Research map / Detection and segmentation / Open-set and few-shot detection
Anti-Aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use ASR instead of PFENet | few-shot segmentation with ResNet50 on COCO-20ᶦ 1-shot · COCO-20ᶦ 1-shot | mIoU: 30.58 -> 32.56 | Helped |
| Use ASR instead of DAN | few-shot segmentation on COCO-20ᶦ 5-shot · COCO-20ᶦ 5-shot | mIoU: 29.60 -> 34.35 | Helped |
| Use ASR instead of PPNet | two-way one-shot segmentation on Pascal-5ᶦ · Pascal-5ᶦ 2-way 1-shot | mIoU: 51.65 -> 53.13 | Helped |
| Add semantic reconstruction without semantic span or filtering (ablation) | CANet baseline · Ablation setting | mIoU: 54.95 -> 53.26 | Hurt |
| Add semantic filtering without reconstruction or semantic span (ablation) | CANet baseline · Ablation setting | mIoU: 54.95 -> 53.12 | Hurt |
| Add semantic span to semantic reconstruction (ablation) | CANet with semantic reconstruction · Ablation setting | mIoU: 53.26 -> 55.98 | Helped |
| Add semantic filtering to reconstruction plus semantic span (ablation) | CANet with semantic reconstruction and semantic span · Ablation setting | mIoU: 55.98 -> 58.64 | Helped |
| Use vector projection rather than concatenation for semantic filtering (ablation) | ASR semantic filtering · Semantic filtering strategies | mIoU: 58.21 -> 58.64 | Helped |
| Use vector projection rather than cosine similarity for semantic filtering (ablation) | ASR semantic filtering · Semantic filtering strategies | mIoU: 57.78 -> 58.64 | Helped |
| Use vector projection rather than convolution for semantic filtering (ablation) | ASR semantic filtering · Semantic filtering strategies | mIoU: 58.32 -> 58.64 | Helped |
| Increase basis-vector channel number D (ablation) | ASR · Few-shot segmentation | mIoU | Helped |
Closest papers by meaning
- A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation (NeurIPS 2024 · similarity 0.90)
- Unlocking the Potential of Pre-trained Vision Transformers for Few-Shot Semantic Segmentation through Relationship Descriptors (CVPR 2024 · similarity 0.90)
- Label-Efficient Few-Shot Semantic Segmentation with Unsupervised Meta-Training (AAAI 2024 · similarity 0.88)
- Simple Semantic-Aided Few-Shot Learning (CVPR 2024 · similarity 0.88)
- Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer (AAAI 2025 · similarity 0.88)
- Bidirectional Reciprocative Information Communication for Few-Shot Semantic Segmentation (ICML 2024 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.