Research map / Architectures and efficiency / RNNs and normalization
High-Performance Long-Term Tracking With Meta-Updater
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use LTMU instead of SiamRPN++ | Long-term tracking · VOT2018LT | F-score: 0.629 -> 0.690 | Helped |
| Use LTMU instead of CLGS | Long-term tracking · VOT2019LT | F-score: 0.674 -> 0.697 | Helped |
| Use LTMU instead of SPLT | Long-term tracking · OxUvALT test | MaxGM: 0.622 -> 0.751 | Helped |
| Set the meta-updater time step to 20 rather than 5 (ablation) | LTMU · LaSOT | Success: 0.553 -> 0.572 | Helped |
| Set the meta-updater time step to 20 rather than 10 (ablation) | LTMU · LaSOT | Success: 0.564 -> 0.572 | Helped |
| Set the meta-updater time step to 20 rather than 30 (ablation) | LTMU · LaSOT | Success: 0.570 -> 0.572 | Helped |
| Set the meta-updater time step to 20 rather than 50 (ablation) | LTMU · LaSOT | Success: 0.567 -> 0.572 | Helped |
| Add confidence score input (ablation) | LTMU meta-updater · LaSOT | Success: 0.561 -> 0.572 | Helped |
| Add response map input (ablation) | LTMU meta-updater · LaSOT | Success: 0.568 -> 0.572 | Helped |
| Add bounding box input (ablation) | LTMU meta-updater · LaSOT | Success: 0.563 -> 0.572 | Helped |
| Add appearance score input (ablation) | LTMU meta-updater · LaSOT | Success: 0.549 -> 0.572 | Helped |
| Train the meta-updater for 1 iteration rather than none (ablation) | LTMU · LaSOT | Success: 0.539 -> 0.562 | Helped |
Closest papers by meaning
- GlobalTrack: A Simple and Strong Baseline for Long-Term Tracking (AAAI 2020 · similarity 0.88)
- Track-On: Transformer-based Online Point Tracking with Memory (ICLR 2025 · similarity 0.88)
- Global Tracking via Ensemble of Local Trackers (CVPR 2022 · similarity 0.88)
- SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines (AAAI 2020 · similarity 0.87)
- HIPTrack: Visual Tracking with Historical Prompts (CVPR 2024 · similarity 0.86)
- DreamTrack: Dreaming the Future for Multimodal Visual Object Tracking (CVPR 2025 · similarity 0.85)
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