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Locate Globally, Segment Locally: A Progressive Architecture With Knowledge Review Network for Salient Object Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use PA-KRN instead of the strongest listed baseline | SOD models · DUT-OMRON | Fmax: 0.821 -> 0.834 | Helped |
| Use PA-KRN instead of the strongest listed baseline | SOD models · DUTS-TE | Fmax: 0.889 -> 0.907 | Helped |
| Add the KR module to FPN (ablation) | ResNet-50 FPN · DUTS-TE | Fmax: 0.871 -> 0.884 | Helped |
| Add the KR module to FPN (ablation) | ResNet-50 FPN · DUT-OMRON | Fmax: 0.799 -> 0.818 | Helped |
| Add the SA module to FPN (ablation) | ResNet-50 FPN · DUTS-TE | Fmax: 0.871 -> 0.887 | Helped |
| Add the SA module to FPN (ablation) | ResNet-50 FPN · DUT-OMRON | Fmax: 0.799 -> 0.822 | Helped |
| Add intermediate edge supervision to KRN (ablation) | FPN with KR and SA · DUTS-TE | Fmax: 0.895 -> 0.898 | Helped |
| Add intermediate edge supervision to KRN (ablation) | FPN with KR and SA · DUT-OMRON | Fmax: 0.827 -> 0.827 | No clear effect |
| Add the progressive architecture (ablation) | KRN · DUTS-TE | Fmax: 0.898 -> 0.907 | Helped |
| Add the progressive architecture (ablation) | KRN · DUT-OMRON | Fmax: 0.827 -> 0.834 | Helped |
| Set the body-attention label kernel size to fixed 15 instead of 25 (ablation) | PA-KRN · DUTS-TE | Fmax: 0.907 -> 0.904 | Hurt |
| Set the body-attention label kernel size to fixed 35 instead of 25 (ablation) | PA-KRN · DUTS-TE | Fmax: 0.907 -> 0.902 | Hurt |
Closest papers by meaning
- Revisiting Salient Object Detection: Simultaneous Detection, Ranking, and Subitizing of Multiple Salient Objects (CVPR 2018 · similarity 0.90)
- Detect Globally, Refine Locally: A Novel Approach to Saliency Detection (CVPR 2018 · similarity 0.89)
- Salient Object Detection With Pyramid Attention and Salient Edges (CVPR 2019 · similarity 0.89)
- Samba: A Unified Mamba-based Framework for General Salient Object Detection (CVPR 2025 · similarity 0.88)
- Geometry-Aware 3D Salient Object Detection Network (AAAI 2025 · similarity 0.87)
- ESNet: Evolution and Succession Network for High-Resolution Salient Object Detection (ICML 2024 · similarity 0.87)
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