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 49515000 of 5035 papers

TitleStatusHype
Entropy Based Cartoon Texture Separation0
Unsupervised Text Extraction from G-Maps0
Texture Based Image Segmentation of Chili Pepper X-Ray Images Using Gabor Filter0
Bayesian image segmentations by Potts prior and loopy belief propagation0
MBIS: Multivariate Bayesian Image Segmentation ToolCode0
Closed-Form Training of Conditional Random Fields for Large Scale Image Segmentation0
A Tiered Move-making Algorithm for General Non-submodular Pairwise Energies0
Brain Tumor Detection Based On Mathematical Analysis and Symmetry Information0
Spectral Clustering with Jensen-type kernels and their multi-point extensions0
Evaluation of Image Segmentation and Filtering With ANN in the Papaya Leaf0
Parallel WiSARD object tracker: a ram-based tracking system0
Particle methods enable fast and simple approximation of Sobolev gradients in image segmentation0
Automatic Estimation of Live Coffee Leaf Infection based on Image Processing Techniques0
Application of the Ring Theory in the Segmentation of Digital Images0
An Estimation Method of Measuring Image Quality for Compressed Images of Human Face0
Scene Labeling with Contextual Hierarchical Models0
Hierarchical pixel clustering for image segmentation0
Study of Efficient Technique Based On 2D Tsallis Entropy For Image Thresholding0
A parameterless scale-space approach to find meaningful modes in histograms - Application to image and spectrum segmentation0
Co-Sparse Textural Similarity for Image Segmentation0
Clustering using Vector Membership: An Extension of the Fuzzy C-Means Algorithm0
Template-Based Active Contours0
Q-learning optimization in a multi-agents system for image segmentation0
Reflection methods for user-friendly submodular optimization0
Efficient Information Theoretic Clustering on Discrete Lattices0
Fast image segmentation and restoration using parametric curve evolution with junctions and topology changes0
Multi-dimensional Parametric Mincuts for Constrained MAP Inference0
Efficient Energy Minimization for Enforcing Statistics0
Mammogram Edge Detection Using Hybrid Soft Computing Methods0
Accuracy of MAP segmentation with hidden Potts and Markov mesh prior models via Path Constrained Viterbi Training, Iterated Conditional Modes and Graph Cut based algorithms0
Multilevel Threshold Based Gray Scale Image Segmentation using Cuckoo Search0
Active Contour Models for Manifold Valued Image Segmentation0
Live-wire 3D medical images segmentation0
Stopping Criterion for the Mean Shift Iterative Algorithm0
Image segmentation by optimal and hierarchical piecewise constant approximations0
GeoF: Geodesic Forests for Learning Coupled Predictors0
Jointly Aligning and Segmenting Multiple Web Photo Streams for the Inference of Collective Photo Storylines0
Weakly-Supervised Dual Clustering for Image Semantic Segmentation0
Image Segmentation by Cascaded Region Agglomeration0
Analyzing Semantic Segmentation Using Hybrid Human-Machine CRFs0
Measures and Meta-Measures for the Supervised Evaluation of Image Segmentation0
Graph-Based Optimization with Tubularity Markov Tree for 3D Vessel Segmentation0
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Spatial Priors0
Joint 3D Scene Reconstruction and Class Segmentation0
Nonlinearly Constrained MRFs: Exploring the Intrinsic Dimensions of Higher-Order Cliques0
Probabilistic Graphlet Cut: Exploiting Spatial Structure Cue for Weakly Supervised Image Segmentation0
A Principled Deep Random Field Model for Image Segmentation0
Discriminative Re-ranking of Diverse Segmentations0
Learning for Structured Prediction Using Approximate Subgradient Descent with Working Sets0
Active Contours with Group Similarity0
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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