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 48014850 of 5035 papers

TitleStatusHype
TransCut: Transparent Object Segmentation from a Light-Field Image0
Screen Content Image Segmentation Using Sparse-Smooth Decomposition0
Superpixel Convolutional Networks using Bilateral InceptionsCode0
Attention to Scale: Scale-aware Semantic Image Segmentation0
Semantic Image Segmentation with Task-Specific Edge Detection Using CNNs and a Discriminatively Trained Domain Transform0
Next Generation Multicuts for Semi-Planar Graphs0
Symmetry-invariant optimization in deep networks0
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image SegmentationCode1
Regional Active Contours based on Variational level sets and Machine Learning for Image Segmentation0
Mixed Robust/Average Submodular Partitioning: Fast Algorithms, Guarantees, and Applications to Parallel Machine Learning and Multi-Label Image Segmentation0
A Markov Random Field and Active Contour Image Segmentation Model for Animal Spots Patterns0
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection0
Shape Complexes in Continuous Max-Flow Hierarchical Multi-Labeling Problems0
A Latent Source Model for Patch-Based Image Segmentation0
Multi-Region Probabilistic Dice Similarity Coefficient using the Aitchison Distance and Bipartite Graph Matching0
Is Image Super-resolution Helpful for Other Vision Tasks?0
A Parallel Framework for Parametric Maximum Flow Problems in Image Segmentation0
Self-Configuring and Evolving Fuzzy Image Thresholding0
Semantic Image Segmentation via Deep Parsing NetworkCode0
Convexity Shape Constraints for Image Segmentation0
Joint Color-Spatial-Directional clustering and Region Merging (JCSD-RM) for unsupervised RGB-D image segmentation0
Semantic Video Segmentation : Exploring Inference EfficiencyCode0
Large-scale EM Analysis of the Drosophila Antennal Lobe with Automatically Computed Synapse Point Clouds0
Introducing Geometry in Active Learning for Image Segmentation0
Saliency maps on image hierarchies0
Deep clustering: Discriminative embeddings for segmentation and separationCode1
Integrated Inference and Learning of Neural Factors in Structural Support Vector Machines0
LooseCut: Interactive Image Segmentation with Loosely Bounded Boxes0
Planar Ultrametric Rounding for Image Segmentation0
Beyond Semantic Image Segmentation : Exploring Efficient Inference in Video0
Forming A Random Field via Stochastic Cliques: From Random Graphs to Fully Connected Random Fields0
Parallel Multi-Dimensional LSTM, With Application to Fast Biomedical Volumetric Image Segmentation0
Point-wise Map Recovery and Refinement from Functional Correspondence0
An Iterative Convolutional Neural Network Algorithm Improves Electron Microscopy Image Segmentation0
Combinatorial Energy Learning for Image Segmentation0
Tree-Cut for Probabilistic Image Segmentation0
Constrained Convolutional Neural Networks for Weakly Supervised SegmentationCode0
Deeply Learning the Messages in Message Passing Inference0
What's the Point: Semantic Segmentation with Point SupervisionCode0
Comparing the Performance of L*A*B* and HSV Color Spaces with Respect to Color Image Segmentation0
A Novel Approach Towards Clustering Based Image Segmentation0
Superpixel Segmentation Using Linear Spectral Clustering0
Superdifferential Cuts for Binary Energies0
Sparse Depth Super Resolution0
Fusion Moves for Correlation ClusteringCode0
DeepContour: A Deep Convolutional Feature Learned by Positive-Sharing Loss for Contour Detection0
Scene Labeling With LSTM Recurrent Neural Networks0
A MRF Shape Prior for Facade Parsing With Occlusions0
Image Segmentation in Twenty Questions0
Image Segmentation Using Hierarchical Merge TreeCode0
Show:102550
← PrevPage 97 of 101Next →

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