Research map / Video / Video segmentation and tracking
Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add temporal regularization to the spatially regularized filter | SRDCF-style tracker with hand-crafted features · OTB-2015 | AUC: +5.4% | Helped |
| Add temporal regularization to the spatially regularized filter | SRDCF-style tracker with CNN features · OTB-2015 | Mean OP: +7.4% | Helped |
| Use temporal regularization instead of multiple-sample training with explicit sample reweighting | SRDCF-style tracker · OTB-2015 | Mean OP | Helped |
| Add spatial regularization (ablation) | KCF variant SRDCF(-M) · OTB-2015 | AUC: +6.7% | Helped |
| Add scale estimation (ablation) | KCF variant SRDCF(-MS) · OTB-2015 | AUC: +3.5% | Helped |
| Couple DCF learning with model updating using multiple samples (ablation) | SRDCF(-M) · OTB-2015 | AUC: +1.6% | Helped |
| Add temporal regularization (ablation) | SRDCF(-M) · OTB-2015 | AUC: +6% | Helped |
| Add temporal regularization (ablation) | SRDCF · OTB-2015 | AUC: +4.4% | Helped |
| Set temporal regularization parameter μ to 0, removing historical information (ablation) | STRCF · OTB-2015 | tracking accuracy | Hurt |
| Use temporal regularization on deep features | DeepSRDCF · VOT-2016 | EAO: +3.7% | Helped |
| Add temporal regularization | SRDCF · Temple-Color | AUC: +3.6% | Helped |
Closest papers by meaning
- Visual Tracking via Adaptive Spatially-Regularized Correlation Filters (CVPR 2019 · similarity 0.93)
- Structural Correlation Filter for Robust Visual Tracking (CVPR 2016 · similarity 0.89)
- Multi-Cue Correlation Filters for Robust Visual Tracking (CVPR 2018 · similarity 0.88)
- Discriminative Correlation Filter With Channel and Spatial Reliability (CVPR 2017 · similarity 0.88)
- Robust Visual Tracking via Local-Global Correlation Filter (AAAI 2017 · similarity 0.87)
- Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking (AAAI 2025 · similarity 0.83)
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