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 1801–1850 of 5035 papers

TitleStatusHype
Clicking Matters:Towards Interactive Human Parsing—0
Faster Multi-Object Segmentation Using Parallel Quadratic Pseudo-Boolean Optimization—0
Dual Convolutional LSTM Network for Referring Image Segmentation—0
Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation—0
ClickSAM: Fine-tuning Segment Anything Model using click prompts for ultrasound image segmentation—0
Fast image segmentation and restoration using parametric curve evolution with junctions and topology changes—0
Boundary-sensitive Network for Portrait Segmentation—0
Going Beyond U-Net: Assessing Vision Transformers for Semantic Segmentation in Microscopy Image Analysis—0
Fast probabilistic snake algorithm—0
Fast Recurrent Fully Convolutional Networks for Direct Perception in Autonomous Driving—0
BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes—0
Globally Optimal Segmentation of Mutually Interacting Surfaces using Deep Learning—0
DSCnet: Replicating Lidar Point Clouds with Deep Sensor Cloning—0
Fast Semantic Image Segmentation with High Order Context and Guided Filtering—0
Admissibility of Stein Shrinkage for Batch Normalization in the Presence of Adversarial Attacks—0
Fast Submodular Function Maximization—0
GMISeg: General Medical Image Segmentation without Re-Training—0
Fast unsupervised Bayesian image segmentation with adaptive spatial regularisation—0
GOSS: Towards Generalized Open-set Semantic Segmentation—0
Closed-Form Training of Conditional Random Fields for Large Scale Image Segmentation—0
FBNet: Feature Balance Network for Urban-Scene Segmentation—0
FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images—0
A new Level-set based Protocol for Accurate Bone Segmentation from CT Imaging—0
DRL-STNet: Unsupervised Domain Adaptation for Cross-modality Medical Image Segmentation via Disentangled Representation Learning—0
Driving Scene Perception Network: Real-time Joint Detection, Depth Estimation and Semantic Segmentation—0
Feature Decoupling-Recycling Network for Fast Interactive Segmentation—0
Feature-enhanced Adversarial Semi-supervised Semantic Segmentation Network for Pulmonary Embolism Annotation—0
Feature Fusion Encoder Decoder Network For Automatic Liver Lesion Segmentation—0
Feature Fusion through Multitask CNN for Large-scale Remote Sensing Image Segmentation—0
Feature Selective Transformer for Semantic Image Segmentation—0
Feature Sensitive Label Fusion with Random Walker for Atlas-based Image Segmentation—0
Boundary Guidance Hierarchical Network for Real-Time Tongue Segmentation—0
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation—0
DriveGuard: Robustification of Automated Driving Systems with Deep Spatio-Temporal Convolutional Autoencoder—0
FedDP: Privacy-preserving method based on federated learning for histopathology image segmentation—0
Federated Contrastive Learning for Volumetric Medical Image Segmentation—0
Boundary feature fusion network for tooth image segmentation—0
DQA: An Efficient Method for Deep Quantization of Deep Neural Network Activations—0
Federated Learning with Partially Labeled Data: A Conditional Distillation Approach—0
DPE-Net: Dual-Parallel Encoder Based Network for Semantic Segmentation of Polyps—0
Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation—0
Federated Semi-supervised Learning for Medical Image Segmentation with intra-client and inter-client Consistency—0
A New Finsler Minimal Path Model With Curvature Penalization for Image Segmentation and Closed Contour Detection—0
Global-Local Medical SAM Adaptor Based on Full Adaption—0
DPANET:Dual Pooling Attention Network for Semantic Segmentation—0
Downstream Analysis of Foundational Medical Vision Models for Disease Progression—0
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning—0
Applying Conditional Generative Adversarial Networks for Imaging Diagnosis—0
FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation—0
Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images—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