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 1701–1750 of 5035 papers

TitleStatusHype
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation—0
Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation—0
Domain Adaptive Medical Image Segmentation via Adversarial Learning of Disease-Specific Spatial Patterns—0
EUIS-Net: A Convolutional Neural Network for Efficient Ultrasound Image Segmentation—0
Causal-SAM-LLM: Large Language Models as Causal Reasoners for Robust Medical Segmentation—0
Evaluating and Enhancing Segmentation Model Robustness with Metamorphic Testing—0
ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation—0
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation—0
Dynamically evolving segment anything model with continuous learning for medical image segmentation—0
Evaluation of Classifiers for Image Segmentation: Applications for Eucalypt Forest Inventory—0
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization—0
Evaluation of Dirichlet Process Gaussian Mixtures for Segmentation on Noisy Hyperspectral Images—0
Evaluation of Extra Pixel Interpolation with Mask Processing for Medical Image Segmentation with Deep Learning—0
Evaluation of Image Segmentation and Filtering With ANN in the Papaya Leaf—0
DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation—0
A dynamic graph-cuts method with integrated multiple feature maps for segmenting kidneys in ultrasound images—0
Evaluation of Multi-Slice Inputs to Convolutional Neural Networks for Medical Image Segmentation—0
Quantification of geogrid lateral restraint using transparent sand and deep learning-based image segmentation—0
An image segmentation algorithm for measurement of flotation froth bubble size distributions—0
ADS_UNet: A Nested UNet for Histopathology Image Segmentation—0
Cell image segmentation by Feature Random Enhancement Module—0
Event management for large scale event-driven digital hardware spiking neural networks—0
A dynamic interactive learning framework for automated 3D medical image segmentation—0
BoxNet: Deep Learning Based Biomedical Image Segmentation Using Boxes Only Annotation—0
FusionSAM: Latent Space driven Segment Anything Model for Multimodal Fusion and Segmentation—0
Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images—0
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision—0
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging—0
GAEI-UNet: Global Attention and Elastic Interaction U-Net for Vessel Image Segmentation—0
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation—0
Geodesic Paths for Image Segmentation with Implicit Region-based Homogeneity Enhancement—0
Evolving Fuzzy Image Segmentation with Self-Configuration—0
Greenhouse Segmentation on High-Resolution Optical Satellite Imagery using Deep Learning Techniques—0
Exemplar-Based Face Parsing—0
Hierarchical Attention Networks for Medical Image Segmentation—0
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation—0
Explainability Tools Enabling Deep Learning in Future In-Situ Real-Time Planetary Explorations—0
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey—0
Boundless Across Domains: A New Paradigm of Adaptive Feature and Cross-Attention for Domain Generalization in Medical Image Segmentation—0
Explainable Binary Classification of Separable Shape Ensembles—0
A New Validity Index for Fuzzy-Possibilistic C-Means Clustering—0
Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation—0
FunduSAM: A Specialized Deep Learning Model for Enhanced Optic Disc and Cup Segmentation in Fundus Images—0
Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training—0
Explanatory Analysis and Rectification of the Pitfalls in COVID-19 Datasets—0
Explicit topological priors for deep-learning based image segmentation using persistent homology—0
Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data—0
Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning—0
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection—0
Dual-Space Augmented Intrinsic-LoRA for Wind Turbine Segmentation—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