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 39514000 of 5035 papers

TitleStatusHype
Transfer Learning with Edge Attention for Prostate MRI Segmentation0
Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image SegmentationCode0
Evaluation of Multi-Slice Inputs to Convolutional Neural Networks for Medical Image Segmentation0
Multi-focus Image Fusion Based on Similarity Characteristics0
Causality matters in medical imaging0
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax0
Meta-Learning Initializations for Image SegmentationCode0
LiteSeg: A Novel Lightweight ConvNet for Semantic SegmentationCode0
Understanding Important Features of Deep Learning Models for Transmission Electron Microscopy Image Segmentation0
SegTHOR: Segmentation of Thoracic Organs at Risk in CT images0
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel NetworksCode0
Greenery Segmentation In Urban Images By Deep Learning0
Wide-Area Land Cover Mapping with Sentinel-1 Imagery using Deep Learning Semantic Segmentation Models0
End-to-end Training of CNN-CRF via Differentiable Dual-DecompositionCode0
OASIS: One-pass aligned Atlas Set for Image Segmentation0
FocusNet++: Attentive Aggregated Transformations for Efficient and Accurate Medical Image Segmentation0
Adversarial normalization for multi domain image segmentation0
End to End Trainable Active Contours via Differentiable RenderingCode0
Neural Diffusion Distance for Image Segmentation0
Image segmentation of liver stage malaria infection with spatial uncertainty sampling0
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation0
Leveraging Self-supervised Denoising for Image SegmentationCode0
Improving land cover segmentation across satellites using domain adaptationCode0
Iteratively-Refined Interactive 3D Medical Image Segmentation with Multi-Agent Reinforcement Learning0
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation0
Identify the cells' nuclei based on the deep learning neural network0
Segmenting Medical MRI via Recurrent Decoding CellCode0
Hierarchical Attention Networks for Medical Image Segmentation0
Automatic Brain Tumour Segmentation and Biophysics-Guided Survival Prediction0
Signal Clustering with Class-independent Segmentation0
Automatic Image Co-Segmentation: A Survey0
Automated Human Claustrum Segmentation using Deep Learning Technologies0
Kvasir-SEG: A Segmented Polyp DatasetCode0
PI-RCNN: An Efficient Multi-sensor 3D Object Detector with Point-based Attentive Cont-conv Fusion Module0
Cost-efficient segmentation of electron microscopy images using active learning0
Unsupervised Medical Image Segmentation with Adversarial Networks: From Edge Diagrams to Segmentation MapsCode0
Semi-Supervised Multi-Organ Segmentation through Quality Assurance Supervision0
Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning0
Sampling of Planar Curves: Theory and Fast Algorithms0
Disentangle, align and fuse for multimodal and semi-supervised image segmentationCode0
Deep learning for cardiac image segmentation: A review0
FaultNet: Faulty Rail-Valves Detection using Deep Learning and Computer Vision0
Enabling Highly Efficient Capsule Networks Processing Through A PIM-Based Architecture Design0
Machine Learning Techniques for Biomedical Image Segmentation: An Overview of Technical Aspects and Introduction to State-of-Art Applications0
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & PracticeCode0
Semi-Supervised Medical Image Segmentation via Learning Consistency under Transformations0
The Domain Shift Problem of Medical Image Segmentation and Vendor-Adaptation by Unet-GAN0
LDLS: 3-D Object Segmentation Through Label Diffusion From 2-D ImagesCode0
PT-ResNet: Perspective Transformation-Based Residual Network for Semantic Road Image Segmentation0
Deep Multi-Magnification Networks for Multi-Class Breast Cancer 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