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 46514700 of 5035 papers

TitleStatusHype
Severability of mesoscale components and local time scales in dynamical networksCode0
ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background SegmentationCode0
Identifying and Tracking Solar Magnetic Flux Elements with Deep LearningCode0
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentationCode0
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image SegmentationCode0
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernelsCode0
IAM: Enhancing RGB-D Instance Segmentation with New BenchmarksCode0
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic SegmentationCode0
SFS-A68: a dataset for the segmentation of space functions in apartment buildingsCode0
A New Ensemble Learning Framework for 3D Biomedical Image SegmentationCode0
A New Dataset and Performance Benchmark for Real-time Spacecraft Segmentation in Onboard Flight ComputersCode0
Polar Transformation Based Multiple Instance Learning Assisting Weakly Supervised Image Segmentation With Loose Bounding Box AnnotationsCode0
Hyperspectral Image Segmentation: A Preliminary Study on the Oral and Dental Spectral Image Database (ODSI-DB)Code0
Hyperspectral Dataset and Deep Learning methods for Waste from Electric and Electronic Equipment Identification (WEEE)Code0
HyperSpace: Hypernetworks for spacing-adaptive image segmentationCode0
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous LabelsCode0
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower ExtremitiesCode0
Deep Attentive Features for Prostate Segmentation in 3D Transrectal UltrasoundCode0
SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image SegmentationCode0
Hybrid-Fusion Transformer for Multisequence MRICode0
Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational modelCode0
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and SegmentationCode0
Shape-aware synthesis of pathological lung CT scans using CycleGAN for enhanced semi-supervised lung segmentationCode0
Post-DAE: Anatomically Plausible Segmentation via Post-Processing with Denoising AutoencodersCode0
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image SegmentationCode0
Adapting Segment Anything Model (SAM) to Experimental Datasets via Fine-Tuning on GAN-based Simulation: A Case Study in Additive ManufacturingCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
An efficient iterative thresholding method for image segmentationCode0
Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker DecompositionCode0
Post-Training Quantization for 3D Medical Image Segmentation: A Practical Study on Real Inference EnginesCode0
Shape-intensity knowledge distillation for robust medical image segmentationCode0
Breaking the Barrier: Selective Uncertainty-based Active Learning for Medical Image SegmentationCode0
Shape Modeling with Spline PartitionsCode0
A General Pipeline for Glomerulus Whole-Slide Image SegmentationCode0
Brain Tumor Segmentation using Enhanced U-Net Model with Empirical AnalysisCode0
Decoupled Competitive Framework for Semi-supervised Medical Image SegmentationCode0
Practical Region-level Attack against Segment Anything ModelsCode0
Deconver: A Deconvolutional Network for Medical Image SegmentationCode0
How to scale hyperparameters for quickshift image segmentationCode0
DDSL: Deep Differentiable Simplex Layer for Learning Geometric SignalsCode0
Predictive Accuracy-Based Active Learning for Medical Image SegmentationCode0
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A SurveyCode0
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?Code0
HMRF-EM-image: Implementation of the Hidden Markov Random Field Model and its Expectation-Maximization AlgorithmCode0
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency RegularizationCode0
Box Supervised Video Segmentation Proposal NetworkCode0
Shifting to Machine Supervision: Annotation-Efficient Semi and Self-Supervised Learning for Automatic Medical Image Segmentation and ClassificationCode0
Shortcut Learning in Medical Image SegmentationCode0
Shortest Paths in Graphs with Matrix-Valued Edges: Concepts, Algorithm and Application to 3D Multi-Shape AnalysisCode0
UnSegGNet: Unsupervised Image Segmentation using Graph Neural NetworksCode0
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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