| One-shot Weakly-Supervised Segmentation in Medical Images | Nov 21, 2021 | DenoisingImage Segmentation | CodeCode Available | 1 | 5 |
| Deep ContourFlow: Advancing Active Contours with Deep Learning | Jul 15, 2024 | Deep LearningImage Segmentation | CodeCode Available | 1 | 5 |
| BriNet: Towards Bridging the Intra-class and Inter-class Gaps in One-Shot Segmentation | Aug 14, 2020 | One-Shot Segmentation | CodeCode Available | 1 | 5 |
| Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis | Jun 9, 2022 | One-Shot SegmentationRepresentation Learning | CodeCode Available | 1 | 5 |
| End-to-end One-shot Human Parsing | May 4, 2021 | Human ParsingMetric Learning | CodeCode Available | 1 | 5 |
| Non-Adversarial Learning: Vector-Quantized Common Latent Space for Multi-Sequence MRI | Jul 3, 2024 | BraTS2021Contrastive Learning | CodeCode Available | 1 | 5 |
| DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency | Apr 16, 2025 | Few-Shot LearningInteractive Segmentation | CodeCode Available | 1 | 5 |
| Progressive One-shot Human Parsing | Dec 22, 2020 | Human ParsingMetric Learning | CodeCode Available | 1 | 5 |
| Image Segmentation Using Text and Image Prompts | Dec 18, 2021 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| One-Shot Learning for Semantic Segmentation | Sep 11, 2017 | General Classificationimage-classification | CodeCode Available | 1 | 5 |
| One-Shot Synthesis of Images and Segmentation Masks | Sep 15, 2022 | Data AugmentationImage Generation | CodeCode Available | 1 | 5 |
| SEGIC: Unleashing the Emergent Correspondence for In-Context Segmentation | Nov 24, 2023 | Meta-LearningOne-Shot Segmentation | CodeCode Available | 1 | 5 |
| One-Shot Transfer of Affordance Regions? AffCorrs! | Sep 15, 2022 | ObjectOne-Shot Instance Segmentation | CodeCode Available | 1 | 5 |
| One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual Prompt | Apr 17, 2023 | Image SegmentationOne-Shot Segmentation | CodeCode Available | 0 | 5 |
| One-Shot Segmentation in Clutter | Mar 26, 2018 | Foreground Segmentationobject-detection | CodeCode Available | 0 | 5 |
| One-Shot Segmentation of Novel White Matter Tracts via Extensive Data Augmentation | Mar 13, 2023 | Data AugmentationOne-Shot Segmentation | CodeCode Available | 0 | 5 |
| Contour Transformer Network for One-shot Segmentation of Anatomical Structures | Dec 2, 2020 | AnatomyMedical Image Analysis | CodeCode Available | 0 | 5 |
| Robust One-shot Segmentation of Brain Tissues via Image-aligned Style Transformation | Nov 26, 2022 | One-Shot SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images | Mar 10, 2023 | Data AugmentationImage Generation | CodeCode Available | 0 | 5 |
| AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image Segmentation | Sep 2, 2023 | AnatomyData Augmentation | CodeCode Available | 0 | 5 |
| One Shot is Enough for Sequential Infrared Small Target Segmentation | Aug 9, 2024 | One-Shot SegmentationSegmentation | CodeCode Available | 0 | 5 |
| StyleSeg V2: Towards Robust One-shot Segmentation of Brain Tissue via Optimization-free Registration Error Perception | May 6, 2024 | One-Shot Segmentation | —Unverified | 0 | 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 | 0 |
| Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images | Aug 12, 2024 | Few-Shot LearningImage Segmentation | —Unverified | 0 | 0 |
| CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM | Jul 9, 2024 | One-Shot SegmentationScene Segmentation | —Unverified | 0 | 0 |
