| SEGIC: Unleashing the Emergent Correspondence for In-Context Segmentation | Nov 24, 2023 | Meta-LearningOne-Shot Segmentation | CodeCode Available | 1 |
| Deep ContourFlow: Advancing Active Contours with Deep Learning | Jul 15, 2024 | Deep LearningImage Segmentation | CodeCode Available | 1 |
| BriNet: Towards Bridging the Intra-class and Inter-class Gaps in One-Shot Segmentation | Aug 14, 2020 | One-Shot Segmentation | CodeCode Available | 1 |
| Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis | Jun 9, 2022 | One-Shot SegmentationRepresentation Learning | CodeCode Available | 1 |
| End-to-end One-shot Human Parsing | May 4, 2021 | Human ParsingMetric Learning | CodeCode Available | 1 |
| Non-Adversarial Learning: Vector-Quantized Common Latent Space for Multi-Sequence MRI | Jul 3, 2024 | BraTS2021Contrastive Learning | CodeCode Available | 1 |
| DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency | Apr 16, 2025 | Few-Shot LearningInteractive Segmentation | CodeCode Available | 1 |
| Image Segmentation Using Text and Image Prompts | Dec 18, 2021 | DecoderImage Segmentation | CodeCode Available | 1 |
| Progressive One-shot Human Parsing | Dec 22, 2020 | Human ParsingMetric Learning | CodeCode Available | 1 |
| One-Shot Learning for Semantic Segmentation | Sep 11, 2017 | General Classificationimage-classification | CodeCode Available | 1 |
| One-shot Weakly-Supervised Segmentation in Medical Images | Nov 21, 2021 | DenoisingImage Segmentation | CodeCode Available | 1 |
| One-Shot Transfer of Affordance Regions? AffCorrs! | Sep 15, 2022 | ObjectOne-Shot Instance Segmentation | CodeCode Available | 1 |
| One-Shot Synthesis of Images and Segmentation Masks | Sep 15, 2022 | Data AugmentationImage Generation | CodeCode Available | 1 |
| StyleSeg V2: Towards Robust One-shot Segmentation of Brain Tissue via Optimization-free Registration Error Perception | May 6, 2024 | One-Shot Segmentation | —Unverified | 0 |
| CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF | Mar 26, 2018 | ObjectOne-Shot Segmentation | —Unverified | 0 |
| Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images | Aug 12, 2024 | Few-Shot LearningImage Segmentation | —Unverified | 0 |
| CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM | Jul 9, 2024 | One-Shot SegmentationScene Segmentation | —Unverified | 0 |
| Data Adaptive Few-shot Multi Label Segmentation with Foundation Model | Oct 13, 2024 | Image SegmentationOne-Shot Segmentation | —Unverified | 0 |
| DeepATLAS: One-Shot Localization for Biomedical Data | Feb 14, 2024 | One-Shot Segmentation | —Unverified | 0 |
| Dense Self-Supervised Learning for Medical Image Segmentation | Jul 29, 2024 | DecoderImage Segmentation | —Unverified | 0 |
| Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation | Mar 30, 2025 | Federated LearningImage Segmentation | —Unverified | 0 |
| Generalized Organ Segmentation by Imitating One-shot Reasoning using Anatomical Correlation | Mar 30, 2021 | Medical Image AnalysisOne-Shot Segmentation | —Unverified | 0 |
| Group-On: Boosting One-Shot Segmentation with Supportive Query | Apr 18, 2024 | One-Shot SegmentationSegmentation | —Unverified | 0 |
| How to learn from unlabeled volume data: Self-Supervised 3D Context Feature Learning | May 23, 2019 | One-Shot SegmentationSelf-Supervised Learning | —Unverified | 0 |
| LT-Net: Label Transfer by Learning Reversible Voxel-wise Correspondence for One-shot Medical Image Segmentation | Mar 16, 2020 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
