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 23012350 of 5035 papers

TitleStatusHype
RCPS: Rectified Contrastive Pseudo Supervision for Semi-Supervised Medical Image SegmentationCode1
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation0
Self-Supervised Correction Learning for Semi-Supervised Biomedical Image SegmentationCode1
Open-vocabulary Object Segmentation with Diffusion ModelsCode1
Inverse Quantum Fourier Transform Inspired Algorithm for Unsupervised Image Segmentation0
A new dataset for measuring the performance of blood vessel segmentation methods under distribution shiftsCode0
pyssam -- a Python library for statistical modelling of biomedical shape and appearanceCode1
Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image SegmentationCode1
The state-of-the-art 3D anisotropic intracranial hemorrhage segmentation on non-contrast head CT: The INSTANCE challengeCode1
Difference of Anisotropic and Isotropic TV for Segmentation under Blur and Poisson NoiseCode0
Finding the Most Transferable Tasks for Brain Image Segmentation0
Medical Image Segmentation via Cascaded Attention DecodingCode1
Learning Confident Classifiers in the Presence of Label Noise0
Multi-view Spectral Polarization Propagation for Video Glass Segmentation0
MasQCLIP for Open-Vocabulary Universal Image SegmentationCode1
Weakly Supervised Referring Image Segmentation with Intra-Chunk and Inter-Chunk Consistency0
High Quality Entity Segmentation0
Continual Segment: Towards a Single, Unified and Non-forgetting Continual Segmentation Model of 143 Whole-body Organs in CT Scans0
Uni-3D: A Universal Model for Panoptic 3D Scene ReconstructionCode1
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image SegmentationCode1
Segment Every Reference Object in Spatial and Temporal Spaces0
Efficient Mask Correction for Click-Based Interactive Image SegmentationCode1
MCF: Mutual Correction Framework for Semi-Supervised Medical Image SegmentationCode1
Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image SegmentationCode1
PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360degCode3
SegLoc: Learning Segmentation-Based Representations for Privacy-Preserving Visual Localization0
Learning To Exploit the Sequence-Specific Prior Knowledge for Image Processing Pipelines Optimization0
Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated UncertaintyCode1
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors0
Detection of Malfunctioning Modules in Photovoltaic Power Plants using Unsupervised Feature Clustering Segmentation Algorithm0
MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and RecoveryCode1
MyI-Net: Fully Automatic Detection and Quantification of Myocardial Infarction from Cardiovascular MRI Images0
Pixel Relationships-based Regularizer for Retinal Vessel Image Segmentation0
Position-Aware Contrastive Alignment for Referring Image Segmentation0
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image SegmentationCode1
The most general manner to injectively align true and predicted segments0
Semi-Supervised Domain Adaptation for Semantic Segmentation of Roads from Satellite Images0
Generalized Decoding for Pixel, Image, and LanguageCode3
Lightweight Monocular Depth Estimation0
DuAT: Dual-Aggregation Transformer Network for Medical Image SegmentationCode1
TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image SegmentationCode0
Masked Event Modeling: Self-Supervised Pretraining for Event CamerasCode1
Image Segmentation-based Unsupervised Multiple Objects Discovery0
DGNet: Distribution Guided Efficient Learning for Oil Spill Image Segmentation0
Focal-UNet: UNet-like Focal Modulation for Medical Image SegmentationCode1
Segmentation Ability Map: Interpret deep features for medical image segmentationCode1
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation0
Lightweight integration of 3D features to improve 2D image segmentationCode0
Semi-Siamese Network for Robust Change Detection Across Different Domains with Applications to 3D Printing0
Multi-task Fusion for Efficient Panoptic-Part Segmentation0
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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