Research map / Detection and segmentation / Tracking
Siamese Cascaded Region Proposal Networks for Real-Time Visual Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add a second RPN stage to the one-stage tracker (ablation) | C-RPN · LaSOT Protocol II | SUC: 0.417 -> 0.446 | Helped |
| Use three RPN stages instead of two (ablation) | C-RPN · LaSOT Protocol II | SUC: 0.446 -> 0.455 | Helped |
| Use three RPN stages instead of one (ablation) | C-RPN · VOT-2017 | EAO: 0.248 -> 0.289 | Helped |
| Add RPN stages rather than using one stage (ablation) | C-RPN · LaSOT Protocol II | Speed: 48 fps -> 23 fps | Hurt |
| Add negative anchor filtering to discard easy negatives (ablation) | C-RPN · LaSOT Protocol II | SUC: 0.439 -> 0.455 | Helped |
| Add negative anchor filtering to discard easy negatives (ablation) | C-RPN · VOT-2017 | EAV: 0.282 -> 0.289 | Helped |
| Add the feature transfer block to fuse multi-level features (ablation) | C-RPN · LaSOT Protocol II | SUC: 0.442 -> 0.455 | Helped |
| Add the feature transfer block to fuse multi-level features (ablation) | C-RPN · VOT-2017 | EAV: 0.278 -> 0.289 | Helped |
| Replace one-stage SiamRPN with cascaded C-RPN | visual tracking · VOT-2017 | Baseline EAO: 0.243 -> 0.289 | Helped |
Closest papers by meaning
- High Performance Visual Tracking With Siamese Region Proposal Network (CVPR 2018 · similarity 0.93)
- Deeper and Wider Siamese Networks for Real-Time Visual Tracking (CVPR 2019 · similarity 0.90)
- Cascade RPN: Delving into High-Quality Region Proposal Network with Adaptive Convolution (NeurIPS 2019 · similarity 0.89)
- SiamRPN++: Evolution of Siamese Visual Tracking With Very Deep Networks (CVPR 2019 · similarity 0.89)
- Deformable Siamese Attention Networks for Visual Object Tracking (CVPR 2020 · similarity 0.89)
- HIPTrack: Visual Tracking with Historical Prompts (CVPR 2024 · similarity 0.85)
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