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 38513900 of 5035 papers

TitleStatusHype
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image SegmentationCode1
Unsupervised Community Detection with a Potts Model Hamiltonian, an Efficient Algorithmic Solution, and Applications in Digital Pathology0
Stan: Small tumor-aware network for breast ultrasound image segmentationCode1
Efficient 2D neuron boundary segmentation with local topological constraints0
Universal Semantic Segmentation for Fisheye Urban Driving ImagesCode1
Inter-slice image augmentation based on frame interpolation for boosting medical image segmentation accuracy0
Dual Convolutional LSTM Network for Referring Image Segmentation0
OPFython: A Python-Inspired Optimum-Path Forest ClassifierCode1
Deep Learning in Multi-organ Segmentation0
Discrete Signal Processing with Set Functions0
Medical Image Segmentation via Unsupervised Convolutional Neural NetworkCode1
Chest X-Ray Pneumothorax Segmentation with the Multistep Post-Processing0
Mutual information deep regularization for semi-supervised segmentation0
The Performance of Deep U-Net Pre-Clinical Organ-wise Segmentation in the Presence of Low Counting Statistics.0
Uncertainty-Aware Training of Neural Networks for Selective Medical Image Segmentation0
A deep learning approach to segmentation of the developing cortex in fetal brain MRI with minimal manual labelingCode0
Siamese Content Loss Networks for Highly Imbalanced Medical Image Segmentation0
Domain Adaptive Medical Image Segmentation via Adversarial Learning of Disease-Specific Spatial Patterns0
Robust Submodular Minimization with Applications to Cooperative Modeling0
RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion SegmentationCode1
Observer variation-aware medical image segmentation by combining deep learning and surrogate-assisted genetic algorithms0
Breast lesion segmentation in ultrasound images with limited annotated data0
SAUNet: Shape Attentive U-Net for Interpretable Medical Image SegmentationCode1
An Accurate Texture Complexity Estimation for Quality-Enhanced and Secure Image Steganography0
Image Segmentation Using Deep Learning: A SurveyCode1
Machine Learning Pipeline for Segmentation and Defect Identification from High Resolution Transmission Electron Microscopy Data0
Hierarchical Modeling of Multidimensional Data in Regularly Decomposed Spaces: Synthesis and Perspective0
Evolution of Image Segmentation using Deep Convolutional Neural Network: A Survey0
Robust Brain Magnetic Resonance Image Segmentation for Hydrocephalus Patients: Hard and Soft Attention0
A context based deep learning approach for unbalanced medical image segmentationCode1
Automated Pavement Crack Segmentation Using U-Net-based Convolutional Neural Network0
Unpaired Multi-modal Segmentation via Knowledge DistillationCode1
Self-Learning AI Framework for Skin Lesion Image Segmentation and Classification0
A Generalized Deep Learning Framework for Whole-Slide Image Segmentation and AnalysisCode1
Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature AbstractionCode1
Stagnant zone segmentation with U-net0
Transfer Learning for Brain Tumor Segmentation0
DMCNN: A Deep Multiscale Convolutional Neural Network Model for Medical Image Segmentation0
Efficient Video Semantic Segmentation with Labels Propagation and Refinement0
Neural ODEs for Image Segmentation with Level Sets0
Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling0
Detecting Deepfake-Forged Contents with Separable Convolutional Neural Network and Image Segmentation0
Automated Segmentation of Optical Coherence Tomography Angiography Images: Benchmark Data and Clinically Relevant MetricsCode1
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation0
Transfer Learning with Edge Attention for Prostate MRI Segmentation0
Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image SegmentationCode0
A Region-based Randers Geodesic Approach for Image Segmentation0
Evaluation of Multi-Slice Inputs to Convolutional Neural Networks for Medical Image Segmentation0
Multi-focus Image Fusion Based on Similarity Characteristics0
PointRend: Image Segmentation as RenderingCode1
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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