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 31013150 of 5035 papers

TitleStatusHype
EdgeFlow: Achieving Practical Interactive Segmentation with Edge-Guided FlowCode1
Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium SegmentationCode0
Background-Foreground Segmentation for Interior Sensing in Automotive Industry0
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging0
Multi-encoder parse-decoder network for sequential medical image segmentationCode0
Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-LabelingCode1
Domain Composition and Attention for Unseen-Domain Generalizable Medical Image SegmentationCode1
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ SegmentationCode0
Mass Segmentation in Automated 3-D Breast Ultrasound Using Dual-Path U-net0
Transformer-Unet: Raw Image Processing with Unet0
A Multi-Task Cross-Task Learning Architecture for Ad-hoc Uncertainty Estimation in 3D Cardiac MRI Image SegmentationCode0
Automated risk classification of colon biopsies based on semantic segmentation of histopathology images0
Patch-based Medical Image Segmentation using Matrix Product State Tensor Networks0
Uncertainty Quantification in Medical Image Segmentation with Multi-decoder U-Net0
MISSFormer: An Effective Medical Image Segmentation TransformerCode1
Semi-supervised Contrastive Learning for Label-efficient Medical Image SegmentationCode1
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images0
Neural Architecture Search in operational context: a remote sensing case-study0
POPCORN: Progressive Pseudo-labeling with Consistency Regularization and Neighboring0
Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image SegmentationCode1
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image SegmentationCode0
CAN3D: Fast 3D Medical Image Segmentation via Compact Context Aggregation0
Temporally Coherent Person Matting Trained on Fake-Motion Dataset0
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with TransformerCode1
A Survey on Machine Learning Techniques for Auto Labeling of Video, Audio, and Text Data0
SSEGEP: Small SEGment Emphasized Performance evaluation metric for medical image segmentation0
Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-RaysCode0
nnFormer: Interleaved Transformer for Volumetric SegmentationCode1
Ultra-high Resolution Image Segmentation via Locality-aware Context Fusion and Alternating Local EnhancementCode1
Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging0
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?Code0
Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural NetworksCode1
Effect of the output activation function on the probabilities and errors in medical image segmentationCode0
Deep Learning with Uncertainty Quantification for Predicting the Segmentation Dice Coefficient of Prostate Cancer Biopsy Images0
Image Processing via Multilayer Graph Spectra0
LIVECell—A large-scale dataset for label-free live cell segmentationCode1
Automatic Preprocessing and Ensemble Learning for Low Quality Cell Image Segmentation0
Single-Image Specular Highlight Removal via Real-World Dataset ConstructionCode1
CoCo DistillNet: a Cross-layer Correlation Distillation Network for Pathological Gastric Cancer Segmentation0
ISNet: Integrate Image-Level and Semantic-Level Context for Semantic SegmentationCode1
Stop Throwing Away Discriminators! Re-using Adversaries for Test-Time TrainingCode1
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation0
Mining Contextual Information Beyond Image for Semantic SegmentationCode1
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution ShiftsCode1
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning0
Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image SegmentationCode1
Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey0
Efficient Medical Image Segmentation Based on Knowledge DistillationCode1
Systematic Clinical Evaluation of A Deep Learning Method for Medical Image Segmentation: Radiosurgery Application0
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision0
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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