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 41514200 of 5035 papers

TitleStatusHype
One-pass Multi-task Networks with Cross-task Guided Attention for Brain Tumor SegmentationCode0
Anatomical Priors for Image Segmentation via Post-Processing with Denoising AutoencodersCode0
Learning Shape Representation on Sparse Point Clouds for Volumetric Image SegmentationCode0
Computing Valid p-values for Image Segmentation by Selective Inference0
Robust Histopathology Image Analysis: To Label or to Synthesize?0
Versatile Multiple Choice Learning and Its Application to Vision Computing0
Semantic Projection Network for Zero- and Few-Label Semantic SegmentationCode0
Learning Active Contour Models for Medical Image Segmentation0
Interactive Image Segmentation via Backpropagating Refinement Scheme0
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors0
Distributed Submodular Minimization via Block-Wise Updates and Communications0
Training Generative Adversarial Networks from Incomplete Observations using Factorised DiscriminatorsCode0
Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification0
The Chan-Vese Model with Elastica and Landmark Constraints for Image Segmentation0
Leveraging Domain Knowledge to Improve Microscopy Image Segmentation with Lifted MulticutsCode0
Flexibly Regularized Mixture Models and Application to Image Segmentation0
Fully Hyperbolic Convolutional Neural Networks0
End-to-End Learned Random Walker for Seeded Image SegmentationCode0
Task Decomposition and Synchronization for Semantic Biomedical Image Segmentation0
Boundary Loss for Remote Sensing Imagery Semantic SegmentationCode0
A 2D dilated residual U-Net for multi-organ segmentation in thoracic CT0
Harvesting Information from Captions for Weakly Supervised Semantic Segmentation0
Online Normalization for Training Neural NetworksCode0
Budget-aware Semi-Supervised Semantic and Instance Segmentation0
Data augmentation in microscopic images for material data mining0
T-Net: Nested encoder-decoder architecture for the main vessel segmentation in coronary angiography0
Efficient Neural Architecture Search on Low-Dimensional Data for OCT Image Segmentation0
Nostalgin: Extracting 3D City Models from Historical Image Data0
A multi-objective optimization approach for brain MRI segmentation using fuzzy entropy clustering and region-based active contour methods0
Multiple Encoder-Decoders Net for Lane Detection0
HIGHLY EFFICIENT 8-BIT LOW PRECISION INFERENCE OF CONVOLUTIONAL NEURAL NETWORKS0
Non-Local Context Encoder: Robust Biomedical Image Segmentation against Adversarial Attacks0
Automatic Traffic Sign Detection and Recognition Using SegU-Net and a Modified Tversky Loss Function With L1-Constraint0
Skin Cancer Segmentation and Classification with NABLA-N and Inception Recurrent Residual Convolutional Networks0
Small Target Detection for Search and Rescue Operations using Distributed Deep Learning and Synthetic Data Generation0
The iterative convolution-thresholding method (ICTM) for image segmentation0
Influence of image segmentation on one-dimensional fluid dynamics predictions in the mouse pulmonary arteries0
Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural NetworksCode0
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging0
VoteNet: A Deep Learning Label Fusion Method for Multi-Atlas Segmentation0
Self-Supervised Audio-Visual Co-Segmentation0
Fast Single Image Dehazing via Multilevel Wavelet Transform based OptimizationCode0
Road Crack Detection Using Deep Convolutional Neural Network and Adaptive ThresholdingCode0
Automated Design of Deep Learning Methods for Biomedical Image SegmentationCode0
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and SegmentationCode0
Region homogeneity in the Logarithmic Image Processing framework: application to region growing algorithms0
CloudSegNet: A Deep Network for Nychthemeron Cloud Image SegmentationCode0
Deep learning for image segmentation: veritable or overhyped?0
Super Resolution Convolutional Neural Network Models for Enhancing Resolution of Rock Micro-CT Images0
Adaptive Weighting Multi-Field-of-View CNN for Semantic Segmentation in Pathology0
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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