18 |
| Treating Motion as Option to Reduce Motion Dependency in Unsupervised Video Object Segmentation | ✓ Link | 87.2 | 86.6 | 87.8 | TMO (MiT-b1) | 2022-09-04 |
| Treating Motion as Option to Reduce Motion Dependency in Unsupervised Video Object Segmentation | ✓ Link | 86.1 | 85.6 | 86.6 | TMO (RN-101) | 2022-09-04 |
| D2Conv3D: Dynamic Dilated Convolutions for Object Segmentation in Videos | ✓ Link | 86.0 | 85.5 | 86.5 | D2Conv3D | 2021-11-15 |
| Unsupervised Video Object Segmentation via Prototype Memory Network | ✓ Link | 85.9 | 85.4 | 86.4 | PMN | 2022-09-08 |
| Self-supervised Video Object Segmentation with Distillation Learning of Deformable Attention | | 85.75 | 84.9 | 86.6 | DLDA | 2024-01-25 |
| Iteratively Selecting an Easy Reference Frame Makes Unsupervised Video Object Segmentation Easier | | 85.6 | 84.5 | 86.7 | IMP | 2021-12-23 |
| Reciprocal Transformations for Unsupervised Video Object Segmentation | ✓ Link | 85.2 | 85.6 | 84.7 | RTNet | 2021-06-19 |
| Deep Transport Network for Unsupervised Video Object Segmentation | | 84.8 | 84.5 | 85.0 | TransportNet | 2021-01-01 |
| Learning Motion-Appearance Co-Attention for Zero-Shot Video Object Segmentation | ✓ Link | 84.6 | 84.5 | 84.6 | AMC-Net | 2021-01-01 |
| Making a Case for 3D Convolutions for Object Segmentation in Videos | ✓ Link | 84.5 | 84.3 | 84.7 | 3DC-Seg | 2020-08-26 |
| F2Net: Learning to Focus on the Foreground for Unsupervised Video Object Segmentation | | 83.7 | 83.1 | 54.4 | F2Net | 2020-12-04 |
| Full-Duplex Strategy for Video Object Segmentation | ✓ Link | 83.3 | 83.4 | 83.1 | FSNet | 2021-08-06 |
| Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation | | 82.6 | 83.4 | 81.8 | DFNet | 2020-08-04 |
| Motion-Attentive Transition for Zero-Shot Video Object Segmentation | ✓ Link | 81.6 | 82.4 | 80.7 | MATNet | 2020-03-09 |
| Unsupervised Video Object Segmentation with Joint Hotspot Tracking | | 81.5 | 82.2 | 80.7 | WCS-Net | |
| Anchor Diffusion for Unsupervised Video Object Segmentation | ✓ Link | 81.1 | 81.7 | 80.5 | AD-Net | 2019-10-24 |
| See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks | ✓ Link | 80.0 | 80.5 | 79.4 | COSNet | 2020-01-19 |
| Zero-Shot Video Object Segmentation via Attentive Graph Neural Networks | ✓ Link | 79.9 | 80.7 | 79.1 | AGNN | 2020-01-19 |
| Learning Unsupervised Video Object Segmentation Through Visual Attention | ✓ Link | 78.6 | 79.7 | 77.4 | AGS | 2019-06-01 |
| Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection | | 75.9 | 77.2 | 74.5 | PDB | 2018-09-01 |