Research map / Architectures and efficiency / CNN design
Deeper and Wider Siamese Networks for Real-Time Visual Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace AlexNet with CIResNet-22 | SiamFC · OTB-2015 | AUC: 0.58 -> 0.64 | Helped |
| Replace AlexNet with CIResNet-22 | SiamFC · VOT-17 | EAO: 0.19 -> 0.23 | Helped |
| Replace AlexNet with CIResNet-22 | SiamRPN · OTB-2015 | AUC: 0.64 -> 0.67 | Helped |
| Replace AlexNet with CIResNet-22 | SiamRPN · VOT-17 | EAO: 0.24 -> 0.30 | Helped |
| Add cropping-inside residual units to remove padding-affected features (ablation) | CIResNet-22 SiamFC · VOT-16 | EAO: 0.213 -> 0.301 | Helped |
| Add cropping-inside residual units to remove padding-affected features (ablation) | CIResNet-20 SiamFC · VOT-16 | EAO: 0.204 -> 0.271 | Helped |
| Add cropping-inside residual units to remove padding-affected features (ablation) | CIResInception-22 SiamFC · VOT-16 | EAO: 0.227 -> 0.282 | Helped |
| Use the proposed CIR-D downsampling unit instead of original downsampling (ablation) | CIResNet-22 SiamFC · VOT-16 | EAO: 0.292 -> 0.301 | Helped |
| Use CIR-D instead of cropping after addition in the downsampling block (ablation) | CIResNet-22 SiamFC · VOT-16 | EAO: 0.287 -> 0.301 | Helped |
| Increase receptive field beyond the best-sized setting (ablation) | CIResNet-22 SiamFC · VOT-16 | EAO: 0.30 -> 0.25 | Hurt |
| Reduce output feature size to 2 (ablation) | CIResNet-22 SiamFC · VOT-16 | EAO: 0.30 -> 0.25 | Hurt |
| Increase stride from 8 to 16 (ablation) | CIResNet-22 SiamFC · VOT-16 | EAO: 0.30 -> 0.23 | Hurt |
Closest papers by meaning
- SiamRPN++: Evolution of Siamese Visual Tracking With Very Deep Networks (CVPR 2019 · similarity 0.94)
- High Performance Visual Tracking With Siamese Region Proposal Network (CVPR 2018 · 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 0.92)
- Deformable Siamese Attention Networks for Visual Object Tracking (CVPR 2020 · similarity 0.92)
- SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines (AAAI 2020 · similarity 0.91)
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