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 3101–3150 of 5035 papers

TitleStatusHype
A Hybrid Spatial-temporal Deep Learning Architecture for Lane Detection—0
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review—0
Teaching AI the Anatomy Behind the Scan: Addressing Anatomical Flaws in Medical Image Segmentation with Learnable Prior—0
Interior Object Detection and Color Harmonization—0
AI-Driven MRI-based Brain Tumour Segmentation Benchmarking—0
AI in the Loop -- Functionalizing Fold Performance Disagreement to Monitor Automated Medical Image Segmentation Pipelines—0
AIMS: All-Inclusive Multi-Level Segmentation—0
AinnoSeg: Panoramic Segmentation with High Perfomance—0
Airway Tree Modeling Using Dual-channel 3D UNet 3+ with Vesselness Prior—0
A Knowledge Distillation framework for Multi-Organ Segmentation of Medaka Fish in Tomographic Image—0
A Labeled Array Distance Metric for Measuring Image Segmentation Quality—0
A Label-Free High-Precision Residual Moveout Picking Method for Travel Time Tomography based on Deep Learning—0
A Large-scale Interpretable Multi-modality Benchmark for Facial Image Forgery Localization—0
A Latent Source Model for Patch-Based Image Segmentation—0
Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks—0
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation—0
All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation—0
All-in-SAM: from Weak Annotation to Pixel-wise Nuclei Segmentation with Prompt-based Finetuning—0
A Local Active Contour Model for Image Segmentation with Intensity Inhomogeneity—0
A Locally Adapting Technique for Boundary Detection using Image Segmentation—0
A locally statistical active contour model for SAR image segmentation can be solved by denoising algorithms—0
A Markov Random Field and Active Contour Image Segmentation Model for Animal Spots Patterns—0
A Mathematical Explanation of UNet—0
AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging—0
A method for supervoxel-wise association studies of age and other non-imaging variables from coronary computed tomography angiograms—0
AMLP:Adaptive Masking Lesion Patches for Self-supervised Medical Image Segmentation—0
A Model for Image Segmentation in Retina—0
A Model of Virtual Carrier Immigration in Digital Images for Region Segmentation—0
Scale-Space Hypernetworks for Efficient Biomedical Imaging—0
A MRF Shape Prior for Facade Parsing With Occlusions—0
A Multi-Layer Approach to Superpixel-based Higher-order Conditional Random Field for Semantic Image Segmentation—0
A multilevel thresholding algorithm using Electromagnetism Optimization—0
A multi-objective optimization approach for brain MRI segmentation using fuzzy entropy clustering and region-based active contour methods—0
A Multiphase Image Segmentation Based on Fuzzy Membership Functions and L1-norm Fidelity—0
A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly max-Oracle—0
A Multi-scale CNN-CRF Framework for Environmental Microorganism Image Segmentation—0
A Multi-Scale Feature Extraction and Fusion Deep Learning Method for Classification of Wheat Diseases—0
A multiscale graph cut approach to bright-field multiple cell image segmentation using a Bhattacharyya measure—0
A Multi-scale Multiple Instance Video Description Network—0
A region and category confidence-based multi-task network for carotid ultrasound image segmentation and classification—0
Learning to segment microscopy images with lazy labels—0
A multi-task U-net for segmentation with lazy labels—0
A Multi-threshold Segmentation Approach Based on Artificial Bee Colony Optimization—0
An Accurate Texture Complexity Estimation for Quality-Enhanced and Secure Image Steganography—0
An Active Contour Model Driven By the Hybrid Signed Pressure Function—0
An Active Contour Model with Local Variance Force Term and Its Efficient Minimization Solver for Multi-phase Image Segmentation—0
An Adversarial Regularisation for Semi-Supervised Training of Structured Output Neural Networks—0
Analysing Diffusion Segmentation for Medical Images—0
Analysing the effectiveness of a generative model for semi-supervised medical image segmentation—0
Analysis of liver cancer detection based on image processing—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