Research map / Detection and segmentation / Tracking
Learning To Fuse Asymmetric Feature Maps in Siamese Trackers
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace DW-XCorr with ACM and add bounding-box size prior | SiamBAN · VOT2016 | EAO: 0.505 -> 0.549 | Helped |
| Add AC without bounding-box size prior (ablation) | SiamBAN · VOT2016 | EAO: 0.505 -> 0.535 | Helped |
| Add bounding-box size prior to AC (ablation) | SiamBAN · VOT2016 | EAO: 0.535 -> 0.549 | Helped |
| Replace DW-XCorr with ACM and add bounding-box size prior | SiamRPN++ · VOT2016 | EAO: 0.464 -> 0.501 | Helped |
| Add AC without bounding-box size prior (ablation) | SiamRPN++ · VOT2016 | EAO: 0.464 -> 0.485 | Helped |
| Add bounding-box size prior to AC (ablation) | SiamRPN++ · VOT2016 | EAO: 0.485 -> 0.501 | Helped |
| Replace XCorr with AC (ablation) | SiamFC · VOT2016 | EAO: 0.277 -> 0.338 | Helped |
| Replace DW-XCorr with ACM and add bounding-box size prior | SiamBAN · OTB-100 | AUC Score: 0.695 -> 0.720 | Helped |
| Add AC without bounding-box size prior (ablation) | SiamBAN · OTB-100 | AUC Score: 0.695 -> 0.715 | Helped |
| Add bounding-box size prior to AC (ablation) | SiamBAN · OTB-100 | AUC Score: 0.715 -> 0.720 | Helped |
| Replace DW-XCorr with ACM and add bounding-box size prior | SiamRPN++ · OTB-100 | AUC Score: 0.695 -> 0.712 | Helped |
| Add AC without bounding-box size prior (ablation) | SiamRPN++ · OTB-100 | AUC Score: 0.695 -> 0.705 | Helped |
Closest papers by meaning
- Discriminative and Robust Online Learning for Siamese Visual Tracking (AAAI 2020 · similarity 0.90)
- Deeper and Wider Siamese Networks for Real-Time Visual Tracking (CVPR 2019 · similarity 0.90)
- SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking (CVPR 2020 · similarity 0.90)
- SiamRPN++: Evolution of Siamese Visual Tracking With Very Deep Networks (CVPR 2019 · similarity 0.90)
- Deformable Siamese Attention Networks for Visual Object Tracking (CVPR 2020 · similarity 0.89)
- Learning Random Noise Salient Feature Fusion Siamese Network for Low-Resolution Object Tracking (Student Abstract) (AAAI 2024 · similarity 0.87)
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