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 4351–4400 of 5035 papers

TitleStatusHype
Concept Mask: Large-Scale Segmentation from Semantic Concepts—0
Holographic Visualisation of Radiology Data and Automated Machine Learning-based Medical Image Segmentation—0
NFFT meets Krylov methods: Fast matrix-vector products for the graph Laplacian of fully connected networks—0
Unsupervised learning of foreground object detection—0
Pixel Objectness: Learning to Segment Generic Objects Automatically in Images and Videos—0
An Iterative Boundary Random Walks Algorithm for Interactive Image Segmentation—0
Dilated Convolutions in Neural Networks for Left Atrial Segmentation in 3D Gadolinium Enhanced-MRI—0
Deeply Self-Supervised Contour Embedded Neural Network Applied to Liver Segmentation—0
A Network Structure to Explicitly Reduce Confusion Errors in Semantic Segmentation—0
A Restricted-Domain Dual Formulation for Two-Phase Image Segmentation—0
A multi-contrast MRI approach to thalamus segmentationCode0
Linkage between piecewise constant Mumford-Shah model and ROF model and its virtue in image segmentation—0
Skin Lesion Segmentation Using Atrous Convolution via DeepLab v3—0
Feature Fusion through Multitask CNN for Large-scale Remote Sensing Image Segmentation—0
Face Mask Extraction in Video Sequence—0
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net—0
Automatically Designing CNN Architectures for Medical Image Segmentation—0
Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks—0
UNet++: A Nested U-Net Architecture for Medical Image SegmentationCode1
Near Real-time Hippocampus Segmentation Using Patch-based Canonical Neural Network—0
Cross Pixel Optical Flow Similarity for Self-Supervised Learning—0
Prostate Segmentation using 2D Bridged U-net—0
Learning to Segment Medical Images with Scribble-Supervision Alone—0
Sem-GAN: Semantically-Consistent Image-to-Image TranslationCode1
Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations—0
Data-Driven Segmentation of Post-mortem Iris Images—0
Efficient identification, localization and quantification of grapevine inflorescences in unprepared field images using Fully Convolutional Networks—0
Vehicle Image Generation Going Well with The Surroundings—0
A Fully Convolutional Two-Stream Fusion Network for Interactive Image SegmentationCode0
TFLMS: Large Model Support in TensorFlow by Graph Rewriting—0
Diversity in Machine Learning—0
SynNet: Structure-Preserving Fully Convolutional Networks for Medical Image Synthesis—0
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor SegmentationCode0
Disparity Image Segmentation For ADAS—0
Keypoint Transfer for Fast Whole-Body Segmentation—0
Towards safe deep learning: accurately quantifying biomarker uncertainty in neural network predictions—0
Fully Automatic Myocardial Segmentation of Contrast Echocardiography Sequence Using Random Forests Guided by Shape Model—0
Kid-Net: Convolution Networks for Kidney Vessels Segmentation from CT-Volumes—0
Real-time Prediction of Segmentation Quality—0
Boosted Training of Convolutional Neural Networks for Multi-Class Segmentation—0
Feed-forward and noise-tolerant detection of feature homogeneity in spiking networks with a latency code—0
Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation—0
NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation PipelinesCode0
Retinal Optic Disc Segmentation using Conditional Generative Adversarial Network—0
Autoencoders for Multi-Label Prostate MR Segmentation—0
Contextual Hourglass Networks for Segmentation and Density Estimation—0
On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation—0
Efficient semantic image segmentation with superpixel poolingCode0
A Variational Image Segmentation Model based on Normalized Cut with Adaptive Similarity and Spatial Regularization—0
Performance Evaluation of Deep Learning Networks for Semantic Segmentation of Traffic Stereo-Pair Images—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