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 44514500 of 5035 papers

TitleStatusHype
The Lovász-Softmax Loss: A Tractable Surrogate for the Optimization of the Intersection-Over-Union Measure in Neural NetworksCode0
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-LevelCode0
U-Net Fixed-Point Quantization for Medical Image SegmentationCode0
On Image segmentation using Fractional Gradients-Learning Model Parameters using Approximate Marginal InferenceCode0
On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and DiceCode0
Online Continual Domain Adaptation for Semantic Image Segmentation Using Internal RepresentationsCode0
SALAD: Source-free Active Label-Agnostic Domain Adaptation for Classification, Segmentation and DetectionCode0
Online Normalization for Training Neural NetworksCode0
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CTCode0
Cellpose+, a morphological analysis tool for feature extraction of stained cell imagesCode0
Kernelized Weighted SUSAN based Fuzzy C-Means Clustering for Noisy Image SegmentationCode0
On orthogonal projections for dimension reduction and applications in augmented target loss functions for learning problemsCode0
On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext TaskCode0
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GANCode0
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image SegmentationCode0
A Dataset for Deep Learning-based Bone Structure Analyses in Total Hip ArthroplastyCode0
Self-paced and self-consistent co-training for semi-supervised image segmentationCode0
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagesCode0
DISIR: Deep Image Segmentation with Interactive RefinementCode0
On the iterative refinement of densely connected representation levels for semantic segmentationCode0
On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution RobustnessCode0
Self-Paced Sample Selection for Barely-Supervised Medical Image SegmentationCode0
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in SegmentationCode0
On the relationship between calibrated predictors and unbiased volume estimationCode0
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric dataCode0
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic SegmentationCode0
Disentangle, align and fuse for multimodal and semi-supervised image segmentationCode0
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea DetectionCode0
Adaptive Real-Time Multi-Loss Function Optimization Using Dynamic Memory Fusion Framework: A Case Study on Breast Cancer SegmentationCode0
Discriminative features pyramid network for medical image segmentationCode0
Discriminative features pyramid network for medical image segmentationCode0
Open-Set 3D Semantic Instance Maps for Vision Language Navigation -- O3D-SIMCode0
2D LiDAR and Camera Fusion Using Motion Cues for Indoor Layout EstimationCode0
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel NetworksCode0
Iris Recognition with Image Segmentation Employing Retrained Off-the-Shelf Deep Neural NetworksCode0
Scaling Open-Vocabulary Image Segmentation with Image-Level LabelsCode0
Disconnect to Connect: A Data Augmentation Method for Improving Topology Accuracy in Image SegmentationCode0
iResSENet: An Accurate Convolutional Neural Network for Retinal Blood Vessel SegmentationCode0
A Spatially Constrained Deep Convolutional Neural Network for Nerve Fiber Segmentation in Corneal Confocal Microscopic Images using Inaccurate AnnotationsCode0
IODeep: an IOD for the introduction of deep learning in the DICOM standardCode0
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image SegmentationCode0
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image SegmentationCode0
Intrapartum Ultrasound Image Segmentation of Pubic Symphysis and Fetal Head Using Dual Student-Teacher Framework with CNN-ViT Collaborative LearningCode0
An Efficient Smoothing and Thresholding Image Segmentation Framework with Weighted Anisotropic-Isotropic Total VariationCode0
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach using a Dilated Transformer and U-Net ArchitectureCode0
A Semi-Automated Usability Evaluation Framework for Interactive Image Segmentation SystemsCode0
Weakly Supervised Segmentation Framework for Thyroid Nodule Based on High-confidence Labels and High-rationality LossesCode0
Self-supervised Learning of Dense Hierarchical Representations for Medical Image SegmentationCode0
Optimal Transport for Multi-source Domain Adaptation under Target ShiftCode0
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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