Research map / Detection and segmentation / Tracking
CapsuleRRT: Relationships-Aware Regression Tracking via Capsules
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add spatial-temporal capsule relationships through S-Caps and STCaps Learning (ablation) | regression tracking · OTB100 | AUC: 0.678 -> 0.703 | Helped |
| add T-Caps to model temporal relationships (ablation) | CapsuleRRT · OTB100 | AUC: 0.678 -> 0.703 | Helped |
| add T-Caps to model temporal relationships (ablation) | CapsuleRRT · LaSOT | AUC: 0.535 -> 0.599 | Helped |
| add prior-guided capsule routing using initial-frame capsules (ablation) | CapsuleRRT · OTB100 | AUC: 0.703 -> 0.718 | Helped |
| add prior-guided capsule routing using initial-frame capsules (ablation) | CapsuleRRT · LaSOT | AUC: 0.599 -> 0.625 | Helped |
| add KDPMC pose-matrix compression (ablation) | CapsuleRRT · OTB100 | AUC: 0.718 -> 0.713 | Hurt |
| add KDPMC pose-matrix compression (ablation) | CapsuleRRT · LaSOT | AUC: 0.625 -> 0.617 | Hurt |
| use CapsuleRRT instead of PrDiMP50 | visual tracking · OTB100 | AUC: 0.696 -> 0.713 | Helped |
| use CapsuleRRT instead of PrDiMP50 | visual tracking · UAV123 | AUC: 0.680 -> 0.687 | Helped |
| use CapsuleRRT instead of PrDiMP50 | visual tracking · LaSOT test | AUC: 0.599 -> 0.617 | Helped |
| use CapsuleRRT instead of PrDiMP50 | visual tracking · TrackingNet test | Success: 0.812 -> 0.740 | Hurt |
Closest papers by meaning
- STAR-Caps: Capsule Networks with Straight-Through Attentive Routing (NeurIPS 2019 · similarity 0.85)
- Ladder Capsule Network (ICML 2019 · similarity 0.85)
- CapProNet: Deep Feature Learning via Orthogonal Projections onto Capsule Subspaces (NeurIPS 2018 · similarity 0.85)
- Matrix capsules with EM routing (ICLR 2018 · similarity 0.84)
- OrthCaps: An Orthogonal CapsNet with Sparse Attention Routing and Pruning (CVPR 2024 · similarity 0.83)
- SUTrack: Towards Simple and Unified Single Object Tracking (AAAI 2025 · similarity 0.82)
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