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 45514600 of 5035 papers

TitleStatusHype
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and ClassificationCode0
DenseNet approach to segmentation and classification of dermatoscopic skin lesions imagesCode0
CANet: Context aware network with dual-stream pyramid for medical image segmentationCode0
Instance Segmentation as Image Segmentation AnnotationCode0
Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language ModelsCode0
Adaptive Morphological Reconstruction for Seeded Image SegmentationCode0
Input Invex Neural NetworkCode0
Virtual Augmented Reality for Atari Reinforcement LearningCode0
Information-Theoretic Segmentation by Inpainting Error MaximizationCode0
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural NetworksCode0
Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image SegmentationCode0
Improving the Segmentation of Scanning Probe Microscope Images using Convolutional Neural NetworksCode0
Improving the generalizability of convolutional neural network-based segmentation on CMR imagesCode0
Semantic Segmentation via Structured Patch Prediction, Context CRF and Guidance CRFCode0
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image SegmentationCode0
CAMEL: A Weakly Supervised Learning Framework for Histopathology Image SegmentationCode0
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context UnderstandingCode0
Improving land cover segmentation across satellites using domain adaptationCode0
DenseASPP for Semantic Segmentation in Street ScenesCode0
PathFL: Multi-Alignment Federated Learning for Pathology Image SegmentationCode0
Semantic Video Segmentation : Exploring Inference EfficiencyCode0
Demystifying the Effect of Receptive Field Size in U-Net Models for Medical Image SegmentationCode0
Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANsCode0
PathSeqSAM: Sequential Modeling for Pathology Image Segmentation with SAM2Code0
ZoDi: Zero-Shot Domain Adaptation with Diffusion-Based Image TransferCode0
UniMOS: A Universal Framework For Multi-Organ Segmentation Over Label-Constrained DatasetsCode0
Democratizing Pathological Image Segmentation with Lay Annotators via Molecular-empowered LearningCode0
Neural Style Transfer Improves 3D Cardiovascular MR Image Segmentation on Inconsistent DataCode0
Deep Value Networks Learn to Evaluate and Iteratively Refine Structured OutputsCode0
PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and ClassificationCode0
PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix AugmentationCode0
Deep Neural Networks Motivated by Partial Differential EquationsCode0
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical SegmentationCode0
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentationCode0
Semi-Supervised Biomedical Image Segmentation via Diffusion Models and Teacher-Student Co-TrainingCode0
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural NetworksCode0
DeepMerge: Deep-Learning-Based Region-Merging for Image SegmentationCode0
Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume MixingCode0
Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation using A Novel DatasetCode0
Semi-Supervised Deep Learning for Fully Convolutional NetworksCode0
A Partial Replication of MaskFormer in TensorFlow on TPUs for the TensorFlow Model GardenCode0
Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment Anything Model for Crowd-Sourcing Medical Image AnnotationsCode0
Deep-Learning for Tidemark Segmentation in Human Osteochondral Tissues Imaged with Micro-computed TomographyCode0
Improved post-hoc probability calibration for out-of-domain MRI segmentationCode0
Personal Fixations-Based Object Segmentation with Object Localization and Boundary PreservationCode0
Improved Image Segmentation via Cost Minimization of Multiple HypothesesCode0
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural NetworksCode0
Perspectives: Comparison of Deep Learning Segmentation Models on Biophysical and Biomedical DataCode0
ReshapeIT: Reliable Shape Interaction with Implicit Template for Anatomical Structure ReconstructionCode0
Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped networkCode0
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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