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 39013950 of 5035 papers

TitleStatusHype
Improving Learning Effectiveness For Object Detection and Classification in Cluttered Backgrounds0
Automatically Searching for U-Net Image Translator Architecture0
Dam Burst: A region-merging-based image segmentation method0
Automatic Data Augmentation via Deep Reinforcement Learning for Effective Kidney Tumor Segmentation0
Convex Shape Representation with Binary Labels for Image Segmentation: Models and Fast Algorithms0
Kullback-Leibler Divergence-Based Fuzzy C-Means Clustering Incorporating Morphological Reconstruction and Wavelet Frames for Image Segmentation0
Fine tuning U-Net for ultrasound image segmentation: which layers?0
Meta Segmentation Network for Ultra-Resolution Medical Images0
Deep Learning in Medical Ultrasound Image Segmentation: a Review0
Photi-LakeIce DatasetCode0
Building Networks for Image Segmentation using Particle Competition and Cooperation0
Remove Appearance Shift for Ultrasound Image Segmentation via Fast and Universal Style Transfer0
Residual-Sparse Fuzzy C-Means Clustering Incorporating Morphological Reconstruction and Wavelet frames0
Liver Segmentation in Abdominal CT Images via Auto-Context Neural Network and Self-Supervised Contour Attention0
Simple Interactive Image Segmentation using Label Propagation through kNN graphs0
Constrained Dominant sets and Its applications in computer vision0
Deep Convolutional Neural Networks with Spatial Regularization, Volume and Star-shape Priori for Image Segmentation0
Segmentação de imagens utilizando competição e cooperação entre partículas0
Unsupervised Community Detection with a Potts Model Hamiltonian, an Efficient Algorithmic Solution, and Applications in Digital Pathology0
Efficient 2D neuron boundary segmentation with local topological constraints0
Inter-slice image augmentation based on frame interpolation for boosting medical image segmentation accuracy0
Dual Convolutional LSTM Network for Referring Image Segmentation0
Discrete Signal Processing with Set Functions0
Deep Learning in Multi-organ Segmentation0
Robust Submodular Minimization with Applications to Cooperative Modeling0
Mutual information deep regularization for semi-supervised segmentation0
Uncertainty-Aware Training of Neural Networks for Selective Medical Image Segmentation0
Chest X-Ray Pneumothorax Segmentation with the Multistep Post-Processing0
Domain Adaptive Medical Image Segmentation via Adversarial Learning of Disease-Specific Spatial Patterns0
Siamese Content Loss Networks for Highly Imbalanced Medical Image Segmentation0
The Performance of Deep U-Net Pre-Clinical Organ-wise Segmentation in the Presence of Low Counting Statistics.0
A deep learning approach to segmentation of the developing cortex in fetal brain MRI with minimal manual labelingCode0
Observer variation-aware medical image segmentation by combining deep learning and surrogate-assisted genetic algorithms0
Breast lesion segmentation in ultrasound images with limited annotated data0
An Accurate Texture Complexity Estimation for Quality-Enhanced and Secure Image Steganography0
Machine Learning Pipeline for Segmentation and Defect Identification from High Resolution Transmission Electron Microscopy Data0
Hierarchical Modeling of Multidimensional Data in Regularly Decomposed Spaces: Synthesis and Perspective0
Evolution of Image Segmentation using Deep Convolutional Neural Network: A Survey0
Robust Brain Magnetic Resonance Image Segmentation for Hydrocephalus Patients: Hard and Soft Attention0
Automated Pavement Crack Segmentation Using U-Net-based Convolutional Neural Network0
Self-Learning AI Framework for Skin Lesion Image Segmentation and Classification0
Stagnant zone segmentation with U-net0
Transfer Learning for Brain Tumor Segmentation0
DMCNN: A Deep Multiscale Convolutional Neural Network Model for Medical Image Segmentation0
Efficient Video Semantic Segmentation with Labels Propagation and Refinement0
Neural ODEs for Image Segmentation with Level Sets0
Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling0
Detecting Deepfake-Forged Contents with Separable Convolutional Neural Network and Image Segmentation0
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation0
A Region-based Randers Geodesic Approach for Image Segmentation0
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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