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 37013750 of 5035 papers

TitleStatusHype
HookNet: multi-resolution convolutional neural networks for semantic segmentation in histopathology whole-slide imagesCode1
Fully Automated 3D Segmentation of MR-Imaged Calf Muscle Compartments: Neighborhood Relationship Enhanced Fully Convolutional Network0
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual RecognitionCode1
G-image Segmentation: Similarity-preserving Fuzzy C-Means with Spatial Information Constraint in Wavelet Space0
Cross-denoising Network against Corrupted Labels in Medical Image Segmentation with Domain Shift0
Video Semantic Segmentation with Distortion-Aware Feature CorrectionCode1
Task-agnostic Out-of-Distribution Detection Using Kernel Density EstimationCode0
Contrastive learning of global and local features for medical image segmentation with limited annotationsCode1
Cardiac Segmentation with Strong Anatomical GuaranteesCode1
A Generalized Asymmetric Dual-front Model for Active Contours and Image Segmentation0
Spectral Image Segmentation with Global Appearance Modeling0
Stochastic Segmentation Networks: Modelling Spatially Correlated Aleatoric UncertaintyCode1
Deep Learning-based Aerial Image Segmentation with Open Data for Disaster Impact Assessment0
Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation0
A Deep Learning-Based Method for Automatic Segmentation of Proximal Femur from Quantitative Computed Tomography Images0
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image SegmentationCode1
KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete RepresentationsCode1
Learning pose variations within shape population by constrained mixtures of factor analyzers0
MSDU-net: A Multi-Scale Dilated U-net for Blur Detection0
Dilated Convolutions with Lateral Inhibitions for Semantic Image SegmentationCode0
Bayesian optimization for modular black-box systems with switching costs0
Uncertainty quantification in medical image segmentation with normalizing flowsCode1
Severability of mesoscale components and local time scales in dynamical networksCode0
TESA: Tensor Element Self-Attention via Matricization0
Progressive Mirror Detection0
Interactive Image Segmentation With First Click AttentionCode0
Bi-Directional Relationship Inferring Network for Referring Image Segmentation0
Structure Boundary Preserving Segmentation for Medical Image With Ambiguous Boundary0
A comparative study of 2D image segmentation algorithms for traumatic brain lesions using CT data from the ProTECTIII multicenter clinical trialCode1
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images SegmentationCode1
Critical Assessment of Transfer Learning for Medical Image Segmentation with Fully Convolutional Neural Networks0
Super-BPD: Super Boundary-to-Pixel Direction for Fast Image SegmentationCode1
A Unified Hardware Architecture for Convolutions and Deconvolutions in CNN0
Enhancing Foreground Boundaries for Medical Image Segmentation0
WaveSNet: Wavelet Integrated Deep Networks for Image Segmentation0
Traditional Method Inspired Deep Neural Network for Edge DetectionCode1
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image SegmentationCode1
Segmentation Loss OdysseyCode2
Learning to segment from misaligned and partial labels0
Multi-task deep learning for image segmentation using recursive approximation tasks0
The efficiency of deep learning algorithms for detecting anatomical reference points on radiological images of the head profile0
Gleason Grading of Histology Prostate Images through Semantic Segmentation via Residual U-NetCode0
Deep Learning-Based Automated Image Segmentation for Concrete Petrographic Analysis0
Lung Segmentation from Chest X-rays using Variational Data ImputationCode1
Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation0
Deep learning approaches for neural decoding: from CNNs to LSTMs and spikes to fMRI0
hidden markov random fields and cuckoo search method for medical image segmentation0
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural NetworksCode0
A New Validity Index for Fuzzy-Possibilistic C-Means Clustering0
Tropical and Extratropical Cyclone Detection Using Deep Learning0
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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