Research map / Detection and segmentation / Tracking
Global Dilated Attention and Target Focusing Network for Robust Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| replace self attention with GDA (ablation) | GdaTFT · OTB100 | Precision: 88.3 -> 89.5 | Helped |
| replace feature fusion with TFN (ablation) | GdaTFT · OTB100 | Precision: 88.4 -> 89.5 | Helped |
| combine GDA and TFN rather than use neither (ablation) | GdaTFT · OTB100 | Success: 67.5 -> 70.4 | Helped |
| combine GDA and TFN rather than use neither (ablation) | GdaTFT · OTB100 | Precision: 87.4 -> 90.6 | Helped |
| add GDA instead of self attention (ablation) | GdaTFT · OTB100 | Precision: 88.3 -> 89.5 | Helped |
| add TFN instead of feature fusion (ablation) | GdaTFT · OTB100 | Success: 68.6 -> 69.2 | Helped |
| use GdaTFT | GdaTFT · LaSOT | AUC: 64.9 -> 64.3 | Hurt |
| use GdaTFT | GdaTFT · TrackingNet | AUC: 81.4 -> 77.8 | Hurt |
| use GdaTFT | GdaTFT · GOT-10k | AO: 67.1 -> 65.0 | Hurt |
| use GdaTFT | GdaTFT · GOT-10k | SR0.5: 76.8 -> 77.8 | Helped |
Closest papers by meaning
- Target-Aware Tracking with Long-Term Context Attention (AAAI 2023 · similarity 0.86)
- GlobalTrack: A Simple and Strong Baseline for Long-Term Tracking (AAAI 2020 · similarity 0.85)
- Attentional Correlation Filter Network for Adaptive Visual Tracking (CVPR 2017 · similarity 0.85)
- Target Focused Shallow Transformer Framework for Efficient Visual Tracking (AAAI 2024 · similarity 0.83)
- Cross-modulated Attention Transformer for RGBT Tracking (AAAI 2025 · similarity 0.82)
- Multi-Scene Generalized Trajectory Global Graph Solver with Composite Nodes for Multiple Object Tracking (AAAI 2024 · similarity 0.82)
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