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 46514700 of 5035 papers

TitleStatusHype
Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation0
A deep learning model integrating FCNNs and CRFs for brain tumor segmentation0
An Efficient Decomposition Framework for Discriminative Segmentation with Supermodular Losses0
An Adversarial Regularisation for Semi-Supervised Training of Structured Output Neural Networks0
Seeded Laplaican: An Eigenfunction Solution for Scribble Based Interactive Image Segmentation0
Learning Multi-level Region Consistency with Dense Multi-label Networks for Semantic Segmentation0
Training Group Orthogonal Neural Networks with Privileged Information0
Convolutional Oriented Boundaries: From Image Segmentation to High-Level TasksCode0
A Digital Fuzzy Edge Detector for Color Images0
CNN-based Segmentation of Medical Imaging DataCode0
Constrained Deep Weak Supervision for Histopathology Image Segmentation0
Rotation equivariant vector field networksCode0
Efficiently Computing Piecewise Flat Embeddings for Data Clustering and Image Segmentation0
FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomicsCode0
Deep Learning and Its Applications to Machine Health Monitoring: A SurveyCode0
A Multilinear Tongue Model Derived from Speech Related MRI Data of the Human Vocal TractCode0
Segmentation of large images based on super-pixels and community detection in graphs0
Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection0
An Efficient Algorithm for the Piecewise-Smooth Model with Approximately Explicit Solutions0
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts0
Spatially Adaptive Computation Time for Residual NetworksCode0
Fine-grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images0
Implicit Modeling -- A Generalization of Discriminative and Generative Approaches0
Classification With an Edge: Improving Semantic Image Segmentation with Boundary DetectionCode0
3D Ultrasound image segmentation: A Survey0
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic SegmentationCode0
Clickstream analysis for crowd-based object segmentation with confidence0
Full-Resolution Residual Networks for Semantic Segmentation in Street ScenesCode0
Image Segmentation Using Overlapping Group Sparsity0
Efficient Convolutional Neural Network with Binary Quantization Layer0
ResFeats: Residual Network Based Features for Image Classification0
Convolutional Gated Recurrent Networks for Video Segmentation0
Scale-constrained Unsupervised Evaluation Method for Multi-scale Image SegmentationCode0
MCMC Shape Sampling for Image Segmentation with Nonparametric Shape Priors0
Optimal Surface Segmentation with Convex Priors in Irregularly Sampled Space0
Flood-Filling NetworksCode0
Icon: An Interactive Approach to Train Deep Neural Networks for Segmentation of Neuronal Structures0
Image Segmentation for Fruit Detection and Yield Estimation in Apple Orchards0
Theoretical Analysis of Active Contours on Graphs0
Feature Sensitive Label Fusion with Random Walker for Atlas-based Image Segmentation0
A Model of Virtual Carrier Immigration in Digital Images for Region Segmentation0
Image Segmentation Based on the Self-Balancing Mechanism in Virtual 3D Elastic Mesh0
Convex Histogram-Based Joint Image Segmentation with Regularized Optimal Transport Cost0
CNN-aware Binary Map for General Semantic Segmentation0
Towards the effectiveness of Deep Convolutional Neural Network based Fast Random Forest Classifier0
Robust Regression For Image Binarization Under Heavy Noises and Nonuniform Background0
Fully-Trainable Deep MatchingCode0
Automated Segmentation of Retinal Layers from Optical Coherent Tomography Images Using Geodesic Distance0
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image SegmentationCode0
Image segmentation based on histogram of depth and an application in driver distraction detection0
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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