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 44514500 of 5035 papers

TitleStatusHype
Image Clustering with Optimization Algorithms and Color SpaceCode0
Towards integrating spatial localization in convolutional neural networks for brain image segmentation0
Deep Neural Networks Motivated by Partial Differential EquationsCode0
Unsupervised Pathology Image Segmentation Using Representation Learning with Spherical K-means0
Unsupervised Segmentation of 3D Medical Images Based on Clustering and Deep Representation Learning0
Outline Objects using Deep Reinforcement Learning0
Assessment of Breast Cancer Histology using Densely Connected Convolutional Networks0
Image Segmentation using Sparse Subset SelectionCode0
Application of Superpixels to Segment Several Landmarks in Running Rodents0
Training Multi-organ Segmentation Networks with Sample Selection by Relaxed Upper Confident Bound0
Semi-Supervised Multi-Organ Segmentation via Deep Multi-Planar Co-Training0
Image Segmentation Using Subspace Representation and Sparse Decomposition0
Multi-level Activation for Segmentation of Hierarchically-nested Classes0
A Multi-Layer Approach to Superpixel-based Higher-order Conditional Random Field for Semantic Image Segmentation0
Asymmetric Loss Functions and Deep Densely Connected Networks for Highly Imbalanced Medical Image Segmentation: Application to Multiple Sclerosis Lesion Detection0
Compassionately Conservative Balanced Cuts for Image Segmentation0
Deep learning and its application to medical image segmentation0
A Neural Markovian Multiresolution Image Labeling Algorithm0
Adaptive strategy for superpixel-based region-growing image segmentation0
Combining Multi-level Contexts of Superpixel using Convolutional Neural Networks to perform Natural Scene Labeling0
An application of cascaded 3D fully convolutional networks for medical image segmentationCode0
Signal Processing and Piecewise Convex Estimation0
Quantization of Fully Convolutional Networks for Accurate Biomedical Image Segmentation0
Optimal Transport for Multi-source Domain Adaptation under Target ShiftCode0
Image Segmentation and Processing for Efficient Parking Space Analysis0
Cubic Spline Interpolation Segmenting over Conventional Segmentation Procedures: Application and Advantages0
Driving Scene Perception Network: Real-time Joint Detection, Depth Estimation and Semantic Segmentation0
Visual Explanations From Deep 3D Convolutional Neural Networks for Alzheimer's Disease ClassificationCode0
Segmentation of Drosophila Heart in Optical Coherence Microscopy Images Using Convolutional Neural NetworksCode0
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired DataCode0
Simultaneous Traffic Sign Detection and Boundary Estimation using Convolutional Neural Network0
Locally Adaptive Learning Loss for Semantic Image Segmentation0
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image SegmentationCode0
Segmentation hiérarchique faiblement supervisée0
Connectivity-Driven Parcellation Methods for the Human Cerebral Cortex0
Deceiving End-to-End Deep Learning Malware Detectors using Adversarial Examples0
Computer-Aided Knee Joint Magnetic Resonance Image Segmentation - A Survey0
Piecewise Flat Embedding for Image Segmentation0
Automatic segmenting teeth in X-ray images: Trends, a novel data set, benchmarking and future perspectives0
Generative ScatterNet Hybrid Deep Learning (G-SHDL) Network with Structural Priors for Semantic Image Segmentation0
Peekaboo - Where are the Objects? Structure Adjusting Superpixels0
Virtual-to-Real: Learning to Control in Visual Semantic Segmentation0
Improved Image Segmentation via Cost Minimization of Multiple HypothesesCode0
An Iterative Spanning Forest Framework for Superpixel Segmentation0
Self-Learning to Detect and Segment Cysts in Lung CT Images without Manual Annotation0
Deep LOGISMOS: Deep Learning Graph-based 3D Segmentation of Pancreatic Tumors on CT scans0
Significantly Fast and Robust Fuzzy C-MeansClustering Algorithm Based on MorphologicalReconstruction and Membership Filtering0
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers0
Graph Spectral Image Processing0
Semantic Segmentation via Highly Fused Convolutional Network with Multiple Soft Cost Functions0
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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