| SegGPT: Segmenting Everything In Context | Apr 6, 2023 | Few-Shot Semantic SegmentationIn-Context Learning | CodeCode Available | 4 |
| FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation | Dec 12, 2024 | Cross-Domain Few-ShotDomain Generalization | CodeCode Available | 2 |
| Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts | Jul 2, 2024 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 2 |
| Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching | May 22, 2023 | AllFew-Shot Semantic Segmentation | CodeCode Available | 2 |
| Learning What Not to Segment: A New Perspective on Few-Shot Segmentation | Mar 15, 2022 | Few-Shot Semantic SegmentationMeta-Learning | CodeCode Available | 2 |
| Language-driven Semantic Segmentation | Jan 10, 2022 | DescriptiveFew-Shot Semantic Segmentation | CodeCode Available | 2 |
| Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks | Jan 17, 2025 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation | Dec 23, 2024 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation | Oct 29, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Bridge the Points: Graph-based Few-shot Segment Anything Semantically | Oct 9, 2024 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation | Oct 3, 2024 | Few-Shot Semantic SegmentationImage Generation | CodeCode Available | 1 |
| Hybrid Mamba for Few-Shot Segmentation | Sep 29, 2024 | Few-Shot Semantic SegmentationMamba | CodeCode Available | 1 |
| Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark | Sep 17, 2024 | Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping | Sep 17, 2024 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Small Object Few-shot Segmentation for Vision-based Industrial Inspection | Jul 31, 2024 | Anomaly DetectionFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Eliminating Feature Ambiguity for Few-Shot Segmentation | Jul 13, 2024 | Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| Few-Shot Medical Image Segmentation with High-Fidelity Prototypes | Jun 26, 2024 | Few-Shot Semantic SegmentationImage Segmentation | CodeCode Available | 1 |
| Label-Efficient Semantic Segmentation of LiDAR Point Clouds in Adverse Weather Conditions | Jun 14, 2024 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation | May 24, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation | Apr 16, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Learnable Prompt for Few-Shot Semantic Segmentation in Remote Sensing Domain | Apr 16, 2024 | Few-Shot Semantic SegmentationImage Inpainting | CodeCode Available | 1 |
| A Novel Benchmark for Few-Shot Semantic Segmentation in the Era of Foundation Models | Jan 20, 2024 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Self-Calibrated Cross Attention Network for Few-Shot Segmentation | Aug 18, 2023 | Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach | Jul 26, 2023 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| DifFSS: Diffusion Model for Few-Shot Semantic Segmentation | Jul 3, 2023 | Few-Shot Semantic SegmentationImage Generation | CodeCode Available | 1 |
| MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation | May 23, 2023 | Few-Shot Semantic SegmentationGeneral Knowledge | CodeCode Available | 1 |
| Hierarchical Dense Correlation Distillation for Few-Shot Segmentation | Mar 26, 2023 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Iterative Few-shot Semantic Segmentation from Image Label Text | Mar 10, 2023 | Few-Shot Semantic SegmentationLanguage Modeling | CodeCode Available | 1 |
| FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network | Jan 19, 2023 | Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| Mask Matching Transformer for Few-Shot Segmentation | Dec 5, 2022 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Prototype as Query for Few Shot Semantic Segmentation | Nov 27, 2022 | Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| A Strong Baseline for Generalized Few-Shot Semantic Segmentation | Nov 25, 2022 | Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| Feature-Proxy Transformer for Few-Shot Segmentation | Oct 13, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation | Oct 13, 2022 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation | Jul 30, 2022 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Self-Support Few-Shot Semantic Segmentation | Jul 23, 2022 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation | Jul 22, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | Jul 18, 2022 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation | Jun 20, 2022 | Few-Shot Semantic SegmentationMeta-Learning | CodeCode Available | 1 |
| Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning | Jun 13, 2022 | Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| Learning Non-target Knowledge for Few-shot Semantic Segmentation | May 10, 2022 | Contrastive LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation | Apr 21, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Integrative Few-Shot Learning for Classification and Segmentation | Mar 29, 2022 | ClassificationFew-Shot Classification and Segmentation | CodeCode Available | 1 |
| Cross-Domain Few-Shot Semantic Segmentation | Mar 24, 2022 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Multi-similarity based Hyperrelation Network for few-shot segmentation | Mar 17, 2022 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels | Mar 3, 2022 | Anomaly DetectionCardiac Segmentation | CodeCode Available | 1 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | Dec 22, 2021 | AllDecoder | CodeCode Available | 1 |
| MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation | Oct 23, 2021 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation | Oct 22, 2021 | Autonomous DrivingCross-Domain Few-Shot | CodeCode Available | 1 |
| Dense Gaussian Processes for Few-Shot Segmentation | Oct 7, 2021 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
