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 1751–1800 of 5035 papers

TitleStatusHype
DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation—0
An image segmentation algorithm for measurement of flotation froth bubble size distributions—0
Exploring and Exploiting Diversity for Image Segmentation—0
Exploring Content Based Image Retrieval for Highly Imbalanced Melanoma Data using Style Transfer, Semantic Image Segmentation and Ensemble Learning—0
Exploring Context with Deep Structured models for Semantic Segmentation—0
Exploring DINO: Emergent Properties and Limitations for Synthetic Aperture Radar Imagery—0
Bridging 2D and 3D Segmentation Networks for Computation Efficient Volumetric Medical Image Segmentation: An Empirical Study of 2.5D Solutions—0
Challenge Results Are Not Reproducible—0
ADS_UNet: A Nested UNet for Histopathology Image Segmentation—0
Exploring Fully Convolutional Networks for the Segmentation of Hyperspectral Imaging Applied to Advanced Driver Assistance Systems—0
BoxNet: Deep Learning Based Biomedical Image Segmentation Using Boxes Only Annotation—0
Exploring Intrinsic Properties of Medical Images for Self-Supervised Binary Semantic Segmentation—0
Exploring Modality Guidance to Enhance VFM-based Feature Fusion for UDA in 3D Semantic Segmentation—0
Chan-Vese Attention U-Net: An attention mechanism for robust segmentation—0
Exploring PCA-based feature representations of image pixels via CNN to enhance food image segmentation—0
Exploring SAM Ablations for Enhancing Medical Segmentation in Radiology and Pathology—0
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision—0
Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation—0
Geometric Feature Prompting of Image Segmentation Models—0
Greenhouse Segmentation on High-Resolution Optical Satellite Imagery using Deep Learning Techniques—0
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey—0
Extensions of Karger's Algorithm: Why They Fail in Theory and How They Are Useful in Practice—0
Extracting Semantic Knowledge from GANs with Unsupervised Learning—0
Extracting the Subhalo Mass Function from Strong Lens Images with Image Segmentation—0
How precise are performance estimates for typical medical image segmentation tasks?—0
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation—0
CIDI-Lung-Seg: A Single-Click Annotation Tool for Automatic Delineation of Lungs from CT Scans—0
ExtremeMETA: High-speed Lightweight Image Segmentation Model by Remodeling Multi-channel Metamaterial Imagers—0
Boundless Across Domains: A New Paradigm of Adaptive Feature and Cross-Attention for Domain Generalization in Medical Image Segmentation—0
A New Validity Index for Fuzzy-Possibilistic C-Means Clustering—0
Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation—0
Face Mask Extraction in Video Sequence—0
Generating Discriminative Object Proposals via Submodular Ranking—0
Dual-Space Augmented Intrinsic-LoRA for Wind Turbine Segmentation—0
Class-Aware Adversarial Transformers for Medical Image Segmentation—0
Boundary-weighted logit consistency improves calibration of segmentation networks—0
Fair Federated Medical Image Segmentation via Client Contribution Estimation—0
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks—0
Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer—0
A new smart-cropping pipeline for prostate segmentation using deep learning networks—0
ADNP-15: An Open-Source Histopathological Dataset for Neuritic Plaque Segmentation in Human Brain Whole Slide Images with Frequency Domain Image Enhancement for Stain Normalization—0
Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling—0
Accuracy of MAP segmentation with hidden Potts and Markov mesh prior models via Path Constrained Viterbi Training, Iterated Conditional Modes and Graph Cut based algorithms—0
Generalization Capabilities of Neural Cellular Automata for Medical Image Segmentation: A Robust and Lightweight Approach—0
Dual Convolutional LSTM Network for Referring Image Segmentation—0
Fast and Exact: ADMM-Based Discriminative Shape Segmentation with Loopy Part Models—0
Fast Barcode Retrieval for Consensus Contouring—0
Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation—0
Boundary-sensitive Network for Portrait Segmentation—0
BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes—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