Research map / Detection and segmentation / Tracking
High Performance Visual Tracking With Siamese Region Proposal Network
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace Siamese-FC with SiamRPN proposal classification and box regression | Siamese-FC tracking · VOT2015 | EAO: 0.2915 -> 0.358 | Helped |
| Use SiamRPN instead of the strongest listed baseline | VOT2016 tracking · VOT2016 | EAO: 0.331 -> 0.3441 | Helped |
| Use SiamRPN instead of CSRDCF++ | real-time tracking · VOT2017 real-time | expected overlap score: 0.212 -> 0.243 | Helped |
| Add Youtube-BB training videos (ablation) | SiamRPN with A5 anchors · VOT2016 | EAO: 0.317 -> 0.344 | Helped |
| Use five anchor ratios [0.33, 0.5, 1, 2, 3] instead of three [0.5, 1, 2] (ablation) | SiamRPN without Youtube-BB · VOT2016 | EAO: 0.279 -> 0.317 | Helped |
| Use seven anchor ratios [0.25, 0.33, 0.5, 1, 2, 3, 4] instead of five [0.33, 0.5, 1, 2, 3] (ablation) | SiamRPN without Youtube-BB · VOT2016 | EAO: 0.317 -> 0.304 | Hurt |
| Use seven anchor ratios instead of five (ablation) | SiamRPN with Youtube-BB · VOT2016 | EAO: 0.344 -> 0.337 | Hurt |
Closest papers by meaning
- Siamese Cascaded Region Proposal Networks for Real-Time Visual Tracking (CVPR 2019 · similarity 0.93)
- SiamRPN++: Evolution of Siamese Visual Tracking With Very Deep Networks (CVPR 2019 · similarity 0.92)
- Deeper and Wider Siamese Networks for Real-Time Visual Tracking (CVPR 2019 · similarity 0.92)
- SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking (CVPR 2020 · similarity 0.92)
- Siamese Box Adaptive Network for Visual Tracking (CVPR 2020 · similarity 0.91)
- SiamMOT: Siamese Multi-Object Tracking (CVPR 2021 · similarity 0.91)
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