Research map / Detection and segmentation / Tracking
Siamese Instance Search for Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Fine-tune the Siamese matching network on external ALOV videos rather than using ImageNet features alone | AlexNet-style Siamese tracker · OTB | AUC: 42.8 -> 47.4 | Helped |
| Fine-tune on the target's first frame instead of external video data | AlexNet-style Siamese tracker · OTB | AUC: 42.8 -> 44.0 | No clear effect |
| Remove max pooling (ablation) | AlexNet tracker using pretrained fc6 features · OTB | AUC: 42.8 -> 50.0 | Helped |
| Remove max pooling (ablation) | ALOV-finetuned AlexNet Siamese tracker · OTB | AUC: 47.4 -> 53.9 | Helped |
| Use multi-layer conv4, conv5, and fc6 features rather than fc6 alone (ablation) | ALOV-finetuned AlexNet Siamese tracker without max pooling · OTB | AUC: 53.9 -> 55.0 | Helped |
| Use a deeper VGG16-style network rather than AlexNet (ablation) | Siamese tracker with multi-layer features and no max pooling · OTB | AUC: 55.0 -> 59.2 | Helped |
| Use adaptive candidate sampling and optical-flow filtering | SINT · OTB | AUC | Helped |
| Use a fixed initial target template and a generic learned matching function without online updating | SINT · OTB | AUC | Helped |
Closest papers by meaning
- SiamRPN++: Evolution of Siamese Visual Tracking With Very Deep Networks (CVPR 2019 · similarity 0.90)
- SiamMOT: Siamese Multi-Object Tracking (CVPR 2021 · similarity 0.88)
- Discriminative and Robust Online Learning for Siamese Visual Tracking (AAAI 2020 · similarity 0.88)
- Deeper and Wider Siamese Networks for Real-Time Visual Tracking (CVPR 2019 · similarity 0.88)
- Deformable Siamese Attention Networks for Visual Object Tracking (CVPR 2020 · similarity 0.88)
- HIPTrack: Visual Tracking with Historical Prompts (CVPR 2024 · similarity 0.88)
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