SOTAVerified

One-Shot Segmentation

( Image credit: One-Shot Learning for Semantic Segmentation )

Papers

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Showing 1–35 of 35 papers

TitleStatusHype
DC-SAM: In-Context Segment Anything in Images and Videos via Dual ConsistencyCode1
Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation—0
Data Adaptive Few-shot Multi Label Segmentation with Foundation Model—0
Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images—0
One Shot is Enough for Sequential Infrared Small Target SegmentationCode0
Dense Self-Supervised Learning for Medical Image Segmentation—0
Deep ContourFlow: Advancing Active Contours with Deep LearningCode1
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM—0
Non-Adversarial Learning: Vector-Quantized Common Latent Space for Multi-Sequence MRICode1
NubbleDrop: A Simple Way to Improve Matching Strategy for Prompted One-Shot Segmentation—0
StyleSeg V2: Towards Robust One-shot Segmentation of Brain Tissue via Optimization-free Registration Error Perception—0
Group-On: Boosting One-Shot Segmentation with Supportive Query—0
DeepATLAS: One-Shot Localization for Biomedical Data—0
Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning—0
SEGIC: Unleashing the Emergent Correspondence for In-Context SegmentationCode1
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image SegmentationCode0
One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual PromptCode0
One-Shot Segmentation of Novel White Matter Tracts via Extensive Data AugmentationCode0
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN ImagesCode0
Robust One-shot Segmentation of Brain Tissues via Image-aligned Style TransformationCode0
One-Shot Synthesis of Images and Segmentation MasksCode1
One-Shot Transfer of Affordance Regions? AffCorrs!Code1
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage AnalysisCode1
Image Segmentation Using Text and Image PromptsCode1
One-shot Weakly-Supervised Segmentation in Medical ImagesCode1
End-to-end One-shot Human ParsingCode1
Generalized Organ Segmentation by Imitating One-shot Reasoning using Anatomical Correlation—0
Progressive One-shot Human ParsingCode1
Contour Transformer Network for One-shot Segmentation of Anatomical StructuresCode0
BriNet: Towards Bridging the Intra-class and Inter-class Gaps in One-Shot SegmentationCode1
LT-Net: Label Transfer by Learning Reversible Voxel-wise Correspondence for One-shot Medical Image Segmentation—0
How to learn from unlabeled volume data: Self-Supervised 3D Context Feature Learning—0
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF—0
One-Shot Segmentation in ClutterCode0
One-Shot Learning for Semantic SegmentationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MaskNetIoU [32 distractors]65.6—Unverified
2Siamese-U-NetIoU [32 distractors]62.4—Unverified