Research map / Detection and segmentation / CNN features
Local Background Enclosure for RGB-D Salient Object Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Local Background Enclosure instead of depth-contrast features | RGB-D saliency detection · RGBD1000 | F-score | Helped |
| Use Local Background Enclosure instead of depth-contrast features | RGB-D saliency detection · NJUDS2000 | F-score | Helped |
| Use Local Background Enclosure instead of RGB saliency methods | RGB-D saliency detection · RGBD1000 | F-score | Helped |
| Use the depth distribution functions rather than density functions evaluated at a fixed threshold (ablation) | Local Background Enclosure · RGBD1000 and NJUDS2000 | precision-recall performance | Helped |
| Add depth, spatial, and background priors (ablation) | Local Background Enclosure · RGBD1000 and NJUDS2000 | precision-recall performance | Helped |
| Add Grabcut refinement (ablation) | Local Background Enclosure with priors · RGBD1000 and NJUDS2000 | precision-recall performance | Helped |
| Exclude neighboring patches with lower depth from contrast computation (ablation) | GP and LMH depth features · RGBD1000 and NJUDS2000 | precision-recall performance | Helped |
| Use Local Background Enclosure rather than depth-contrast features | RGB-D saliency detection · RGBD1000 and NJUDS2000 | recall | Helped |
Closest papers by meaning
- DVSOD: RGB-D Video Salient Object Detection (NeurIPS 2023 · similarity 0.91)
- Deep RGB-D Saliency Detection With Depth-Sensitive Attention and Automatic Multi-Modal Fusion (CVPR 2021 · similarity 0.90)
- A2dele: Adaptive and Attentive Depth Distiller for Efficient RGB-D Salient Object Detection (CVPR 2020 · similarity 0.90)
- Promoting Saliency From Depth: Deep Unsupervised RGB-D Saliency Detection (ICLR 2022 · similarity 0.89)
- Alignment-Free RGB-T Salient Object Detection: A Large-Scale Dataset and Progressive Correlation Network (AAAI 2025 · similarity 0.87)
- DiMSOD: A Diffusion-Based Framework for Multi-Modal Salient Object Detection (AAAI 2025 · similarity 0.87)
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