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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1701–1725 of 5035 papers

TitleStatusHype
Dynamically evolving segment anything model with continuous learning for medical image segmentation—0
Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation—0
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization—0
DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical 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
An image segmentation algorithm for measurement of flotation froth bubble size distributions—0
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation—0
ADS_UNet: A Nested UNet for Histopathology Image Segmentation—0
Evaluation of Classifiers for Image Segmentation: Applications for Eucalypt Forest Inventory—0
BoxNet: Deep Learning Based Biomedical Image Segmentation Using Boxes Only Annotation—0
From Pixels to Objects: A Hierarchical Approach for Part and Object Segmentation Using Local and Global Aggregation—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
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision—0
From Semantic Segmentation of Natural Images to Medical Image Segmentation Using ViT-Based Architectures—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
Fully Automatic Myocardial Segmentation of Contrast Echocardiography Sequence Using Random Forests Guided by Shape Model—0
Fully Convolutional Neural Networks for Crowd Segmentation—0
Fusion Based Holistic Road Scene Understanding—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
Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation—0
Globally Optimal Joint Image Segmentation and Shape Matching Based on Wasserstein Modes—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