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 14011450 of 5035 papers

TitleStatusHype
3D-EffiViTCaps: 3D Efficient Vision Transformer with Capsule for Medical Image SegmentationCode0
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image ModelsCode0
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image SegmentationCode0
A New Ensemble Learning Framework for 3D Biomedical Image SegmentationCode0
A New Dataset and Performance Benchmark for Real-time Spacecraft Segmentation in Onboard Flight ComputersCode0
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image SegmentationCode0
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image SegmentationCode0
Lung segmentation with NASNet-Large-Decoder NetCode0
Boundary-Aware Geometric Encoding for Semantic Segmentation of Point CloudsCode0
Boundary-aware Context Neural Network for Medical Image SegmentationCode0
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentationCode0
LVPNet: A Latent-variable-based Prediction-driven End-to-end Framework for Lossless Compression of Medical ImagesCode0
Boundary and Entropy-driven Adversarial Learning for Fundus Image SegmentationCode0
Bottom-Up Shift and Reasoning for Referring Image SegmentationCode0
Level set image segmentation with velocity term learned from data with applications to lung nodule segmentationCode0
Longitudinal Quantitative Assessment of COVID-19 Infection Progression from Chest CTsCode0
Constrained Deep Networks: Lagrangian Optimization via Log-Barrier ExtensionsCode0
LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and VectorsCode0
Boosting Medical Image Segmentation Performance with Adaptive Convolution LayerCode0
Localized Adaptive Risk ControlCode0
Localized Super Resolution for Foreground Images using U-Net and MR-CNNCode0
LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel SegmentationCode0
ACCL: Adversarial constrained-CNN loss for weakly supervised medical image segmentationCode0
Low-Contrast-Enhanced Contrastive Learning for Semi-Supervised Endoscopic Image SegmentationCode0
LymphAtlas- A Unified Multimodal Lymphoma Imaging Repository Delivering AI-Enhanced Diagnostic InsightCode0
Blackbox Adaptation for Medical Image SegmentationCode0
3D Densely Convolutional Networks for Volumetric SegmentationCode0
LiteSeg: A Novel Lightweight ConvNet for Semantic SegmentationCode0
Light-Weight RefineNet for Real-Time Semantic SegmentationCode0
Biologically-inspired Semi-supervised Semantic Segmentation for Biomedical ImagingCode0
Binary segmentation of medical images using implicit spline representations and deep learningCode0
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape DescriptorCode0
Lightweight integration of 3D features to improve 2D image segmentationCode0
Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation ModelsCode0
SALAD: Source-free Active Label-Agnostic Domain Adaptation for Classification, Segmentation and DetectionCode0
Leveraging Self-supervised Denoising for Image SegmentationCode0
Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI SegmentationCode0
Leveraging Domain Knowledge to Improve Microscopy Image Segmentation with Lifted MulticutsCode0
DISIR: Deep Image Segmentation with Interactive RefinementCode0
Accelerated sparse Kernel Spectral Clustering for large scale data clustering problemsCode0
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive LearningCode0
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result FusionCode0
Disentangle, align and fuse for multimodal and semi-supervised image segmentationCode0
Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image SegmentationCode0
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement LearningCode0
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion ModelsCode0
Learning With Context Feedback Loop for Robust Medical Image SegmentationCode0
Large Scale Image Segmentation with Structured Loss based Deep Learning for Connectome ReconstructionCode0
An efficient iterative thresholding method for image segmentationCode0
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image SegmentationCode0
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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