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 4501–4550 of 5035 papers

TitleStatusHype
A fully automated framework for lung tumour detection, segmentation and analysis—0
Robust path-based spectral clustering—0
Automated image segmentation for detecting cell spreading for metastasizing assessments of cancer development—0
Interactive Video Object Segmentation in the Wild—0
Integrating semi-supervised label propagation and random forests for multi-atlas based hippocampus segmentation—0
Boundary-sensitive Network for Portrait Segmentation—0
Track, then Decide: Category-Agnostic Vision-based Multi-Object Tracking—0
Image Segmentation to Distinguish Between Overlapping Human Chromosomes—0
Partial Labeled Gastric Tumor Segmentation via patch-based Reiterative Learning—0
MFNet: Towards real-time semantic segmentation for autonomous vehicles with multi-spectral scenes—0
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentationCode0
Image Inpainting for High-Resolution Textures using CNN Texture Synthesis—0
IEOPF: An Active Contour Model for Image Segmentation with Inhomogeneities Estimated by Orthogonal Primary Functions—0
A semi-supervised fuzzy GrowCut algorithm to segment and classify regions of interest of mammographic images—0
Mix-and-Match Tuning for Self-Supervised Semantic Segmentation—0
Splenomegaly Segmentation using Global Convolutional Kernels and Conditional Generative Adversarial NetworksCode0
A 3D Coarse-to-Fine Framework for Volumetric Medical Image Segmentation—0
Real-time Semantic Image Segmentation via Spatial Sparsity—0
Automatic Spine Segmentation using Convolutional Neural Network via Redundant Generation of Class Labels for 3D Spine Modeling—0
Multi-stream 3D FCN with Multi-scale Deep Supervision for Multi-modality Isointense Infant Brain MR Image Segmentation—0
Recurrent Segmentation for Variable Computational Budgets—0
Automatic Color Image Segmentation Using a Square Elemental Region-Based Seeded Region Growing and Merging Method—0
Cost-Effective Active Learning for Melanoma SegmentationCode0
Efficient and Invariant Convolutional Neural Networks for Dense Prediction—0
Robust Seed Mask Generation for Interactive Image Segmentation—0
DLTK: State of the Art Reference Implementations for Deep Learning on Medical ImagesCode0
Fast Recurrent Fully Convolutional Networks for Direct Perception in Autonomous Driving—0
Language-Based Image Editing with Recurrent Attentive ModelsCode0
Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation—0
3D Randomized Connection Network with Graph-based Label Inference—0
Curve-Structure Segmentation from Depth Maps: A CNN-based Approach and Its Application to Exploring Cultural Heritage Objects—0
Image Segmentation of Multi-Shaped Overlapping Objects—0
Region growing using superpixels with learned shape prior.Code0
Supervised and unsupervised segmentation using superpixels, model estimation, and Graph Cut.Code0
Ω-Net (Omega-Net): Fully Automatic, Multi-View Cardiac MR Detection, Orientation, and Segmentation with Deep Neural Networks—0
Medical Image Segmentation Based on Multi-Modal Convolutional Neural Network: Study on Image Fusion Schemes—0
Segmentation-by-Detection: A Cascade Network for Volumetric Medical Image Segmentation—0
A Connection between Feed-Forward Neural Networks and Probabilistic Graphical Models—0
Improved Workflow for Unsupervised Multiphase Image Segmentation—0
SEGMENT3D: A Web-based Application for Collaborative Segmentation of 3D images used in the Shoot Apical Meristem—0
Image Segmentation and Classification for Sickle Cell Disease using Deformable U-Net—0
Historical Document Image Segmentation with LDA-Initialized Deep Neural NetworksCode0
Function Norms and Regularization in Deep Networks—0
A Finite Element Computational Framework for Active Contours on Graphs—0
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning—0
Texture Fuzzy Segmentation using Skew Divergence Adaptive Affinity Functions—0
FPGA based Parallelized Architecture of Efficient Graph based Image Segmentation Algorithm—0
Learning Affinity via Spatial Propagation Networks—0
Learning Affinity via Spatial Propagation Network—0
The Mapillary Vistas Dataset for Semantic Understanding of Street Scenes—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