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 3101–3150 of 5035 papers

TitleStatusHype
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation—0
R2U++: A Multiscale Recurrent Residual U-Net with Dense Skip Connections for Medical Image Segmentation—0
Suggestive Annotation of Brain MR Images with Gradient-guided Sampling—0
Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection—0
A Dual-fusion Semantic Segmentation Framework With GAN For SAR Images—0
H-EMD: A Hierarchical Earth Mover's Distance Method for Instance Segmentation—0
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives—0
A Bhattacharyya Coefficient-Based Framework for Noise Model-Aware Random Walker Image Segmentation—0
Dynamic Linear Transformer for 3D Biomedical Image SegmentationCode0
D^2NeRF: Self-Supervised Decoupling of Dynamic and Static Objects from a Monocular Video—0
DeepDefacer: Automatic Removal of Facial Features via U-Net Image Segmentation—0
Memory-efficient Segmentation of High-resolution Volumetric MicroCT ImagesCode0
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation ModelsCode0
Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image SegmentationCode0
Granular Generalized Variable Precision Rough Sets and Rational Approximations—0
Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image—0
SHREC 2022: pothole and crack detection in the road pavement using images and RGB-D dataCode0
Decoupled Pyramid Correlation Network for Liver Tumor Segmentation from CT images—0
Structure Unbiased Adversarial Model for Medical Image Segmentation—0
SALAD: Source-free Active Label-Agnostic Domain Adaptation for Classification, Segmentation and DetectionCode0
UNet#: A UNet-like Redesigning Skip Connections for Medical Image Segmentation—0
Mind The Gap: Alleviating Local Imbalance for Unsupervised Cross-Modality Medical Image Segmentation—0
Heuristic Dropout: An Efficient Regularization Method for Medical Image Segmentation ModelsCode0
Saliency-Driven Active Contour Model for Image Segmentation—0
Active Domain Adaptation with Multi-level Contrastive Units for Semantic Segmentation—0
Self-mentoring: a new deep learning pipeline to train a self-supervised U-net for few-shot learning of bio-artificial capsule segmentation—0
Transformer-based out-of-distribution detection for clinically safe segmentationCode0
Transformer based Generative Adversarial Network for Liver SegmentationCode0
K-textures, a self-supervised hard clustering deep learning algorithm for satellite image segmentation—0
Application of Graph Based Features in Computer Aided Diagnosis for Histopathological Image Classification of Gastric Cancer—0
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion—0
Voxel-wise Adversarial Semi-supervised Learning for Medical Image Segmentation—0
Leveraging Global Binary Masks for Structure Segmentation in Medical Images—0
Contrastive Domain Disentanglement for Generalizable Medical Image Segmentation—0
Image Segmentation with Topological PriorsCode0
Review on Panoramic Imaging and Its Applications in Scene Understanding—0
Weakly-supervised segmentation of referring expressions—0
MNet: Rethinking 2D/3D Networks for Anisotropic Medical Image SegmentationCode0
Automatic Detection of Interplanetary Coronal Mass Ejections in Solar Wind In Situ Data—0
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm—0
Mixed-UNet: Refined Class Activation Mapping for Weakly-Supervised Semantic Segmentation with Multi-scale Inference—0
Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation—0
Deep Multi-Scale U-Net Architecture and Label-Noise Robust Training Strategies for Histopathological Image Segmentation—0
Application of belief functions to medical image segmentation: A review—0
Elucidating Meta-Structures of Noisy Labels in Semantic Segmentation by Deep Neural NetworksCode0
Segmentation of kidney stones in endoscopic video feeds—0
BAGNet: Bidirectional Aware Guidance Network for Malignant Breast lesions Segmentation—0
Two Decades of Colorization and Decolorization for Images and Videos—0
TranSiam: Fusing Multimodal Visual Features Using Transformer for Medical Image Segmentation—0
Masked Image Modeling Advances 3D Medical Image Analysis—0
Show:102550
← PrevPage 63 of 101Next →
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