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 31513200 of 5035 papers

TitleStatusHype
2D LiDAR and Camera Fusion Using Motion Cues for Indoor Layout EstimationCode0
Class Balanced PixelNet for Neurological Image Segmentation0
Federated Contrastive Learning for Volumetric Medical Image Segmentation0
Development of an algorithm for medical image segmentation of bone tissue in interaction with metallic implants0
Unsupervised detection of ash dieback disease (Hymenoscyphus fraxineus) using diffusion-based hyperspectral image clustering0
U-Net and its variants for Medical Image Segmentation : A short review0
GitNet: Geometric Prior-based Transformation for Birds-Eye-View Segmentation0
Unsupervised Deep Learning Meets Chan-Vese ModelCode0
Active Diffusion and VCA-Assisted Image Segmentation of Hyperspectral ImagesCode0
Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT0
Deep Learning Model with GA based Feature Selection and Context Integration0
Negligible effect of brain MRI data preprocessing for tumor segmentationCode0
Segmenting across places: The need for fair transfer learning with satellite imagery0
Feature-enhanced Adversarial Semi-supervised Semantic Segmentation Network for Pulmonary Embolism Annotation0
Automated Design of Salient Object Detection Algorithms with Brain Programming0
PlutoNet: An Efficient Polyp Segmentation Network with Modified Partial Decoder and Decoder Consistency Training0
Instance Segmentation of Unlabeled Modalities via Cyclic Segmentation GAN0
Koopman-based spectral clustering of directed and time-evolving graphs0
A deep learning framework for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography0
Revisiting Near/Remote Sensing with Geospatial Attention0
A Novel Mask R-CNN Model to Segment Heterogeneous Brain Tumors through Image Subtraction0
Exemplar Learning for Medical Image Segmentation0
Analysis of Sparse Subspace Clustering: Experiments and Random Projection0
Autonomous crater detection on asteroids using a fully-convolutional neural network0
Automatic Classification of Alzheimer's Disease using brain MRI data and deep Convolutional Neural Networks0
ReSTR: Convolution-free Referring Image Segmentation Using Transformers0
Learning Instance-Specific Adaptation for Cross-Domain Segmentation0
The impact of using voxel-level segmentation metrics on evaluating multifocal prostate cancer localisation0
COSMOS: Cross-Modality Unsupervised Domain Adaptation for 3D Medical Image Segmentation based on Target-aware Domain Translation and Iterative Self-Training0
L^3U-net: Low-Latency Lightweight U-net Based Image Segmentation Model for Parallel CNN Processors0
Image Segmentation with Adaptive Spatial Priors from Joint Registration0
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentationCode0
Iterative, Deep Synthetic Aperture Sonar Image Segmentation0
Feature Selective Transformer for Semantic Image Segmentation0
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation0
ST-FL: Style Transfer Preprocessing in Federated Learning for COVID-19 Segmentation0
Learning to segment fetal brain tissue from noisy annotations0
Neural Networks with Divisive normalization for image segmentation with application in cityscapes datasetCode0
Transformers Meet Visual Learning Understanding: A Comprehensive Review0
Cell segmentation from telecentric bright-field transmitted light microscopy images using a Residual Attention U-Net: a case study on HeLa line0
Lane detection with Position Embedding0
GOSS: Towards Generalized Open-set Semantic Segmentation0
A Binary Characterization Method for Shape Convexity and Applications0
TransFusion: Multi-view Divergent Fusion for Medical Image Segmentation with Transformers0
Generative Adversarial Network for Future Hand Segmentation from Egocentric VideoCode0
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation0
On the Effect of Pre-Processing and Model Complexity for Plastic Analysis Using Short-Wave-Infrared Hyper-Spectral Imaging0
Adversarial Mutual Leakage Network for Cell Image Segmentation0
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation0
SOLIS: Autonomous Solubility Screening using Deep Neural Networks0
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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