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

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Showing 2301–2350 of 5035 papers

TitleStatusHype
ResEnsemble-DDPM: Residual Denoising Diffusion Probabilistic Models for Ensemble Learning—0
Instance-guided Cartoon Editing with a Large-scale Dataset—0
Breast Cancer Detection Using Deep Learning Technique Based On Ultrasound Image—0
SRSNetwork: Siamese Reconstruction-Segmentation Networks based on Dynamic-Parameter ConvolutionCode0
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers and BERTCode0
A Recent Survey of Vision Transformers for Medical Image Segmentation—0
Towards Generalizable Referring Image Segmentation via Target Prompt and Visual Coherence—0
Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals—0
VREM-FL: Mobility-Aware Computation-Scheduling Co-Design for Vehicular Federated LearningCode0
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future TrendsCode0
CLiSA: A Hierarchical Hybrid Transformer Model using Orthogonal Cross Attention for Satellite Image Cloud Segmentation—0
Synchronizing Vision and Language: Bidirectional Token-Masking AutoEncoder for Referring Image Segmentation—0
Improving Feature Stability during Upsampling -- Spectral Artifacts and the Importance of Spatial Context—0
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological ImagesCode0
Clean Label Disentangling for Medical Image Segmentation with Noisy LabelsCode0
Parameter Efficient Fine-tuning via Cross Block Orchestration for Segment Anything Model—0
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric dataCode0
Image segmentation with traveling waves in an exactly solvable recurrent neural network—0
Where to Begin? From Random to Foundation Model Instructed Initialization in Federated Learning for Medical Image Segmentation—0
RISAM: Referring Image Segmentation via Mutual-Aware Attention Features—0
Can SAM recognize crops? Quantifying the zero-shot performance of a semantic segmentation foundation model on generating crop-type maps using satellite imagery for precision agriculture—0
Bayesian Neural Networks for 2D MRI Segmentation—0
LACFormer: Toward accurate and efficient polyp segmentationCode0
Hybrid Whale-Mud-Ring Optimization for Precise Color Skin Cancer Image Segmentation—0
Semi-supervised Medical Image Segmentation via Query Distribution ConsistencyCode0
Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language ModelsCode0
GMISeg: General Medical Image Segmentation without Re-Training—0
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive LearningCode0
Few-shot Multispectral Segmentation with Representations Generated by Reinforcement LearningCode0
Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation—0
Self-Supervised Versus Supervised Training for Segmentation of Organoid Images—0
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation—0
UniMOS: A Universal Framework For Multi-Organ Segmentation Over Label-Constrained DatasetsCode0
Enhancing the Reliability of Segment Anything Model for Auto-Prompting Medical Image Segmentation with Uncertainty Rectification—0
Zero-Shot Digital Rock Image Segmentation with a Fine-Tuned Segment Anything Model—0
MSE-Nets: Multi-annotated Semi-supervised Ensemble Networks for Improving Segmentation of Medical Image with Ambiguous Boundaries—0
WATUNet: A Deep Neural Network for Segmentation of Volumetric Sweep Imaging Ultrasound—0
End-to-end autoencoding architecture for the simultaneous generation of medical images and corresponding segmentation masks—0
Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image SegmentationCode0
Shifting to Machine Supervision: Annotation-Efficient Semi and Self-Supervised Learning for Automatic Medical Image Segmentation and ClassificationCode0
Automatic measurement of coverage area of water-based pesticides-surfactant formulation on plant leaves using deep learning tools—0
Nondestructive, quantitative viability analysis of 3D tissue cultures using machine learning image segmentation—0
Two-stage Joint Transductive and Inductive learning for Nuclei Segmentation—0
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)Code0
Level Set KSVD—0
USLR: an open-source tool for unbiased and smooth longitudinal registration of brain MRCode0
Pruning random resistive memory for optimizing analogue AI—0
Robust semi-supervised segmentation with timestep ensembling diffusion models—0
PICS in Pics: Physics Informed Contour Selection for Rapid Image Segmentation—0
Assessing Test-time Variability for Interactive 3D Medical Image Segmentation with Diverse Point PromptsCode0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

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