Research map / Detection and segmentation / CNN features
Instance Shadow Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add an independent shadow-object association branch to instance predictions (ablation) | LISA · SOBA test | box SOAP: 16.7 -> 19.6 | Helped |
| Add an independent shadow-object association branch to instance predictions (ablation) | LISA · SOBA test | mask SOAP: 16.7 -> 20.1 | Helped |
| Add light direction prediction as guidance for association learning (ablation) | LISA · SOBA test | box SOAP: 19.6 -> 21.8 | Helped |
| Add light direction prediction as guidance for association learning (ablation) | LISA · SOBA test | mask SOAP: 20.1 -> 21.6 | Helped |
Closest papers by meaning
- MetaShadow: Object-Centered Shadow Detection, Removal, and Synthesis (CVPR 2025 · similarity 0.84)
- DeS3: Adaptive Attention-Driven Self and Soft Shadow Removal Using ViT Similarity (AAAI 2024 · similarity 0.83)
- Shadow-Enlightened Image Outpainting (CVPR 2024 · similarity 0.83)
- The Devil is in the Object Boundary: Towards Annotation-free Instance Segmentation using Foundation Models (ICLR 2024 · similarity 0.82)
- OmniSR: Shadow Removal Under Direct and Indirect Lighting (AAAI 2025 · similarity 0.82)
- Shadow Generation with Decomposed Mask Prediction and Attentive Shadow Filling (AAAI 2024 · similarity 0.82)
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