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 2401–2450 of 5035 papers

TitleStatusHype
Fast Barcode Retrieval for Consensus Contouring—0
Fast and Exact: ADMM-Based Discriminative Shape Segmentation with Loopy Part Models—0
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method—0
Application of the Ring Theory in the Segmentation of Digital Images—0
Fashioning with Networks: Neural Style Transfer to Design Clothes—0
FAN-Unet: Enhancing Unet with vision Fourier Analysis Block for Biomedical Image Segmentation—0
Classroom Slide Narration System—0
Application of Superpixels to Segment Several Landmarks in Running Rodents—0
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation—0
A Comprehensive Review of Image Analysis Methods for Microorganism Counting: From Classical Image Processing to Deep Learning Approaches—0
3D Randomized Connection Network with Graph-based Label Inference—0
3D Quantum Cuts for Automatic Segmentation of Porous Media in Tomography Images—0
Distribution-Aware Replay for Continual MRI Segmentation—0
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks—0
Fair Federated Medical Image Segmentation via Client Contribution Estimation—0
Class Balanced PixelNet for Neurological Image Segmentation—0
Application of Graph Based Features in Computer Aided Diagnosis for Histopathological Image Classification of Gastric Cancer—0
Class-Aware Adversarial Transformers for Medical Image Segmentation—0
Factorized Diffusion Architectures for Unsupervised Image Generation and Segmentation—0
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation—0
Application of deep learning to camera trap data for ecologists in planning / engineering -- Can captivity imagery train a model which generalises to the wild?—0
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding—0
Face Mask Extraction in Video Sequence—0
Face Identification with Second-Order Pooling—0
Facade Segmentation in the Wild—0
Application of DatasetGAN in medical imaging: preliminary studies—0
ExtremeMETA: High-speed Lightweight Image Segmentation Model by Remodeling Multi-channel Metamaterial Imagers—0
Extreme Augmentation : Can deep learning based medical image segmentation be trained using a single manually delineated scan?—0
CIDI-Lung-Seg: A Single-Click Annotation Tool for Automatic Delineation of Lungs from CT Scans—0
Application of belief functions to medical image segmentation: A review—0
A Compositional Approach to Occlusion in Panoptic Segmentation—0
Extracting the Subhalo Mass Function from Strong Lens Images with Image Segmentation—0
Extracting Semantic Knowledge from GANs with Unsupervised Learning—0
Chest X-Ray Pneumothorax Segmentation with the Multistep Post-Processing—0
Extensions of Karger's Algorithm: Why They Fail in Theory and How They Are Useful in Practice—0
ChebMixer: Efficient Graph Representation Learning with MLP Mixer—0
Appearance Matching Adapter for Exemplar-based Semantic Image Synthesis—0
Exploring the Effects of Data Augmentation for Drivable Area Segmentation—0
Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation—0
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars—0
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net—0
Exploring SAM Ablations for Enhancing Medical Segmentation in Radiology and Pathology—0
Exploring PCA-based feature representations of image pixels via CNN to enhance food image segmentation—0
Chan-Vese Reformulation for Selective Image Segmentation—0
Exploring Modality Guidance to Enhance VFM-based Feature Fusion for UDA in 3D Semantic Segmentation—0
Chan-Vese Attention U-Net: An attention mechanism for robust segmentation—0
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation—0
Exploring Intrinsic Properties of Medical Images for Self-Supervised Binary Semantic Segmentation—0
Exploring Fungal Morphology Simulation and Dynamic Light Containment from a Graphics Generation Perspective—0
Exploring Fully Convolutional Networks for the Segmentation of Hyperspectral Imaging Applied to Advanced Driver Assistance Systems—0
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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