Research map / Detection and segmentation / CNN features
Real-Time Salient Object Detection With a Minimum Spanning Tree
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the MST-based system instead of the compared saliency methods | Salient object detection · MSRA-1000 | MAE | Helped |
| Use the MST-based system instead of the compared saliency methods | Salient object detection · ECSSD | MAE | Helped |
| Use the MST-based system instead of the compared saliency methods | Salient object detection · PASCAL-S | MAE | Helped |
| Use the MST-based system instead of the compared saliency methods | Salient object detection · MSRA-1000 | weighted-Fβ | Helped |
| Use the MST-based system instead of the compared saliency methods | Salient object detection · ECSSD | weighted-Fβ | Helped |
| Use the MST-based system instead of the compared saliency methods | Salient object detection · PASCAL-S | weighted-Fβ | Helped |
| Use barrier distance rather than geodesic distance (ablation) | MST-based distance transform · Salient object detection | robustness to texture | Helped |
| Add a boundary color dissimilarity map to the distance map (ablation) | MST-based salient object detection · Objects touching the image boundary | saliency detection quality | Helped |
| Set the number of boundary color clusters to 3 (ablation) | Boundary color dissimilarity measure · Salient object detection | saliency detection quality | No clear effect |
| Vary boundary size between 10 and 30 pixels (ablation) | Boundary color dissimilarity measure · Salient object detection | saliency detection quality | No clear effect |
Closest papers by meaning
- Geometry-Aware 3D Salient Object Detection Network (AAAI 2025 · similarity 0.86)
- Salient Object Detection With Pyramid Attention and Salient Edges (CVPR 2019 · similarity 0.86)
- Alignment-Free RGB-T Salient Object Detection: A Large-Scale Dataset and Progressive Correlation Network (AAAI 2025 · similarity 0.85)
- MSV-PCT: Multi-Sparse-View Enhanced Transformer Framework for Salient Object Detection in Point Clouds (AAAI 2025 · similarity 0.83)
- DiMSOD: A Diffusion-Based Framework for Multi-Modal Salient Object Detection (AAAI 2025 · similarity 0.83)
- Size-invariance Matters: Rethinking Metrics and Losses for Imbalanced Multi-object Salient Object Detection (ICML 2024 · similarity 0.83)
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