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 28012850 of 5035 papers

TitleStatusHype
Feature Selective Transformer for Semantic Image Segmentation0
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation0
Learning to segment fetal brain tissue from noisy annotations0
Neural Networks with Divisive normalization for image segmentation with application in cityscapes datasetCode0
ST-FL: Style Transfer Preprocessing in Federated Learning for COVID-19 Segmentation0
Transformers Meet Visual Learning Understanding: A Comprehensive Review0
GOSS: Towards Generalized Open-set Semantic Segmentation0
Cell segmentation from telecentric bright-field transmitted light microscopy images using a Residual Attention U-Net: a case study on HeLa line0
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source LabelsCode1
Lane detection with Position Embedding0
A Binary Characterization Method for Shape Convexity and Applications0
Generative Adversarial Network for Future Hand Segmentation from Egocentric VideoCode0
On the Effect of Pre-Processing and Model Complexity for Plastic Analysis Using Short-Wave-Infrared Hyper-Spectral Imaging0
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation0
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal DistillationCode1
Test-time Adaptation with Slot-Centric ModelsCode1
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysisCode1
TransFusion: Multi-view Divergent Fusion for Medical Image Segmentation with Transformers0
TVConv: Efficient Translation Variant Convolution for Layout-aware Visual ProcessingCode1
Adversarial Mutual Leakage Network for Cell Image Segmentation0
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation0
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation0
SOLIS: Autonomous Solubility Screening using Deep Neural Networks0
An Active Contour Model with Local Variance Force Term and Its Efficient Minimization Solver for Multi-phase Image Segmentation0
Transframer: Arbitrary Frame Prediction with Generative Models0
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation0
Point-Unet: A Context-aware Point-based Neural Network for Volumetric SegmentationCode1
CapsNet for Medical Image Segmentation0
Tangles and Hierarchical Clustering0
3D-UCaps: 3D Capsules Unet for Volumetric Image SegmentationCode1
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image SegmentationCode1
The Structured Abstain Problem and the Lovász Hinge0
Neural Radiance Projection0
Skydiver: A Spiking Neural Network Accelerator Exploiting Spatio-Temporal Workload Balance0
PNM: Pixel Null Model for General Image Segmentation0
Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation0
Medical Image Segmentation on MRI Images with Missing Modalities: A Review0
ROOD-MRI: Benchmarking the robustness of deep learning segmentation models to out-of-distribution and corrupted data in MRICode1
Hyperbolic Image SegmentationCode1
Label-efficient Hybrid-supervised Learning for Medical Image Segmentation0
On-the-Fly Test-time Adaptation for Medical Image SegmentationCode1
UNeXt: MLP-based Rapid Medical Image Segmentation NetworkCode2
PHTrans: Parallelly Aggregating Global and Local Representations for Medical Image SegmentationCode1
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with TransformersCode2
An Efficient Polyp Segmentation Network0
NaviAirway: a Bronchiole-sensitive Deep Learning-based Airway Segmentation PipelineCode1
Stepwise Feature Fusion: Local Guides GlobalCode1
Monocular Robot Navigation with Self-Supervised Pretrained Vision Transformers0
A novel shape-based loss function for machine learning-based seminal organ segmentation in medical imaging0
Cartoon-texture evolution for two-region image 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