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 36513700 of 5035 papers

TitleStatusHype
Revisiting Rubik's Cube: Self-supervised Learning with Volume-wise Transformation for 3D Medical Image Segmentation0
Anisotropic Mesh Adaptation for Image Segmentation Based on Mumford-Shah Functional0
Autoregressive Unsupervised Image SegmentationCode1
U-Net Based Architecture for an Improved Multiresolution Segmentation in Medical Images0
Retinal Image Segmentation with a Structure-Texture Demixing Network0
Automatic Image Labelling at Pixel Level0
Tackling the Problem of Limited Data and Annotations in Semantic SegmentationCode0
An Uncertainty-based Human-in-the-loop System for Industrial Tool Wear Analysis0
BUNET: Blind Medical Image Segmentation Based on Secure UNET0
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation0
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation0
On uncertainty estimation in active learning for image segmentationCode1
Semi-supervised Learning for Aggregated Multilayer Graphs Using Diffuse Interface Methods and Fast Matrix Vector ProductsCode0
Semi-supervised Task-driven Data Augmentation for Medical Image SegmentationCode1
Towards Unsupervised Learning for Instrument Segmentation in Robotic Surgery with Cycle-Consistent Adversarial Networks0
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contextsCode0
Superpixel Segmentation using Dynamic and Iterative Spanning ForestCode1
Scribble-based Domain Adaptation via Co-segmentationCode1
Meta Corrupted Pixels Mining for Medical Image Segmentation0
An Elastic Interaction-Based Loss Function for Medical Image SegmentationCode1
Anatomical Data Augmentation via Fluid-based Image RegistrationCode1
Complex Network Construction for Interactive Image Segmentation using Particle Competition and Cooperation: A New Approach0
Learning to Segment from Scribbles using Multi-scale Adversarial Attention GatesCode1
Globally Optimal Segmentation of Mutually Interacting Surfaces using Deep Learning0
PGD-UNet: A Position-Guided Deformable Network for Simultaneous Segmentation of Organs and Tumors0
A Characteristic Function-based Algorithm for Geodesic Active Contours0
Robust Semantic Segmentation in Adverse Weather Conditions by means of Fast Video-Sequence SegmentationCode1
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars0
Hand-drawn Symbol Recognition of Surgical Flowsheet Graphs with Deep Image Segmentation0
Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image SegmentationCode1
Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation0
Simulation of Brain Resection for Cavity Segmentation Using Self-Supervised and Semi-Supervised LearningCode0
Interactive Deep Refinement Network for Medical Image Segmentation0
Region-of-interest guided Supervoxel Inpainting for Self-supervisionCode0
A survey of loss functions for semantic segmentationCode1
Suggestive Annotation of Brain Tumour Images with Gradient-guided Sampling0
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction0
Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-NetCode1
Affinity Fusion Graph-based Framework for Natural Image SegmentationCode1
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Medical Image Segmentation0
Post-DAE: Anatomically Plausible Segmentation via Post-Processing with Denoising AutoencodersCode0
Large-scale detection and categorization of oil spills from SAR images with deep learning0
Road surface detection and differentiation considering surface damages0
Does Non-COVID19 Lung Lesion Help? Investigating Transferability in COVID-19 CT Image Segmentation0
Realistic Adversarial Data Augmentation for MR Image SegmentationCode1
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation0
Deep Generative Model-based Quality Control for Cardiac MRI Segmentation0
Auxiliary Learning by Implicit Differentiation0
LAMP: Large Deep Nets with Automated Model Parallelism for Image SegmentationCode0
Differentiable Rendering: A Survey0
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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