Research map / Detection and segmentation / Tracking
POST: POlicy-Based Switch Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add color-histogram model to Expert I (ablation) | DaSiamRPN · OTB-2013 | AUC: 65.3 -> 66.0 | Helped |
| add color-histogram model to Expert III (ablation) | DaSiamRPN large · LaSOT | AUC: 46.8 -> 47.2 | Helped |
| learned policy switching over four experts instead of best single expert IV (ablation) | POST · LaSOT | AUC: 47.2 -> 48.1 | Helped |
| learned policy switching vs average fusion (ablation) | POST · OTB-2015 | AUC: 66.8 -> 67.2 | Helped |
| learned policy switching vs max-score selection (ablation) | POST · LaSOT | AUC: 47.0 -> 48.1 | Helped |
| learned policy switching vs random selection (ablation) | POST · OTB-2015 | AUC: 65.6 -> 67.2 | Helped |
| learned policy switching vs average fusion (ablation) | POST · speed | FPS: 32 -> 105 | Helped |
| switching vs best single expert IV in speed (ablation) | POST · speed | FPS: 82 -> 105 | Helped |
| random expert choice vs best single expert (ablation) | Expert IV · OTB-2015 | AUC: 66.1 -> 65.6 | Hurt |
| average fusion vs best single expert (ablation) | Expert IV · LaSOT | AUC: 47.2 -> 46.5 | Hurt |
Closest papers by meaning
- Online Decision Based Visual Tracking via Reinforcement Learning (NeurIPS 2020 · similarity 0.90)
- Visual Tracking via Hierarchical Deep Reinforcement Learning (AAAI 2021 · similarity 0.87)
- End-to-end Active Object Tracking via Reinforcement Learning (ICML 2018 · similarity 0.87)
- Towards Generalizable Multi-Object Tracking (CVPR 2024 · similarity 0.84)
- Track-On: Transformer-based Online Point Tracking with Memory (ICLR 2025 · similarity 0.84)
- Video Diffusion Models Excel at Tracking Similar-Looking Objects Without Supervision (NeurIPS 2025 · similarity 0.84)
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