Research map / Detection and segmentation / Tracking
Learning To Filter: Siamese Relation Network for Robust Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add Relation Detector and Refinement Module to SiamBAN | SiamBAN · VOT2018 | Robustness: 0.178 -> 0.131 | Helped |
| Add Relation Detector and Refinement Module to SiamBAN | SiamBAN · VOT2019 | EAO: 0.327 -> 0.341 | Helped |
| Use three-level C3+C4+C5 features rather than C3 alone (ablation) | Siamese Relation Network · OTB100 | AUC: 0.676 -> 0.701 | Helped |
| Use three-level C3+C4+C5 features rather than C4 alone (ablation) | Siamese Relation Network · OTB100 | AUC: 0.686 -> 0.701 | Helped |
| Use three-level C3+C4+C5 features rather than C5 alone (ablation) | Siamese Relation Network · OTB100 | AUC: 0.669 -> 0.701 | Helped |
| Use C3+C4+C5 rather than C3+C4 features (ablation) | Siamese Relation Network · OTB100 | AUC: 0.691 -> 0.701 | Helped |
| Use C3+C4+C5 rather than C3+C5 features (ablation) | Siamese Relation Network · OTB100 | AUC: 0.684 -> 0.701 | Helped |
| Use C3+C4+C5 rather than C4+C5 features (ablation) | Siamese Relation Network · OTB100 | AUC: 0.693 -> 0.701 | Helped |
| Add Local and Patch heads to the Global head (ablation) | Siamese Relation Network · OTB100 | AUC: 0.678 -> 0.701 | Helped |
| Add Global and Patch heads to the Local head (ablation) | Siamese Relation Network · OTB100 | AUC: 0.686 -> 0.701 | Helped |
| Add Global and Local heads to the Patch head (ablation) | Siamese Relation Network · OTB100 | AUC: 0.672 -> 0.701 | Helped |
| Add Patch head to Global+Local heads (ablation) | Siamese Relation Network · OTB100 | AUC: 0.696 -> 0.701 | Helped |
Closest papers by meaning
- SiamRPN++: Evolution of Siamese Visual Tracking With Very Deep Networks (CVPR 2019 · similarity 0.91)
- Discriminative and Robust Online Learning for Siamese Visual Tracking (AAAI 2020 · similarity 0.89)
- Ranking-Based Siamese Visual Tracking (CVPR 2022 · similarity 0.89)
- SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking (CVPR 2020 · similarity 0.89)
- Siamese Box Adaptive Network for Visual Tracking (CVPR 2020 · similarity 0.88)
- Learning Random Noise Salient Feature Fusion Siamese Network for Low-Resolution Object Tracking (Student Abstract) (AAAI 2024 · similarity 0.86)
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