Research map / Detection and segmentation / Open-set and few-shot detection
Shifting More Attention to Video Salient Object Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add eye-fixation-supervised explicit attention instead of implicit attention training (ablation) | SSAV · DAVSOD | S-measure: 0.684 -> 0.724 | Helped |
| Add eye-fixation-supervised explicit attention instead of implicit attention training (ablation) | SSAV · DAVSOD | max F-measure: 0.593 -> 0.603 | Helped |
| Add eye-fixation-supervised explicit attention instead of implicit attention training (ablation) | SSAV · DAVSOD | MAE: 0.103 -> 0.092 | Helped |
| Add the saliency-shift-aware convLSTM module (ablation) | SSAV · DAVSOD | S-measure: 0.667 -> 0.724 | Helped |
| Add the saliency-shift-aware convLSTM module (ablation) | SSAV · DAVSOD | max F-measure: 0.541 -> 0.603 | Helped |
| Add the saliency-shift-aware convLSTM module (ablation) | SSAV · DAVSOD | MAE: 0.132 -> 0.092 | Helped |
Closest papers by meaning
- DVSOD: RGB-D Video Salient Object Detection (NeurIPS 2023 · similarity 0.91)
- Revisiting Video Saliency: A Large-Scale Benchmark and a New Model (CVPR 2018 · similarity 0.91)
- A Motion-aware Spatio-temporal Graph for Video Salient Object Ranking (NeurIPS 2024 · similarity 0.88)
- CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion (AAAI 2025 · similarity 0.87)
- Samba: A Unified Mamba-based Framework for General Salient Object Detection (CVPR 2025 · similarity 0.87)
- DiMSOD: A Diffusion-Based Framework for Multi-Modal Salient Object Detection (AAAI 2025 · similarity 0.86)
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