| Hypercorrelation Squeeze for Few-Shot Segmentation | Apr 4, 2021 | Feature CorrelationFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| A Novel Benchmark for Few-Shot Semantic Segmentation in the Era of Foundation Models | Jan 20, 2024 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Integrative Few-Shot Learning for Classification and Segmentation | Mar 29, 2022 | ClassificationFew-Shot Classification and Segmentation | CodeCode Available | 1 | 5 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | Dec 22, 2021 | AllDecoder | CodeCode Available | 1 | 5 |
| Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation | Oct 13, 2022 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation | Jul 22, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Iterative Few-shot Semantic Segmentation from Image Label Text | Mar 10, 2023 | Few-Shot Semantic SegmentationLanguage Modeling | CodeCode Available | 1 | 5 |
| Label-Efficient Semantic Segmentation of LiDAR Point Clouds in Adverse Weather Conditions | Jun 14, 2024 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Cross-Domain Few-Shot Semantic Segmentation | Mar 24, 2022 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Learnable Prompt for Few-Shot Semantic Segmentation in Remote Sensing Domain | Apr 16, 2024 | Few-Shot Semantic SegmentationImage Inpainting | CodeCode Available | 1 | 5 |
| Learning Meta-class Memory for Few-Shot Semantic Segmentation | Aug 6, 2021 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Learning Non-target Knowledge for Few-shot Semantic Segmentation | May 10, 2022 | Contrastive LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation | May 24, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation | Jun 1, 2021 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Feature-Proxy Transformer for Few-Shot Segmentation | Oct 13, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network | Jan 19, 2023 | Few-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Self-Calibrated Cross Attention Network for Few-Shot Segmentation | Aug 18, 2023 | Few-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Self-Guided and Cross-Guided Learning for Few-Shot Segmentation | Mar 30, 2021 | Few-Shot Semantic SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| A Self-Distillation Embedded Supervised Affinity Attention Model for Few-Shot Segmentation | Aug 14, 2021 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach | Jul 26, 2023 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation | Jul 20, 2020 | Cardiac SegmentationFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models | Feb 3, 2025 | Few-Shot Semantic SegmentationManufacturing Quality Control | CodeCode Available | 0 | 5 |
| Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer | Dec 20, 2024 | Classifier calibrationFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation | Oct 1, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| Scale-Aware Graph Neural Network for Few-Shot Semantic Segmentation | Jun 19, 2021 | Few-Shot Semantic SegmentationGraph Neural Network | CodeCode Available | 0 | 5 |
| Learning to Segment Medical Images from Few-Shot Sparse Labels | Aug 12, 2021 | Few-Shot Semantic SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation | May 12, 2023 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 0 | 5 |
| Feature Weighting and Boosting for Few-Shot Segmentation | Sep 28, 2019 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 0 | 5 |
| A Language-Guided Benchmark for Weakly Supervised Open Vocabulary Semantic Segmentation | Feb 27, 2023 | Few-Shot Semantic SegmentationLanguage Modelling | CodeCode Available | 0 | 5 |
| AMP: Adaptive Masked Proxies for Few-Shot Segmentation | Oct 1, 2019 | Continual LearningFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| Few-shot Semantic Segmentation with Self-supervision from Pseudo-classes | Oct 22, 2021 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Harmonizing Base and Novel Classes: A Class-Contrastive Approach for Generalized Few-Shot Segmentation | Mar 24, 2023 | Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning | Oct 29, 2018 | 3D Medical Imaging SegmentationBrain Image Segmentation | CodeCode Available | 0 | 5 |
| Clustered-patch Element Connection for Few-shot Learning | Apr 20, 2023 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| Adaptive Masked Proxies for Few-Shot Segmentation | Feb 19, 2019 | Continual LearningFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| A dense subgraph based algorithm for compact salient image region detection | Nov 20, 2015 | Few-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation | Oct 22, 2018 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Few-Shot Fruit Segmentation via Transfer Learning | May 4, 2024 | Few-Shot Semantic SegmentationScene Parsing | CodeCode Available | 0 | 5 |
| Foundation Model or Finetune? Evaluation of few-shot semantic segmentation for river pollution | Sep 5, 2024 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 0 | 5 |
| FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation | Jul 29, 2019 | Few-Shot Semantic SegmentationObject | CodeCode Available | 0 | 5 |
| FSSUWNet: Mitigating the Fragility of Pre-trained Models with Feature Enhancement for Few-Shot Semantic Segmentation in Underwater Images | Apr 1, 2025 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 0 | 5 |
| CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning | Mar 6, 2019 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| HM: Hybrid Masking for Few-Shot Segmentation | Mar 24, 2022 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 0 | 5 |
| MSI: Maximize Support-Set Information for Few-Shot Segmentation | Dec 9, 2022 | Few-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| TeFF: Tracking-enhanced Forgetting-free Few-shot 3D LiDAR Semantic Segmentation | Aug 28, 2024 | Autonomous DrivingFew-Shot Learning | CodeCode Available | 0 | 5 |
| Applying ViT in Generalized Few-shot Semantic Segmentation | Aug 27, 2024 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| PatchRefineNet: Improving Binary Segmentation by Incorporating Signals from Optimal Patch-wise Binarization | Nov 12, 2022 | BinarizationFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| Dual Prototypical Contrastive Learning for Few-shot Semantic Segmentation | Nov 9, 2021 | Contrastive LearningFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| Unlocking the Potential of Pre-trained Vision Transformers for Few-Shot Semantic Segmentation through Relationship Descriptors | Jan 1, 2024 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 0 | 5 |
| A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation | Sep 26, 2024 | Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
