Research map / Detection and segmentation / Open-set and few-shot detection
A Continual Learning Framework for Uncertainty-Aware Interactive Image Segmentation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use CLIS instead of EWC | interactive segmentation · Dataset1 Basic | IoU: 0.874 -> 0.893 | Helped |
| Use CLIS instead of PackNet | interactive segmentation · Dataset1 Forward | IoU: 0.827 -> 0.836 | Helped |
| Use CLIS instead of EWC | interactive segmentation · Dataset1 Backward | IoU: 0.846 -> 0.857 | Helped |
| Use CLIS instead of EWC | interactive segmentation · Dataset2 Basic | IoU: 0.945 -> 0.957 | Helped |
| Use CLIS instead of EWC | interactive segmentation · Dataset2 Forward | IoU: 0.923 -> 0.928 | Helped |
| Use CLIS instead of EWC | interactive segmentation · Dataset2 Backward | IoU: 0.933 -> 0.941 | Helped |
| Use CLIS instead of EWC | interactive segmentation · Dataset3 Basic | IoU: 0.765 -> 0.782 | Helped |
| Use CLIS instead of EWC | interactive segmentation · Dataset3 Forward | IoU: 0.689 -> 0.697 | Helped |
| Use CLIS instead of EWC | interactive segmentation · Dataset3 Backward | IoU: 0.722 -> 0.731 | Helped |
Closest papers by meaning
- Towards Continual Universal Segmentation (CVPR 2025 · similarity 0.89)
- MFP: Making Full Use of Probability Maps for Interactive Image Segmentation (CVPR 2024 · similarity 0.87)
- Variance-Insensitive and Target-Preserving Mask Refinement for Interactive Image Segmentation (AAAI 2024 · similarity 0.86)
- Uncertainty-aware Fine-tuning of Segmentation Foundation Models (NeurIPS 2024 · similarity 0.86)
- Rethinking Query-based Transformer for Continual Image Segmentation (CVPR 2025 · similarity 0.86)
- Beyond Background Shift: Rethinking Instance Replay in Continual Semantic Segmentation (CVPR 2025 · similarity 0.86)
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