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

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Showing 3351–3400 of 5035 papers

TitleStatusHype
Explainable, automated urban interventions to improve pedestrian and vehicle safety—0
Adaptive Fusion Affinity Graph with Noise-free Online Low-rank Representation for Natural Image SegmentationCode0
Towards Reducing Aleatoric Uncertainty for Medical Imaging Tasks—0
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation—0
Semantic Segmentation for Urban-Scene ImagesCode0
A Unified Framework for Generalized Low-Shot Medical Image Segmentation with Scarce Data—0
Color Image Segmentation Using Multi-Objective Swarm Optimizer and Multi-level Histogram Thresholding—0
Temporally stable video segmentation without video annotations—0
Convolutional Deep Denoising Autoencoders for Radio Astronomical Images—0
Domain generalization in deep learning for contrast-enhanced imaging—0
Possibilistic Fuzzy Local Information C-Means with Automated Feature Selection for Seafloor Segmentation—0
Exploring Content Based Image Retrieval for Highly Imbalanced Melanoma Data using Style Transfer, Semantic Image Segmentation and Ensemble Learning—0
Two-stage Visual Cues Enhancement Network for Referring Image SegmentationCode0
DenseNet approach to segmentation and classification of dermatoscopic skin lesions imagesCode0
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization—0
SkullEngine: A Multi-stage CNN Framework for Collaborative CBCT Image Segmentation and Landmark Detection—0
Robust Segmentation of Cell Nuclei in 3-D Microscopy Images—0
A Hybrid Spatial-temporal Deep Learning Architecture for Lane Detection—0
Extensions of Karger's Algorithm: Why They Fail in Theory and How They Are Useful in Practice—0
Differentiable Spline Approximations—0
CDRNet: Accurate Cup-to-Disc Ratio Measurement with Tight Bounding Box Supervision in Fundus Photography Using Deep LearningCode0
MetaHistoSeg: A Python Framework for Meta Learning in Histopathology Image Segmentation—0
A Compositional Approach to Occlusion in Panoptic Segmentation—0
UNCERTAINTY QUANTIFICATION USING VARIATIONAL INFERENCE FOR BIOMEDICAL IMAGE SEGMENTATION—0
One Stage Autoencoders for Multi-Domain Learning—0
Model-Based Robust Adaptive Semantic Segmentation—0
Rethinking Client Reweighting for Selfish Federated Learning—0
DaSeGAN: Domain Adaptation for Segmentation Tasks via Generative Adversarial Networks—0
All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation—0
Group Shift Pointwise Convolution for Volumetric Medical Image Segmentation—0
Using Soft Labels to Model Uncertainty in Medical Image Segmentation—0
Self-Training Based Unsupervised Cross-Modality Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation—0
Survey on Semantic Stereo Matching / Semantic Depth Estimation—0
Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium SegmentationCode0
Background-Foreground Segmentation for Interior Sensing in Automotive Industry—0
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging—0
Multi-encoder parse-decoder network for sequential medical image segmentationCode0
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ SegmentationCode0
Mass Segmentation in Automated 3-D Breast Ultrasound Using Dual-Path U-net—0
Transformer-Unet: Raw Image Processing with Unet—0
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 images—0
Neural Architecture Search in operational context: a remote sensing case-study—0
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images—0
Patch-based Medical Image Segmentation using Matrix Product State Tensor Networks—0
Uncertainty Quantification in Medical Image Segmentation with Multi-decoder U-Net—0
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image SegmentationCode0
POPCORN: Progressive Pseudo-labeling with Consistency Regularization and Neighboring—0
CAN3D: Fast 3D Medical Image Segmentation via Compact Context Aggregation—0
Temporally Coherent Person Matting Trained on Fake-Motion Dataset—0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified