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 2201–2250 of 5035 papers

TitleStatusHype
Color Recognition in Challenging Lighting Environments: CNN Approach—0
Instance Segmentation XXL-CT Challenge of a Historic Airplane—0
Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation—0
Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical SegmentationCode0
HoughToRadon Transform: New Neural Network Layer for Features Improvement in Projection Space—0
Constrained Multiview Representation for Self-supervised Contrastive Learning—0
Gazebo Plants: Simulating Plant-Robot Interaction with Cosserat Rods—0
Exploring Intrinsic Properties of Medical Images for Self-Supervised Binary Semantic Segmentation—0
SPCTNet: A Series-Parallel CNN and Transformer Network for 3D Medical Image Segmentation—0
CoFiNet: Unveiling Camouflaged Objects with Multi-Scale Finesse—0
Motion Mapping Cognition: A Nondecomposable Primary Process in Human Vision—0
VIS-MAE: An Efficient Self-supervised Learning Approach on Medical Image Segmentation and ClassificationCode0
Datacube segmentation via Deep Spectral ClusteringCode0
Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model—0
MESA: Matching Everything by Segmenting Anything—0
Breaking the Barrier: Selective Uncertainty-based Active Learning for Medical Image SegmentationCode0
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage ResearchCode0
DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans—0
Kitchen Food Waste Image Segmentation and Classification for Compost Nutrients Estimation—0
UrbanGenAI: Reconstructing Urban Landscapes using Panoptic Segmentation and Diffusion Models—0
Health Digital Twins Supported by Artificial Intelligence-based Algorithms and Extended Reality in Cardiology—0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter—0
UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion—0
Segment Any Cell: A SAM-based Auto-prompting Fine-tuning Framework for Nuclei Segmentation—0
Local Background Estimation for Improved Gas Plume Identification in Hyperspectral Images—0
An Automated Real-Time Approach for Image Processing and Segmentation of Fluoroscopic Images and Videos Using a Single Deep Learning Network—0
Concealed Object Segmentation with Hierarchical Coherence Modeling—0
Collaborative Position Reasoning Network for Referring Image Segmentation—0
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation—0
Semi-supervised segmentation of land cover images using nonlinear canonical correlation analysis with multiple features and t-SNE—0
Susceptibility of Adversarial Attack on Medical Image Segmentation ModelsCode0
Artificial Intelligence-based algorithms in medical image scan seg-mentation and intelligent visual-content generation -- a concise overview—0
A Comparative Analysis of U-Net-based models for Segmentation of Cardiac MRI—0
Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation—0
Uncertainty estimates for semantic segmentation: providing enhanced reliability for automated motor claims handling—0
Automatic 3D Multi-modal Ultrasound Segmentation of Human Placenta using Fusion Strategies and Deep Learning—0
Uncertainty Modeling in Ultrasound Image Segmentation for Precise Fetal Biometric Measurements—0
Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training—0
Importance-Aware Image Segmentation-based Semantic Communication for Autonomous Driving—0
RIDGE: Reproducibility, Integrity, Dependability, Generalizability, and Efficiency Assessment of Medical Image Segmentation Models—0
Foundation Models for Biomedical Image Segmentation: A Survey—0
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image ModelsCode0
Vertical Federated Image Segmentation—0
Development of RLK-Unet: a clinically favorable deep learning algorithm for brain metastasis detection and treatment response assessmentCode0
Self-supervised Learning of Dense Hierarchical Representations for Medical Image SegmentationCode0
Sea ice detection using concurrent multispectral and synthetic aperture radar imagery—0
Transformer-CNN Fused Architecture for Enhanced Skin Lesion Segmentation—0
A locally statistical active contour model for SAR image segmentation can be solved by denoising algorithms—0
Learning to Prompt Segment Anything Models—0
Multi-scale attention-based instance segmentation for measuring crystals with large size variation—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