Research map / Detection and segmentation / Tracking
SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add the regression branch for target state estimation (ablation) | SiamFC · VOT2018 | EAO: 0.306 -> 0.400 | Helped |
| Add Youtube-BB training data (ablation) | SiamFC · VOT2018 | EAO: 0.213 -> 0.276 | Helped |
| Add COCO and DET training data (ablation) | SiamFC with improved head and extra video data · VOT2018 | EAO: 0.296 -> 0.306 | Helped |
| Add three 3×3 convolution layers to the head (ablation) | SiamFC · VOT2018 | EAO: 0.276 -> 0.296 | Helped |
| Replace AlexNet with GoogLeNet (ablation) | SiamFC++ · VOT2018 | EAO: 0.400 -> 0.426 | Helped |
| Replace AlexNet with GoogLeNet (ablation) | SiamFC++ · GOT-10k val | AO: 74.9 -> 77.8 | Helped |
| Add a second 3×3 convolution layer to the head (ablation) | SiamFC++ with GoogLeNet · GOT-10k val | AO: 76.2 -> 77.8 | Helped |
| Add a third 3×3 convolution layer to the head (ablation) | SiamFC++ with GoogLeNet · GOT-10k val | AO: 77.8 -> 78.1 | No clear effect |
| Add PSS quality assessment instead of no quality assessment (ablation) | SiamFC++ with GoogLeNet and two-layer head · GOT-10k val | AO: 77.1 -> 77.8 | Helped |
| Replace PSS with IoU quality assessment (ablation) | SiamFC++ with GoogLeNet and two-layer head · GOT-10k val | AO: 77.8 -> 78.0 | Helped |
Closest papers by meaning
- Deeper and Wider Siamese Networks for Real-Time Visual Tracking (CVPR 2019 · similarity 0.91)
- SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking (CVPR 2020 · similarity 0.91)
- SiamRPN++: Evolution of Siamese Visual Tracking With Very Deep Networks (CVPR 2019 · similarity 0.91)
- Ranking-Based Siamese Visual Tracking (CVPR 2022 · similarity 0.91)
- Discriminative and Robust Online Learning for Siamese Visual Tracking (AAAI 2020 · similarity 0.90)
- Target-Aware Deep Tracking (CVPR 2019 · similarity 0.90)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.