Research map / Detection and segmentation / Tracking
Siam R-CNN: Visual Tracking by Re-Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use video hard example mining for re-detection training (ablation) | Siam R-CNN · OTB2015, LaSOT, LTB35 | AUC (OTB2015, LaSOT); F (LTB35): 68.4 -> 70.1; 63.2 -> 64.8; 66.5 -> 66.8 | Helped |
| Use TDPA instead of selecting the highest-scoring re-detection per frame (ablation) | Siam R-CNN · OTB2015, LaSOT, LTB35 | AUC (OTB2015, LaSOT); F (LTB35): 63.8 -> 70.1; 62.9 -> 64.8; 65.5 -> 66.8 | Helped |
| Use TDPA instead of the short-term tracking algorithm (ablation) | Siam R-CNN · OTB2015, LaSOT, LTB35 | AUC (OTB2015, LaSOT); F (LTB35): 67.2 -> 70.1; 55.7 -> 64.8; 57.2 -> 66.8 | Helped |
| Use a ResNet-50 rather than ResNet-101 backbone (ablation) | Siam R-CNN · OTB2015, LaSOT, LTB35 | AUC (OTB2015, LaSOT); F (LTB35): 70.1 -> 68.0; 64.8 -> 62.3; 66.8 -> 64.4 | Hurt |
| Use a two-stage full-image re-detection tracker with TDPA | Siam R-CNN · NfS | Success: 62.0 -> 63.9 | Helped |
| Use a two-stage full-image re-detection tracker with TDPA | Siam R-CNN · TrackingNet test | Success: 74.0 -> 81.2 | Helped |
| Use a two-stage full-image re-detection tracker with TDPA | Siam R-CNN · LaSOT test | Success rate: +8 percentage points | Helped |
| Use a two-stage full-image re-detection tracker with TDPA | Siam R-CNN · OxUvA test | MaxGM: 62.2 -> 72.3 | Helped |
| Add Box2Seg mask density filtering to rotated box estimation (ablation) | Siam R-CNN short-term · VOT2018 | EAO: 0.409 -> 0.423 | Helped |
Closest papers by meaning
- Deeper and Wider Siamese Networks for Real-Time Visual Tracking (CVPR 2019 · similarity 0.91)
- High Performance Visual Tracking With Siamese Region Proposal Network (CVPR 2018 · similarity 0.91)
- SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking (CVPR 2020 · similarity 0.90)
- Discriminative and Robust Online Learning for Siamese Visual Tracking (AAAI 2020 · similarity 0.90)
- SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines (AAAI 2020 · similarity 0.90)
- A Twofold Siamese Network for Real-Time Object Tracking (CVPR 2018 · similarity 0.90)
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