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 1951–2000 of 5035 papers

TitleStatusHype
Elliptical AttentionCode0
Low-Rank Mixture-of-Experts for Continual Medical Image Segmentation—0
MiSuRe is all you need to explain your image segmentation—0
Privacy Preserving Federated Learning in Medical Imaging with Uncertainty EstimationCode0
An Empirical Study on the Fairness of Foundation Models for Multi-Organ Image Segmentation—0
Visually Consistent Hierarchical Image Classification—0
Discriminative Hamiltonian Variational Autoencoder for Accurate Tumor Segmentation in Data-Scarce Regimes—0
Learning from Exemplars for Interactive Image Segmentation—0
Boosting Medical Image Classification with Segmentation Foundation Model—0
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation—0
The BabyView dataset: High-resolution egocentric videos of infants' and young children's everyday experiences—0
Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal DependencyCode0
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image SegmentationCode0
GRU-Net: Gaussian Attention Aided Dense Skip Connection Based MultiResUNet for Breast Histopathology Image SegmentationCode0
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model—0
A Labeled Array Distance Metric for Measuring Image Segmentation Quality—0
Real2Code: Reconstruct Articulated Objects via Code Generation—0
Minimizing Energy Costs in Deep Learning Model Training: The Gaussian Sampling Approach—0
UMAD: Unsupervised Mask-Level Anomaly Detection for Autonomous Driving—0
Multi-Stain Multi-Level Convolutional Network for Multi-Tissue Breast Cancer Image Segmentation—0
USE: Universal Segment Embeddings for Open-Vocabulary Image Segmentation—0
Research on Tumors Segmentation based on Image Enhancement Method—0
Prototype Correlation Matching and Class-Relation Reasoning for Few-Shot Medical Image Segmentation—0
SpectralZoom: Efficient Segmentation with an Adaptive Hyperspectral Camera—0
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation—0
Interactive Image Selection and Training for Brain Tumor Segmentation Network—0
Learning Semantic Traversability with Egocentric Video and Automated Annotation Strategy—0
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation—0
Improving Segment Anything on the Fly: Auxiliary Online Learning and Adaptive Fusion for Medical Image Segmentation—0
SimSAM: Zero-shot Medical Image Segmentation via Simulated InteractionCode0
A Review of Pulse-Coupled Neural Network Applications in Computer Vision and Image Processing—0
An Image Segmentation Model with Transformed Total VariationCode0
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation—0
P-MSDiff: Parallel Multi-Scale Diffusion for Remote Sensing Image SegmentationCode0
View-Consistent Hierarchical 3D Segmentation Using Ultrametric Feature FieldsCode0
CRIS: Collaborative Refinement Integrated with Segmentation for Polyp Segmentation—0
CBAR‑UNet: A novel methodology for segmentation of cardiac magnetic resonance images using block attention‑based deep residual neural networkCode0
Optimizing Split Points for Error-Resilient SplitFed Learning—0
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms—0
Edge-guided and Class-balanced Active Learning for Semantic Segmentation of Aerial Images—0
Novel Approaches for ML-Assisted Particle Track Reconstruction and Hit Clustering—0
ExtremeMETA: High-speed Lightweight Image Segmentation Model by Remodeling Multi-channel Metamaterial Imagers—0
Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images—0
Image-level Regression for Uncertainty-aware Retinal Image SegmentationCode0
Renal digital pathology visual knowledge search platform based on language large model and book knowledge—0
Competing for pixels: a self-play algorithm for weakly-supervised segmentationCode0
FRCNet Frequency and Region Consistency for Semi-supervised Medical Image Segmentation—0
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation—0
Exploration of Multi-Scale Image Fusion Systems in Intelligent Medical Image Analysis—0
Advancements in Feature Extraction Recognition of Medical Imaging Systems Through Deep Learning Technique—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