Research map / Vision-language and multimodal / Cross-modal learning
Bridging Search Region Interaction With Template for RGB-T Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use ViT-Base with SOT pretraining and TBSI instead of mfDiMP | RGB-T tracking · LasHeR testing set | Precision: 59.9 -> 69.2 | Helped |
| Use TBSI instead of mfDiMP | RGB-T tracking · RGBT234 | Precision: 84.2 -> 87.1 | Helped |
| Use TBSI instead of mfDiMP* | RGB-T tracking · RGBT210 | Success: 59.3 -> 62.5 | Helped |
| Add TIR image pairs to RGB-only input (ablation) | ViT-Base tracker · LasHeR | Success: 40.1 -> 42.5 | Helped |
| Add direct bidirectional RGB-T search-region interaction without template bridging (ablation) | RGB-T Baseline · LasHeR | Success: 42.5 -> 47.4 | Helped |
| Add template-mediated bridging for cross-modal search-region interaction (ablation) | Direct RGB-T search-region interaction · LasHeR | Success: 47.4 -> 50.6 | Helped |
| Add RGB-to-template-medium-to-TIR interaction (ablation) | Unidirectional TBSI · LasHeR | Success: 46.6 -> 50.6 | Helped |
| Add updating original templates with enriched multimodal contexts (ablation) | Bidirectional TBSI · LasHeR | Success: 49.7 -> 50.6 | Helped |
| Insert TBSI at the 4-th layer (ablation) | ViT-Base RGB-T tracker · LasHeR | Success: 42.5 -> 47.8 | Helped |
| Add a TBSI insertion at the 7-th layer (ablation) | TBSI at layer 4 · LasHeR | Success: 47.8 -> 49.8 | Helped |
| Add a TBSI insertion at the 10-th layer (ablation) | TBSI at layers 4 and 7 · LasHeR | Success: 49.8 -> 50.6 | Helped |
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