Research map / Detection and segmentation / Open-set and few-shot detection
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add mask propagation score to motion score (ablation) | MHP-VOS · DAVIS2017 test-dev | Mean: 47.3 -> 52.1 | Helped |
| Increase N-scan pruning from 1 to 3 (ablation) | MHP-VOS · DAVIS2017 test-dev | Mean: 52.1 -> 59.7 | Helped |
| Add multi-object mask merging (ablation) | MHP-VOS · DAVIS2017 test-dev | Mean: 59.7 -> 67.3 | Helped |
| Use proposed gating instead of the comparison gating setup (ablation) | MHP-VOS · DAVIS2017 test-dev | Mean: 67.3 -> 69.5 | Helped |
| Increase N-scan delay from 1 to 3 (ablation) | MHP-VOS · DAVIS2017 | Mean: 62.8 -> 69.5 | Helped |
| Increase N-scan delay from 3 to 5 (ablation) | MHP-VOS · DAVIS2017 | Mean: 69.5 -> 69.7 | Helped |
| Increase N-scan delay from 3 to 5 (ablation) | MHP-VOS · DAVIS2017 | time/frame (s): 14.2 -> 73.6 | Hurt |
| Use MHP-VOS instead of CINM | DAVIS2017 test-dev · DAVIS2017 test-dev | G Mean: 67.5 -> 69.5 | Helped |
| Use MHP-VOS instead of OSVOS-S | DAVIS2016 validation · DAVIS2016 validation | G Mean: 86.6 -> 86.9 | Helped |
| Use MHP-VOS instead of OnAVOS | DAVIS2016 validation · DAVIS2016 validation | J Mean: 86.1 -> 85.7 | Hurt |
Closest papers by meaning
- Learning Dynamic Network Using a Reuse Gate Function in Semi-Supervised Video Object Segmentation (CVPR 2021 · similarity 0.89)
- Learning Fast and Robust Target Models for Video Object Segmentation (CVPR 2020 · similarity 0.89)
- Segment Anything Across Shots: A Method and Benchmark (AAAI 2026 · similarity 0.89)
- Point-VOS: Pointing Up Video Object Segmentation (CVPR 2024 · similarity 0.88)
- Multi-Granularity Video Object Segmentation (AAAI 2025 · similarity 0.88)
- M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation (CVPR 2025 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.