SOTAVerified

Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Showing 801850 of 5035 papers

TitleStatusHype
C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image SegmentationCode1
Evaluation Study on SAM 2 for Class-agnostic Instance-level SegmentationCode1
Continual Hippocampus Segmentation with TransformersCode1
CAD: Memory Efficient Convolutional Adapter for Segment AnythingCode1
Open-vocabulary Semantic Segmentation with Frozen Vision-Language ModelsCode1
Interactive Object Segmentation in 3D Point CloudsCode1
Annotator Consensus Prediction for Medical Image Segmentation with Diffusion ModelsCode1
Overfitting of neural nets under class imbalance: Analysis and improvements for segmentationCode1
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion SegmentationCode1
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image SegmentationCode1
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With SupervoxelsCode1
Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated UncertaintyCode1
Evidence fusion with contextual discounting for multi-modality medical image segmentationCode1
EViT-Unet: U-Net Like Efficient Vision Transformer for Medical Image Segmentation on Mobile and Edge DevicesCode1
Input Augmentation with SAM: Boosting Medical Image Segmentation with Segmentation Foundation ModelCode1
Exploring Fine-Grained Image-Text Alignment for Referring Remote Sensing Image SegmentationCode1
Part-aware Panoptic SegmentationCode1
Partial supervision for the FeTA challenge 2021Code1
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image SegmentationCode1
Extraction of volumetric indices from echocardiography: which deep learning solution for clinical use?Code1
Exploring Smoothness and Class-Separation for Semi-supervised Medical Image SegmentationCode1
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language ModelsCode1
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image SegmentationCode1
Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image SegmentationCode1
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and ClassificationCode1
Capturing Omni-Range Context for Omnidirectional SegmentationCode1
False Negative/Positive Control for SAM on Noisy Medical ImagesCode1
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label PairsCode1
Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image SegmentationCode1
Inherent Consistent Learning for Accurate Semi-supervised Medical Image SegmentationCode1
InstantDL-An easy-to-use deep learning pipeline for image segmentation and classificationCode1
Improving Semantic Image Segmentation via Label Fusion in Semantically Textured MeshesCode1
1M parameters are enough? A lightweight CNN-based model for medical image segmentationCode1
CARIS: Context-Augmented Referring Image SegmentationCode1
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation NoiseCode1
PHiSeg: Capturing Uncertainty in Medical Image SegmentationCode1
Feature Alignment and Uniformity for Test Time AdaptationCode1
PhraseCut: Language-based Image Segmentation in the WildCode1
Improving Sketch Colorization using Adversarial Segmentation ConsistencyCode1
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency SpaceCode1
Continual Learning for Image Segmentation with Dynamic QueryCode1
Federated nnU-Net for Privacy-Preserving Medical Image SegmentationCode1
PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image SegmentationCode1
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised AdaptationCode1
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image SegmentationCode1
Instructive Feature Enhancement for Dichotomous Medical Image SegmentationCode1
Interactive Segmentation and Visualization for Tiny Objects in Multi-megapixel ImagesCode1
Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical TransformerCode1
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal InterventionCode1
Learning Hierarchical Image Segmentation For Recognition and By RecognitionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92Unverified
2HetNetIoU0.83Unverified
3PMDIoU0.82Unverified
4SANetIoU0.8Unverified
5MirrorNetIoU0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73Unverified
2HetNetIoU0.69Unverified
3SANetIoU0.67Unverified
4PMDIoU0.66Unverified
5MirrorNetIoU0.59Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8Unverified
2MAS-SAMmIoU0.79Unverified
3MASNetmIoU0.74Unverified
4ZoomNetmIoU0.74Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8Unverified
2PPSmIoUPartS58.6Unverified
3HIPIE (ResNet-50)mIoUPartS57.2Unverified
4JPPFmIoUPartS54.4Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74Unverified
2SAM2-UNetmIoU0.74Unverified
3MASNetmIoU0.73Unverified
4ZoomNetmIoU0.73Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6Unverified
2OneNete,4-SmAP0.552.75Unverified
3OneNeted,4mIoU14.9Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98Unverified
2PALEDDice0.98Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67Unverified
2UNetIoU0.57Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97Unverified