Research map / Detection and segmentation / Open-set and few-shot detection
Learning Unsupervised Video Object Segmentation Through Visual Attention
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the attention-guided UVOS model instead of PDB | UVOS on DAVIS16 · DAVIS16 test | J Mean: 77.2 -> 79.7 | Helped |
| Use the attention-guided UVOS model instead of PDB | UVOS on DAVIS16 · DAVIS16 test | F Mean: 74.5 -> 77.4 | Helped |
| Use the attention-guided UVOS model instead of LVO | UVOS on DAVIS16 · DAVIS16 test | T Mean: 26.5 -> 44.5 | Hurt |
| Use the attention-guided UVOS model instead of LVO | UVOS on Youtube-Objects · Youtube-Objects | J Mean: 67.5 -> 69.7 | Helped |
| Use the attention-guided model instead of PDB | VSOD on DAVIS16 · DAVIS16 test | F max: 0.849 -> 0.870 | Helped |
| Use the attention-guided model instead of PDB | VSOD on DAVIS16 · DAVIS16 test | MAE: 0.030 -> 0.026 | Helped |
| Use UVOS-aware DVAP instead of ACL | Visual attention prediction on DAVIS16 · DAVIS16 attention test | SIM: 0.453 -> 0.504 | Helped |
| Use UVOS-aware DVAP instead of ACL | Visual attention prediction on Youtube-Objects · Youtube-Objects attention test | SIM: 0.405 -> 0.419 | Helped |
Closest papers by meaning
- Dual Prototype Attention for Unsupervised Video Object Segmentation (CVPR 2024 · similarity 0.90)
- Reciprocal Transformations for Unsupervised Video Object Segmentation (CVPR 2021 · similarity 0.89)
- Breaking the "Object" in Video Object Segmentation (CVPR 2023 · similarity 0.88)
- VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE (ICLR 2024 · similarity 0.87)
- Guided Slot Attention for Unsupervised Video Object Segmentation (CVPR 2024 · similarity 0.87)
- LiVOS: Light Video Object Segmentation with Gated Linear Matching (CVPR 2025 · similarity 0.87)
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