Research map / Detection and segmentation / CNN features
SARAS-Net: Scale and Relation Aware Siamese Network for Change Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use SARAS-Net with ResNet50 instead of the strongest listed baseline | LEVIR-CD change detection · LEVIR-CD | F1: 90.99 -> 91.91 | Helped |
| Use SARAS-Net with ResNet50 instead of the strongest listed baseline | WHU-CD change detection · WHU-CD | F1: 89.72 -> 90.99 | Helped |
| Use SARAS-Net with ResNet50 instead of the strongest listed baseline | DSIFN-CD change detection · DSIFN-CD | F1: 62.95 -> 67.58 | Helped |
| Add the relation-aware module (ablation) | SARAS-Net with SA and CT · LEVIR-CD | F1: 91.26 -> 91.91 | Helped |
| Add the scale-aware module (ablation) | SARAS-Net with RA and CT · LEVIR-CD | F1: 91.11 -> 91.91 | Helped |
| Add the cross-transformer module (ablation) | SARAS-Net with RA and SA · LEVIR-CD | F1: 90.92 -> 91.91 | Helped |
| Add the cross-self-attention mechanism to cross-attention (ablation) | SARAS-Net relation-aware module · LEVIR-CD | F1: 91.54 -> 91.91 | Helped |
| Replace cross-self-attention with self-attention (ablation) | SARAS-Net relation-aware module · LEVIR-CD | F1: 91.91 -> 90.56 | Hurt |
Closest papers by meaning
- Segment Any Change (NeurIPS 2024 · similarity 0.85)
- Towards Generalizable Scene Change Detection (CVPR 2025 · similarity 0.84)
- MUCD: Unsupervised Point Cloud Change Detection via Masked Consistency (AAAI 2025 · similarity 0.84)
- Zero-Shot Scene Change Detection (AAAI 2025 · similarity 0.83)
- ChangeDiff: A Multi-Temporal Change Detection Data Generator with Flexible Text Prompts via Diffusion Model (AAAI 2025 · similarity 0.83)
- The STVchrono Dataset: Towards Continuous Change Recognition in Time (CVPR 2024 · similarity 0.83)
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