Research map / Detection and segmentation / Tracking
SPM-Tracker: Series-Parallel Matching for Real-Time Visual Object Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Fuse CM and FM matching scores and box refinements in the series-parallel design (ablation) | SPM-Tracker · OTB-100 | AUC: 0.632 -> 0.670 | Helped |
| Fuse CM and FM matching scores and box refinements in the series-parallel design (ablation) | SPM-Tracker · VOT-16 | EAO: 0.343 -> 0.391 | Helped |
| Add generalized training by treating same-category object pairs as positive (ablation) | SPM-Tracker CM · OTB-100 | AUC: 0.670 -> 0.687 | Helped |
| Add generalized training by treating same-category object pairs as positive (ablation) | SPM-Tracker CM · VOT-17 | EAO: 0.323 -> 0.338 | Helped |
| Fuse conv2 and conv4 features for FM instead of using one layer (ablation) | SPM-Tracker FM · OTB-100 | AUC: 0.676 -> 0.687 | Helped |
| Use a relation network instead of cross-correlation for FM matching (ablation) | SPM-Tracker FM without GT · OTB-100 | AUC: 0.647 -> 0.670 | Helped |
| Use a relation network instead of cross-correlation for FM matching (ablation) | SPM-Tracker FM with GT · OTB-100 | AUC: 0.655 -> 0.687 | Helped |
| Remove Cityperson and WiderFace from training (ablation) | SPM-Tracker · OTB-100 | AUC: 0.687 -> 0.671 | Hurt |
| Remove Cityperson and WiderFace from training (ablation) | SPM-Tracker · VOT-17 | EAO: 0.338 -> 0.347 | Helped |
| Increase the number of FM candidate boxes beyond 7 (ablation) | SPM-Tracker · OTB-100 | AUC | No clear effect |
Closest papers by meaning
- SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines (AAAI 2020 · similarity 0.87)
- High Performance Visual Tracking With Siamese Region Proposal Network (CVPR 2018 · similarity 0.86)
- Two-stream Beats One-stream: Asymmetric Siamese Network for Efficient Visual Tracking (AAAI 2025 · similarity 0.85)
- STMTrack: Template-Free Visual Tracking With Space-Time Memory Networks (CVPR 2021 · similarity 0.85)
- OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning (CVPR 2024 · similarity 0.85)
- Beyond Local Search: Tracking Objects Everywhere With Instance-Specific Proposals (CVPR 2016 · similarity 0.85)
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