| Texture based Prototypical Network for Few-Shot Semantic Segmentation of Forest Cover: Generalizing for Different Geographical Regions | Mar 29, 2022 | Few-Shot Semantic SegmentationSegmentation | —Unverified | 0 |
| 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 |
| HM: Hybrid Masking for Few-Shot Segmentation | Mar 24, 2022 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 0 |
| Multi-similarity based Hyperrelation Network for few-shot segmentation | Mar 17, 2022 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Learning What Not to Segment: A New Perspective on Few-Shot Segmentation | Mar 15, 2022 | Few-Shot Semantic SegmentationMeta-Learning | CodeCode Available | 2 |
| Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels | Mar 3, 2022 | Anomaly DetectionCardiac Segmentation | CodeCode Available | 1 |
| Few-shot semantic segmentation via mask aggregation | Feb 15, 2022 | ClassificationFew-Shot Semantic Segmentation | CodeCode Available | 0 |
| Language-driven Semantic Segmentation | Jan 10, 2022 | DescriptiveFew-Shot Semantic Segmentation | CodeCode Available | 2 |
| Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer | Jan 1, 2022 | Contrastive LearningCross-Domain Few-Shot | —Unverified | 0 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | Dec 22, 2021 | AllDecoder | CodeCode Available | 1 |
| Generalized Few-Shot Semantic Segmentation: All You Need is Fine-Tuning | Dec 21, 2021 | AllFew-Shot Semantic Segmentation | —Unverified | 0 |
| Meta-Learning via Learning with Distributed Memory | Dec 1, 2021 | Few-Shot Semantic SegmentationMeta-Learning | —Unverified | 0 |
| APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation | Nov 24, 2021 | Few-Shot Semantic SegmentationMetric Learning | —Unverified | 0 |
| Dual Prototypical Contrastive Learning for Few-shot Semantic Segmentation | Nov 9, 2021 | Contrastive LearningFew-Shot Semantic Segmentation | CodeCode Available | 0 |
| A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation | Nov 2, 2021 | Few-Shot Semantic SegmentationMeta-Learning | —Unverified | 0 |
| MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning | Oct 30, 2021 | Few-Shot LearningFew-Shot Semantic Segmentation | —Unverified | 0 |
| 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 |
| Few-shot Semantic Segmentation with Self-supervision from Pseudo-classes | Oct 22, 2021 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 0 |
| Dense Gaussian Processes for Few-Shot Segmentation | Oct 7, 2021 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| PFENet++: Boosting Few-shot Semantic Segmentation with the Noise-filtered Context-aware Prior Mask | Sep 28, 2021 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Weakly Supervised Few-Shot Segmentation Via Meta-Learning | Sep 3, 2021 | Few-Shot Semantic SegmentationMeta-Learning | —Unverified | 0 |
| PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning | Aug 26, 2021 | Few-Shot Semantic SegmentationImage Segmentation | —Unverified | 0 |
| Few-shot Segmentation with Optimal Transport Matching and Message Flow | Aug 19, 2021 | Few-Shot Semantic SegmentationMulti-Task Learning | —Unverified | 0 |
| A Self-Distillation Embedded Supervised Affinity Attention Model for Few-Shot Segmentation | Aug 14, 2021 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Learning to Segment Medical Images from Few-Shot Sparse Labels | Aug 12, 2021 | Few-Shot Semantic SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer | Aug 6, 2021 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Learning Meta-class Memory for Few-Shot Semantic Segmentation | Aug 6, 2021 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Boosting Few-shot Semantic Segmentation with Transformers | Aug 4, 2021 | Few-Shot Semantic SegmentationSegmentation | —Unverified | 0 |
| Scale-Aware Graph Neural Network for Few-Shot Semantic Segmentation | Jun 19, 2021 | Few-Shot Semantic SegmentationGraph Neural Network | CodeCode Available | 0 |
| Few-Shot Segmentation via Cycle-Consistent Transformer | Jun 4, 2021 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation | Jun 1, 2021 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Attentional Prototype Inference for Few-Shot Segmentation | May 14, 2021 | Bayesian InferenceFew-Shot Semantic Segmentation | CodeCode Available | 0 |
| SCNet: Enhancing Few-Shot Semantic Segmentation by Self-Contrastive Background Prototypes | Apr 19, 2021 | Few-Shot Semantic SegmentationMetric Learning | —Unverified | 0 |
| Adaptive Prototype Learning and Allocation for Few-Shot Segmentation | Apr 5, 2021 | ClusteringFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Hypercorrelation Squeeze for Few-Shot Segmentation | Apr 4, 2021 | Feature CorrelationFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Self-Guided and Cross-Guided Learning for Few-Shot Segmentation | Mar 30, 2021 | Few-Shot Semantic SegmentationImage Segmentation | CodeCode Available | 1 |
| Mining Latent Classes for Few-shot Segmentation | Mar 29, 2021 | Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| Harmonic Feature Activation for Few-Shot Semantic Segmentation | Feb 17, 2021 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Hypercorrelation Squeeze for Few-Shot Segmenation | Jan 1, 2021 | Feature CorrelationFew-Shot Semantic Segmentation | —Unverified | 0 |
| Few-Shot Semantic Segmentation With Cyclic Memory Network | Jan 1, 2021 | Few-Shot Semantic SegmentationSemantic Segmentation | —Unverified | 0 |
| Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? | Dec 11, 2020 | AllFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Prototype-based Incremental Few-Shot Semantic Segmentation | Nov 30, 2020 | Few-Shot Semantic SegmentationIncremental Learning | CodeCode Available | 1 |
| Generalized Few-shot Semantic Segmentation | Oct 11, 2020 | Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| SML: Semantic Meta-learning for Few-shot Semantic Segmentation | Sep 14, 2020 | Few-Shot Semantic SegmentationMeta-Learning | —Unverified | 0 |
| Prototype Mixture Models for Few-shot Semantic Segmentation | Aug 10, 2020 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Prior Guided Feature Enrichment Network for Few-Shot Segmentation | Aug 4, 2020 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Few-Shot Semantic Segmentation with Democratic Attention Networks | Aug 1, 2020 | Few-Shot Semantic SegmentationGraph Attention | —Unverified | 0 |
| Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation | Jul 20, 2020 | Cardiac SegmentationFew-Shot Semantic Segmentation | CodeCode Available | 1 |
